WO2022135197A1 - Epidemic prediction method and electronic device - Google Patents

Epidemic prediction method and electronic device Download PDF

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WO2022135197A1
WO2022135197A1 PCT/CN2021/137280 CN2021137280W WO2022135197A1 WO 2022135197 A1 WO2022135197 A1 WO 2022135197A1 CN 2021137280 W CN2021137280 W CN 2021137280W WO 2022135197 A1 WO2022135197 A1 WO 2022135197A1
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user
risk
information
epidemic
electronic device
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李君劲
吴莲
陈勇
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华为技术有限公司
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    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/80ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for detecting, monitoring or modelling epidemics or pandemics, e.g. flu
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/02Detecting, measuring or recording pulse, heart rate, blood pressure or blood flow; Combined pulse/heart-rate/blood pressure determination; Evaluating a cardiovascular condition not otherwise provided for, e.g. using combinations of techniques provided for in this group with electrocardiography or electroauscultation; Heart catheters for measuring blood pressure
    • A61B5/0205Simultaneously evaluating both cardiovascular conditions and different types of body conditions, e.g. heart and respiratory condition
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/02Detecting, measuring or recording pulse, heart rate, blood pressure or blood flow; Combined pulse/heart-rate/blood pressure determination; Evaluating a cardiovascular condition not otherwise provided for, e.g. using combinations of techniques provided for in this group with electrocardiography or electroauscultation; Heart catheters for measuring blood pressure
    • A61B5/0205Simultaneously evaluating both cardiovascular conditions and different types of body conditions, e.g. heart and respiratory condition
    • A61B5/02055Simultaneously evaluating both cardiovascular condition and temperature
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/02Detecting, measuring or recording pulse, heart rate, blood pressure or blood flow; Combined pulse/heart-rate/blood pressure determination; Evaluating a cardiovascular condition not otherwise provided for, e.g. using combinations of techniques provided for in this group with electrocardiography or electroauscultation; Heart catheters for measuring blood pressure
    • A61B5/024Detecting, measuring or recording pulse rate or heart rate
    • A61B5/02438Detecting, measuring or recording pulse rate or heart rate with portable devices, e.g. worn by the patient
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/145Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue
    • A61B5/14542Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue for measuring blood gases
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/145Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue
    • A61B5/1455Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue using optical sensors, e.g. spectral photometrical oximeters
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/145Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue
    • A61B5/1455Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue using optical sensors, e.g. spectral photometrical oximeters
    • A61B5/14551Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue using optical sensors, e.g. spectral photometrical oximeters for measuring blood gases
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/48Other medical applications
    • A61B5/4806Sleep evaluation
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/68Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient
    • A61B5/6801Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient specially adapted to be attached to or worn on the body surface
    • A61B5/6802Sensor mounted on worn items
    • A61B5/681Wristwatch-type devices
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/04Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/30ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for calculating health indices; for individual health risk assessment
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/01Protocols
    • H04L67/10Protocols in which an application is distributed across nodes in the network
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/02Services making use of location information
    • H04W4/029Location-based management or tracking services

Abstract

Embodiments of the present application relate to the field of electronic technology, and provide an epidemic prediction method and an electronic device. The method mainly comprises: a user-side electronic device determining whether a user is a close contact person of a confirmed case on the basis of the trajectory of the confirmed case and the historical trajectory of the user, and then monitoring physiological signs of the user, and reporting monitoring data and the user's health risk score, so that a server can predict the development trend of an epidemic in a specific area, thereby reminding the user of the epidemic situation. By means of the method, users can be provided with health risk analysis and epidemic development trend on time and conveniently, such that users can learn their own infection risks, and people can reasonably plan travel and arrange daily life.

Description

一种疫情预测的方法及电子设备A method and electronic device for epidemic prediction
本申请要求于2020年12月22日提交国家知识产权局、申请号为202011532380.5、申请名称为“一种疫情预测的方法及电子设备”的中国专利申请的优先权,其全部内容通过引用结合在本申请中。This application claims the priority of the Chinese patent application with the application number 202011532380.5 and the application title "An Epidemic Prediction Method and Electronic Device" filed with the State Intellectual Property Office on December 22, 2020, the entire contents of which are incorporated by reference in in this application.
技术领域technical field
本申请涉及电子技术领域,尤其涉及一种疫情预测的方法及电子设备。The present application relates to the field of electronic technology, and in particular, to a method and electronic device for epidemic prediction.
背景技术Background technique
疫情爆发会给社会及个人带来严重的危害。目前人们还不能基于电子设备实时了解多向疫情发展信息,疫情防控主要还是靠人力筛查。一方面这可能会提高相关工作人员在筛查过程中被感染的风险;另一方面,无法使用户及时全面的获取区域疫情发展趋势。如果能让用户随时获取疫情发展状况,了解自身感染风险,将会方便人们合理规划出行、安排日常生活等,从而有利于疫情防控。The outbreak of the epidemic will bring serious harm to society and individuals. At present, people cannot understand the multi-directional epidemic development information in real time based on electronic equipment, and the epidemic prevention and control mainly relies on human screening. On the one hand, this may increase the risk of related staff being infected during the screening process; on the other hand, it cannot enable users to obtain timely and comprehensive regional epidemic development trends. If users can get information on the development of the epidemic at any time and understand their own infection risks, it will be convenient for people to rationally plan travel and arrange daily life, etc., which is conducive to epidemic prevention and control.
发明内容SUMMARY OF THE INVENTION
本申请实施例提供的一种疫情预测的方法,通过用户端的电子设备对用户的多维信息进行收集并将其上报给服务器,使服务器预测相关区域的疫情发展趋势,能够使用户及时便捷地了解自身的健康风险情况以及区域的疫情发展趋势。In the method for epidemic prediction provided by the embodiment of the present application, the user's multi-dimensional information is collected through the electronic device of the user terminal and reported to the server, so that the server can predict the epidemic development trend of the relevant area, and the user can timely and conveniently understand himself. health risks and regional epidemic trends.
第一方面,提供了一种疫情预测的方法,该方法应用于用户侧的电子设备,该方法主要包括:电子设备由服务器获取某一种或多种传染病的确诊人员的轨迹信息和传染病的特征信息,然后利用该电子设备存储的用户的历史轨迹信息和确诊人员的轨迹信息,确定用户是否与确诊人员发生了近距离接触,如果发生了近距离接触,那么该用户为确诊人员的近距离接触者,接下来电子设备会对用户的生理体征进行监测,并且基于生理体征的监测结果计算用户的健康风险分数,并且将生理体征的健康风险分数上报给服务器,使服务器基于该健康风险分数对特定区域的疫情风险趋势进行预测。In the first aspect, a method for epidemic prediction is provided. The method is applied to an electronic device on the user side. The method mainly includes: the electronic device obtains, from a server, the trajectory information and the infectious disease of a person diagnosed with one or more infectious diseases. feature information, and then use the user's historical trajectory information and the confirmed person's trajectory information stored in the electronic device to determine whether the user has had close contact with the confirmed person. The electronic device will monitor the physiological signs of the user, and calculate the health risk score of the user based on the monitoring results of the physiological signs, and report the health risk score of the physiological signs to the server, so that the server will be based on the health risk score. Predict the trend of epidemic risk in a specific area.
其中,电子设备可以由服务器获取确诊人员的轨迹信息,该轨迹信息包括位置信息和与该位置信息对应的时间信息,如确诊人员在某一时刻对应的位置。Wherein, the electronic device can obtain the trajectory information of the diagnosed person from the server, and the trajectory information includes location information and time information corresponding to the location information, such as the location corresponding to the confirmed person at a certain moment.
在一种实现方式中,电子设备可以对用户进行定位,获取并存储用户的轨迹信息(如GPS信息)。In an implementation manner, the electronic device may locate the user, acquire and store the user's trajectory information (eg, GPS information).
在一种实现方式中,电子设备还可以由服务器获取传染病的特征信息,该特征信息可以包括:传染病病毒的传播途径、传播距离、潜伏期、与传染病相关的生理体征等。In an implementation manner, the electronic device may also acquire characteristic information of infectious diseases from the server, and the characteristic information may include: transmission route, transmission distance, incubation period, and physiological signs related to infectious diseases, etc. of infectious diseases.
应理解,本申请所说的与传染病相关的生理体征可以指用户感染传染病病毒时所影响到的生理体征,比如某些传染病的病毒感染后,会导致被感染者的体温升高、血氧下降,则与该传染病相关的生理体征可以为体温和血氧饱和度;又或者,有些传染病的病毒感染后,会导致被感染者的心率、体温、血氧饱和度发生变化,则该传染病相关的生理体征可以为心率、体温、血氧饱和度。It should be understood that the physiological signs related to infectious diseases mentioned in this application may refer to the physiological signs that are affected when a user is infected with an infectious disease virus. If blood oxygen drops, the physiological signs related to the infectious disease can be body temperature and blood oxygen saturation; or, after viral infection of some infectious diseases, the heart rate, body temperature, and blood oxygen saturation of the infected person will change. The physiological signs related to the infectious disease may be heart rate, body temperature, and blood oxygen saturation.
在一种实现方式中,电子设备可以在获取用户授权之后,监测所述用户的生理体征。In an implementation manner, the electronic device may monitor the physiological signs of the user after obtaining authorization from the user.
在一种实现方式中,电子设备可以在获取用户授权之后,上报用户的健康风险分数。In an implementation manner, the electronic device may report the user's health risk score after obtaining the user's authorization.
结合第一方面,在第一方面的某些实现方式中,电子设备可以包括显示屏,当电子 设备基于用户的历史行动轨迹和确诊人员的行动轨迹确定用户为近距离接触者时,电子设备可以通过显示屏向用户显示第一信息,该第一信息可以用于向用户查询是否确定是确诊人员的近距离接触者。With reference to the first aspect, in some implementations of the first aspect, the electronic device may include a display screen. When the electronic device determines that the user is a close contact based on the user's historical movement trajectory and the movement trajectory of the diagnosed person, the electronic device may The first information is displayed to the user through the display screen, and the first information can be used to query the user whether it is determined to be a close contact of the confirmed person.
应理解,在实际应用时,仅基于轨迹信息判断的位置相近,无法准确反映用户与确诊人员是否真正存在近距离的密切接触,因此,通过上述方法,可以提示用户回忆是否在指示的时间和地点与确诊人员密切接触,从而提高近距离接触判断的准确性。It should be understood that in practical applications, only the positions determined based on the trajectory information are close, which cannot accurately reflect whether the user has close contact with the confirmed person. Close contact with confirmed persons can improve the accuracy of close contact judgment.
在一种实现方式中,如果用户确认自己与确诊人员近距离接触过,则用户可以向电子设备输入第一确认信息,指示该用户是确诊人员的近距离接触者。In an implementation manner, if the user confirms that he has been in close contact with the confirmed person, the user can input first confirmation information into the electronic device, indicating that the user is a close contact of the confirmed person.
结合第一方面,在第一方面的某些实现方式中,电子设备确定用户为近距离接触者(如用户向电子设备输入第一确认信息)之后,该电子设备还可以显示第二信息,该第二信息用于向用户请求进行生理体征监测;之后,当电子设备获得用户授权后,例如电子设备接收了用户输入的第二确认信息,该第二确认信息用于指示用户同意电子设备进行生理体征监测,则电子设备可以对用户进行生理体征监测,或者,电子设备可以指示其它关联设备对用户进行生理体征监测。With reference to the first aspect, in some implementations of the first aspect, after the electronic device determines that the user is a close contact (for example, the user inputs the first confirmation information to the electronic device), the electronic device may further display second information, which is The second information is used to request the user to monitor physiological signs; after that, after the electronic device obtains authorization from the user, for example, the electronic device receives the second confirmation information input by the user, and the second confirmation information is used to indicate that the user agrees to the electronic device to perform physiological monitoring. For physical sign monitoring, the electronic device may monitor the physiological signs of the user, or the electronic device may instruct other associated devices to monitor the physiological signs of the user.
可选地,电子设备所监测的生理体征包括与传染病相关的生理体征。Optionally, the physiological signs monitored by the electronic device include physiological signs related to infectious diseases.
根据上述方法,电子设备通过对近距离接触者进行生理体征监测,能够重点监测被感染风险较高的用户的生理体征,及时对用户的健康风险作出预警,便于用户及时采用相应的措施,如及时就医等,避免用户的健康受到进一步损害。According to the above method, by monitoring the physiological signs of close contacts, the electronic device can focus on monitoring the physiological signs of users who are at high risk of being infected, and timely give early warnings to the health risks of users, so that users can take corresponding measures in a timely manner, such as timely Seek medical attention to avoid further damage to the user's health.
结合第一方面,在第一方面的某些实现方式中,用户的健康分数显示用户存在健康风险时,电子设备还可以显示第一提示信息,所述第一提示信息用于向所述用户指示存在健康风险。With reference to the first aspect, in some implementations of the first aspect, when the user's health score indicates that the user has a health risk, the electronic device may also display first prompt information, where the first prompt information is used to indicate to the user There are health risks.
根据上述方法,通过向用户提示健康风险,可以便于用户及时采取相应的措施,如及时就医等,避免用户健康受到进一步损害。According to the above method, by prompting the user of the health risk, it is convenient for the user to take corresponding measures in time, such as seeking medical treatment in time, so as to avoid further damage to the user's health.
结合第一方面,在第一方面的某些实现方式中,电子设备还可以显示第三信息,该第三信息用于向用户请求上报所述生理体征的监测数据;若用户同意上报其生理体征监测数据,则用户可以向电子设备输入第三确认信息,该第三确认信息用于指示同意上报所述生理体征监测的数据;电子设备接收到第三确认信息后,可以根据用户指示向服务器上报用户的生理体征监测数据。With reference to the first aspect, in some implementations of the first aspect, the electronic device may further display third information, where the third information is used to request the user to report the monitoring data of the physiological signs; if the user agrees to report his physiological signs monitoring data, the user can input the third confirmation information to the electronic device, the third confirmation information is used to indicate the consent to report the data of the physiological sign monitoring; after receiving the third confirmation information, the electronic device can report it to the server according to the user's instruction User's physiological signs monitoring data.
结合第一方面,在第一方面的某些实现方式中,电子设备可以接收服务器发送的第一指示信息,该第一指示信息用于指示第一区域的疫情风险等级和/或第一区域的风险总人数;基于该第一指示信息,电子设备可以显示第四信息,通过该第四信息向用户提示第一区域的疫情风险等级和/或第一区域的所述总风险人数。With reference to the first aspect, in some implementations of the first aspect, the electronic device may receive first indication information sent by the server, where the first indication information is used to indicate the epidemic risk level of the first area and/or the risk level of the first area. Total number of people at risk; based on the first indication information, the electronic device can display fourth information, and the fourth information can prompt the user of the epidemic risk level of the first area and/or the total number of people at risk in the first area.
在一种实现方式中,服务器基于电子设备上报的数据对第一区域进行疫情预测,包括第一区域的风险总人数(包括确诊人员和疑似人员数量),之后,服务器可以将风险总人数以及该第一区域的风险等级发送给电子设备,由电子设备向用户展示。In an implementation manner, the server predicts the epidemic situation in the first area based on the data reported by the electronic device, including the total number of persons at risk (including the number of confirmed persons and suspected persons) in the first area, and then the server may The risk level of the first area is sent to the electronic device, and the electronic device displays it to the user.
根据上述方法,通过向用户提示特定区域的疫情风险等级和/或风险总人数,能够便于用户了解疫情风险地区,合理调整出行路线,降低被传染病感染的风险。According to the above method, by prompting the user of the epidemic risk level and/or the total number of people at risk in a specific area, it is convenient for the user to understand the epidemic risk area, reasonably adjust the travel route, and reduce the risk of being infected by an infectious disease.
结合第一方面,在第一方面的某些实现方式中,电子设备根据用户的生理体征信息和传染病的特征信息,计算用户的健康风险分数,可以包括:电子设备根据传染病特征信息获取与该传染病关联的至少一个第一生理体征,该第一生理体征为受所述传染病影 响的特征;之后,获取该用户的至少一个第一生理体征信息的监测数据;再根据至少一个生理体征分别一一对应的至少一个第一预设权重对监测数据加权计算,从而获得用户的健康风险分数。With reference to the first aspect, in some implementations of the first aspect, the electronic device calculates the user's health risk score according to the user's physiological sign information and infectious disease characteristic information, which may include: at least one first physiological sign associated with the infectious disease, where the first physiological sign is a feature affected by the infectious disease; after that, obtain monitoring data of at least one first physiological sign information of the user; and then according to the at least one physiological sign The monitoring data is weighted and calculated by at least one first preset weight corresponding to each other, so as to obtain the health risk score of the user.
根据本申请实施例提供的疫情预测的方法,通过基于用户和确诊患者的轨迹信息确定用户为疫情近距离接触者后,在用户的授权下,进行生理体征检测,实现自动对用疫情风险进行警报,并且使得服务器可以根据上报数据预测疫情发展,减少人力参与,从而降低被感染人员的数量,提升疫情防控的效率。According to the method for epidemic prediction provided by the embodiment of the present application, after determining that the user is a close contact of the epidemic based on the trajectory information of the user and the confirmed patient, with the authorization of the user, physical sign detection is carried out to realize automatic alarm on the risk of the epidemic. , and allows the server to predict the development of the epidemic according to the reported data, reducing human participation, thereby reducing the number of infected people and improving the efficiency of epidemic prevention and control.
结合第一方面,在第一方面的某些实现方式中,电子设备还可以向用户显示不同时间点对应的所述第一生理体征的监测数据;和/或,显示所述第一生理体征的监测数据随时间的变化趋势。With reference to the first aspect, in some implementations of the first aspect, the electronic device may further display the monitoring data of the first physiological sign corresponding to different time points to the user; and/or, display the monitoring data of the first physiological sign Monitor data trends over time.
结合第一方面,在第一方面的某些实现方式中,电子设备可以根据服务器预测的第一区域疫情风险等级,在地图页面第一区域对应的位置标注该区域的疫情风险等级。可选地,在地图页面上也可以标注区域对应的总风险人数。以便用户可以由电子设备显示的地图页面,直观地获取第一区域的疫情风险等级或该第一区域的总风险人数。In combination with the first aspect, in some implementations of the first aspect, the electronic device may mark the epidemic risk level of the region at the position corresponding to the first region on the map page according to the epidemic risk level of the first region predicted by the server. Optionally, the total risk population corresponding to the area may also be marked on the map page. So that the user can intuitively obtain the epidemic risk level of the first area or the total number of people at risk in the first area from the map page displayed by the electronic device.
结合第一方面,在第一方面的某些实现方式中,所述传染病的特征信息包括所述传染病的传播距离,所述根据用户的轨迹信息和所述确诊人员的轨迹信息,确定所述用户为所述确诊人员的近距离接触者,包括:根据所述用户的轨迹信息和所述确诊人员的轨迹信息确定所述用户与所述确诊人员的接触距离;当所述接触距离小于所述传播距离,且所述用户和所述确诊人员的接触时长大于第一阈值时,确定所述用户为所述确诊人员的近距离接触者。With reference to the first aspect, in some implementations of the first aspect, the characteristic information of the infectious disease includes the transmission distance of the infectious disease, and determining the infectious disease according to the trajectory information of the user and the trajectory information of the confirmed person. The user is a close contact of the confirmed person, including: determining the contact distance between the user and the confirmed person according to the user's trajectory information and the confirmed person's trajectory information; when the contact distance is smaller than the confirmed person When the transmission distance is determined, and the contact time between the user and the confirmed person is greater than the first threshold, it is determined that the user is a close contact of the confirmed person.
根据本申请实施例提供的疫情预测的方法,通过基于用户和确诊患者的轨迹信息确定用户为疫情近距离接触者后,在用户的授权下,进行生理体征检测,实现自动对用疫情风险进行警报,并且使得服务器可以根据上报数据预测疫情发展,减少人力参与,从而降低被感染人员的数量,提升疫情防控的效率。According to the method for epidemic prediction provided by the embodiment of the present application, after determining that the user is a close contact of the epidemic based on the trajectory information of the user and the confirmed patient, with the authorization of the user, physical sign detection is carried out to realize automatic alarm on the risk of the epidemic. , and allows the server to predict the development of the epidemic according to the reported data, reducing human participation, thereby reducing the number of infected people and improving the efficiency of epidemic prevention and control.
结合第一方面,在第一方面的某些实现方式中,所述轨迹信息还包括位置标识,所述方法还包括:当根据所述位置标识确定所述用户和所述确诊人员同时处于第一密闭空间时,确定所述用户为所述确诊人员的近距离接触者。With reference to the first aspect, in some implementations of the first aspect, the trajectory information further includes a location identifier, and the method further includes: when it is determined according to the location identifier that the user and the diagnosed person are in the first When the space is confined, it is determined that the user is a close contact of the confirmed person.
根据本申请实施例提供的疫情预测的方法,通过基于用户和确诊患者的轨迹信息确定用户为疫情近距离接触者后,在用户的授权下,进行生理体征检测,实现自动对用疫情风险进行警报,并且使得服务器可以根据上报数据预测疫情发展,减少人力参与,从而降低被感染人员的数量,提升疫情防控的效率。According to the method for epidemic prediction provided by the embodiment of the present application, after determining that the user is a close contact of the epidemic based on the trajectory information of the user and the confirmed patient, with the authorization of the user, physical sign detection is carried out to realize automatic alarm on the risk of the epidemic. , and allows the server to predict the development of the epidemic according to the reported data, reducing human participation, thereby reducing the number of infected people and improving the efficiency of epidemic prevention and control.
结合第一方面,在第一方面的某些实现方式中,所述位置标识包括以下至少一种:列车车次和/或车厢号、房间标识或者电梯标识;所述第一密闭空间包括以下至少一种:列车车厢、房间、或者电梯轿厢。With reference to the first aspect, in some implementations of the first aspect, the location identifier includes at least one of the following: train number and/or compartment number, room identifier, or elevator identifier; the first enclosed space includes at least one of the following Type: train car, room, or elevator car.
结合第一方面,在第一方面的某些实现方式中,所述传染病的特征信息包括以下至少一种:所述传染病病毒的传播途径、所述传染病病毒的传播距离、所述传染病的潜伏期、与所述传染病相关的生理体征。With reference to the first aspect, in some implementations of the first aspect, the characteristic information of the infectious disease includes at least one of the following: the transmission route of the infectious disease virus, the transmission distance of the infectious disease virus, the infectious disease virus Incubation period of the disease, physiological signs associated with the infectious disease.
结合第一方面,在第一方面的某些实现方式中,所述生理体征包括以下至少一种:体温、心率、一次心跳期间RRI、心电图ECG、血氧饱和度Spo2、睡眠特征。With reference to the first aspect, in some implementations of the first aspect, the physiological signs include at least one of the following: body temperature, heart rate, RRI during one heartbeat, electrocardiogram (ECG), blood oxygen saturation Spo2, and sleep characteristics.
根据本申请实施例提供的疫情预测的方法,通过基于用户和确诊患者的轨迹信息确 定用户为疫情近距离接触者后,在用户的授权下,进行生理体征检测,实现自动对用疫情风险进行警报,并且使得服务器可以根据上报数据预测疫情发展,减少人力参与,从而降低被感染人员的数量,提升疫情防控的效率。According to the method for epidemic prediction provided by the embodiment of the present application, after determining that the user is a close contact of the epidemic based on the trajectory information of the user and the confirmed patient, with the authorization of the user, physical sign detection is carried out to realize automatic alarm on the risk of the epidemic. , and allows the server to predict the development of the epidemic according to the reported data, reducing human participation, thereby reducing the number of infected people and improving the efficiency of epidemic prevention and control.
第二方面,提供了一种疫情预测的方法,应用于服务器,该方法主要包括:服务器向电子设备发送传染病确诊人员的轨迹信息和该传染病的特征信息,其中,确诊人员的轨迹信息包括位置信息和该位置信息对应的时间信息;之后,服务器可以接收所述电子设备发送的用户健康风险分数,这里的用户可以是为在电子设备侧自主确认是确诊人员的近距离接触者的人员;根据用户的健康风险分数预测第一区域的疫情风险,该第一区域为用户在预设历史时间段(如一周之内)停留过的区域,该区域的疫情风险包括传染病确诊人员和疑似人员的总风险人数。In a second aspect, a method for epidemic prediction is provided, which is applied to a server. The method mainly includes: the server sends trajectory information of a person diagnosed with an infectious disease and feature information of the infectious disease to an electronic device, wherein the trajectory information of the confirmed person includes: Location information and time information corresponding to the location information; after that, the server can receive the user's health risk score sent by the electronic device, and the user here can be a person who is self-confirmed on the electronic device side as a close contact of the confirmed person; Predict the epidemic risk of the first area according to the user's health risk score, the first area is the area where the user has stayed in a preset historical time period (such as within a week), and the epidemic risk in this area includes confirmed and suspected infectious diseases. total number of people at risk.
根据本申请实施例提供的疫情预测的方法,通过基于用户和确诊患者的轨迹信息确定用户为疫情近距离接触者后,对用户进行生理体征监测,实现自动对用疫情风险进行警报,并且使得服务器可以根据上报数据预测区域疫情趋势发展,使得用户能够基于预测的疫情发展趋势,合理规划出行路线,减少被感染的风险。该方法能够在减少人力参与,降低被感染人员的数量的同时,提升疫情防控的效率。According to the epidemic prediction method provided by the embodiment of the present application, after determining that the user is a close contact of the epidemic based on the trajectory information of the user and the confirmed patient, the user is monitored for physiological signs, so as to automatically alert the epidemic risk, and make the server Based on the reported data, it is possible to predict the development of regional epidemic trends, so that users can reasonably plan travel routes based on the predicted epidemic development trends and reduce the risk of infection. This method can improve the efficiency of epidemic prevention and control while reducing human participation and the number of infected people.
结合第二方面,在第二方面的某些实现方式中,服务器可以预设有多个风险等级,每个风险等级具有对应的健康风险分数区间,服务器可以根据电子设备上报的用户的健康风险分数所属的健康风险分数区间,确定该用户对应的风险等级,其中,每个所述风险等级具有对应的第二预设权重;根据多个风险等级分别对应的新增风险人数,确定多个风险等级分别对应的扩散系数;将多个风险等级的扩散系数和对应第二预设权重进行加权计算,获取修正扩散系数;根据修正扩散系数和第一区域已有的风险人数,预测所述第一区域的所述总风险人数。With reference to the second aspect, in some implementations of the second aspect, the server may preset multiple risk levels, each risk level has a corresponding health risk score interval, and the server may report the user's health risk score according to the electronic device. The health risk score interval to which the user belongs is determined, and the risk level corresponding to the user is determined, wherein each of the risk levels has a corresponding second preset weight; according to the number of newly-increased risk numbers corresponding to the multiple risk levels, multiple risk levels are determined. The corresponding diffusion coefficients respectively; the diffusion coefficients of multiple risk levels and the corresponding second preset weights are weighted and calculated to obtain the revised diffusion coefficient; according to the revised diffusion coefficient and the number of people at risk in the first area, the first area is predicted of the total number of people at risk.
其中,风险人数包括已确诊人员以及疑似感染人员。Among them, the number of people at risk includes those who have been diagnosed and those who are suspected of being infected.
根据上述方法,首先计算不同风险等级的扩散系数,再将各个风险等级的扩散系数和各个风险等级分别对应的第二预设权重进行加权计算,获取修正扩散系数,能够将预测的新增风险人数与风险等级关联起来,实现对疫情风险更准确地预测。According to the above method, the diffusion coefficients of different risk levels are first calculated, and then the diffusion coefficients of each risk level and the second preset weights corresponding to each risk level are weighted and calculated to obtain the revised diffusion coefficient, which can be used to predict the number of new risk people. It is associated with the risk level to achieve a more accurate prediction of the epidemic risk.
结合第二方面,在第二方面的某些实现方式中,所述方法还包括:根据所述总风险人数确定所述第一区域的所述疫情风险等级;向所述电子设备发送第一指示信息,所述第一指示信息用于指示所述第一区域的疫情风险等级和/或所述第一区域的风险总人数。With reference to the second aspect, in some implementations of the second aspect, the method further includes: determining the epidemic risk level of the first area according to the total number of people at risk; sending a first indication to the electronic device information, where the first indication information is used to indicate the epidemic risk level of the first area and/or the total number of people at risk in the first area.
结合第二方面,在第二方面的某些实现方式中,所述总风险人数包括:In conjunction with the second aspect, in some implementations of the second aspect, the total risk population includes:
Figure PCTCN2021137280-appb-000001
Figure PCTCN2021137280-appb-000001
其中,t为时间,N r(t)为时间点t的所述总风险人数,r sm为所述用户通过所述电子设备确认自身为近距离接触者的平均确认率,r sp为所述修正扩散系数,N con为由其它方式获知的当前新增风险人员,N b为根据所述电子设备发送数据确定的新增风险人数。 Wherein, t is time, N r (t) is the total number of people at risk at time point t, rs sm is the average confirmation rate of the user confirming that he is a close contact through the electronic device, and rs sp is the Corrected diffusion coefficient, N con is the current new risk person obtained by other means, and N b is the new risk person determined according to the data sent by the electronic device.
第三方面,提供了一种电子设备,包括:接收模块,用于获取传染病确诊人员的轨迹信息和所述传染病的特征信息,所述轨迹信息包括位置信息和所述位置信息对应的时间信息;根据用户的轨迹信息和所述确诊人员的轨迹信息,检测到所述用户为所述确诊人员的近距离接触者时,获取所述用户的生理体征的监测数据;处理模块,用于根据所述监测数据和所述传染病的特征信息,确定所述用户的健康风险分数;发送模块,用于向服务器上报所述健康风险分数,所述健康风险分数用于预测第一区域的疫情风险,所 述第一区域为所述用户在预设历史时间段停留过的区域,所述疫情风险包括所述传染病确诊人员和疑似人员的总风险人数。In a third aspect, an electronic device is provided, including: a receiving module configured to obtain trajectory information of a person diagnosed with an infectious disease and feature information of the infectious disease, where the trajectory information includes location information and time corresponding to the location information information; according to the trajectory information of the user and the trajectory information of the confirmed person, when it is detected that the user is a close contact of the confirmed person, the monitoring data of the physiological signs of the user is obtained; the processing module is used for according to The monitoring data and the characteristic information of the infectious disease determine the health risk score of the user; the sending module is used to report the health risk score to the server, and the health risk score is used to predict the epidemic risk in the first area , the first area is an area where the user has stayed in a preset historical time period, and the epidemic risk includes the total number of at-risk persons of the infectious disease confirmed persons and suspected persons.
结合第三方面,在第三方面的某些实现方式中,所述电子设备还包括显示模块,用于显示第一信息,所述第一信息用于向用户查询是否为所述近距离接触者,所述第一信息包括所述近距离接触的地点信息和/或时间信息。With reference to the third aspect, in some implementations of the third aspect, the electronic device further includes a display module configured to display first information, where the first information is used to query the user whether he is the close contact person , the first information includes location information and/or time information of the close contact.
结合第三方面,在第三方面的某些实现方式中,显示模块,还用于显示第二信息,所述第二信息用于向所述用户请求进行生理体征监测;接收模块,还用于接收用户输入的第二确认信息,所述第二确认信息用户指示所述用户同意所述电子设备进行所述生理体征监测。With reference to the third aspect, in some implementations of the third aspect, the display module is further configured to display second information, where the second information is used to request the user for physiological sign monitoring; the receiving module is further configured to Second confirmation information input by a user is received, and the second confirmation information user indicates that the user agrees to the electronic device to perform the physiological sign monitoring.
结合第三方面,在第三方面的某些实现方式中,显示模块,还用于显示第三信息,所述第三信息用于向用户请求上报所述生理体征的监测数据;接收模块,还用于接收所述用户输入的第三确认信息,所述第三确认信息用于指示所述用户同意上报所述生理体征监测的数据。With reference to the third aspect, in some implementations of the third aspect, the display module is further configured to display third information, where the third information is used to request the user to report the monitoring data of the physiological sign; the receiving module is further configured to The third confirmation information is used to receive the third confirmation information input by the user, and the third confirmation information is used to indicate that the user agrees to report the data of the physiological sign monitoring.
结合第三方面,在第三方面的某些实现方式中,接收模块,还用于接收所述服务器发送的第一指示信息,所述第一指示信息用于指示所述第一区域的疫情风险等级和/或所述第一区域的风险总人数;显示模块,还用于显示第四信息,所述第四信息用于向所述用户提示所述第一区域的所述疫情风险等级和/或所述第一区域的所述总风险人数。With reference to the third aspect, in some implementations of the third aspect, the receiving module is further configured to receive first indication information sent by the server, where the first indication information is used to indicate an epidemic risk in the first area level and/or the total number of people at risk in the first area; the display module is further configured to display fourth information, where the fourth information is used to prompt the user of the epidemic risk level and/or of the first area or the total at-risk population of the first region.
结合第三方面,在第三方面的某些实现方式中,处理模块,还用于根据所述传染病特征信息获取至少一个第一生理体征,所述第一生理体征为与所述传染病相关的特征;获取所述用户的所述至少一个第一生理体征的监测数据;根据至少一个第一预设权重对所述至少一个生理体征的监测数据加权计算,获取所述用户的健康风险分数,其中,所述至少一个第一预设权重与所述至少一个生理体征分别一一对应。With reference to the third aspect, in some implementations of the third aspect, the processing module is further configured to acquire at least one first physiological sign according to the infectious disease characteristic information, where the first physiological sign is related to the infectious disease obtain the monitoring data of the at least one first physiological sign of the user; weight the monitoring data of the at least one physiological sign according to at least one first preset weight to obtain the health risk score of the user, Wherein, the at least one first preset weight is in a one-to-one correspondence with the at least one physiological sign.
结合第三方面,在第三方面的某些实现方式中,显示模块,还用于显示不同时间点对应的所述第一生理体征的监测数据;和/或,显示所述第一生理体征的监测数据随时间的变化趋势。With reference to the third aspect, in some implementations of the third aspect, the display module is further configured to display monitoring data of the first physiological sign corresponding to different time points; and/or, display the first physiological sign Monitor data trends over time.
结合第三方面,在第三方面的某些实现方式中,显示模块,还用于显示地图页面,所述地图页面上标注有所述第一区域的疫情风险等级。With reference to the third aspect, in some implementations of the third aspect, the display module is further configured to display a map page, where the epidemic risk level of the first area is marked on the map page.
结合第三方面,在第三方面的某些实现方式中,处理模块,还用于根据所述用户的轨迹信息和所述确诊人员的轨迹信息确定所述用户与所述确诊人员的接触距离;当所述接触距离小于所述传播距离,且所述用户和所述确诊人员的接触时长大于第一阈值时,确定所述用户为所述确诊人员的近距离接触者。With reference to the third aspect, in some implementations of the third aspect, the processing module is further configured to determine the contact distance between the user and the confirmed person according to the user's trajectory information and the confirmed person's trajectory information; When the contact distance is less than the transmission distance, and the contact time between the user and the confirmed person is greater than a first threshold, it is determined that the user is a close contact of the confirmed person.
结合第三方面,在第三方面的某些实现方式中,处理模块,还用于当根据所述位置标识确定所述用户和所述确诊人员同时处于第一密闭空间时,确定所述用户为所述确诊人员的近距离接触者。With reference to the third aspect, in some implementations of the third aspect, the processing module is further configured to, when it is determined according to the location identifier that the user and the confirmed person are in the first confined space at the same time, determine that the user is close contacts of the confirmed person.
结合第三方面,在第三方面的某些实现方式中,所述位置标识包括以下至少一种:列车车次和/或车厢号、房间标识或者电梯标识;所述第一密闭空间包括以下至少一种:列车车厢、房间、或者电梯轿厢。With reference to the third aspect, in some implementations of the third aspect, the location identification includes at least one of the following: train number and/or compartment number, room identification or elevator identification; the first enclosed space includes at least one of the following Type: train car, room, or elevator car.
结合第三方面,在第三方面的某些实现方式中,所述传染病病毒的传播途径、所述传染病病毒的传播距离、所述传染病的潜伏期、与所述传染病相关的生理体征。With reference to the third aspect, in some implementations of the third aspect, the transmission route of the infectious disease virus, the transmission distance of the infectious disease virus, the incubation period of the infectious disease, and the physiological signs related to the infectious disease .
结合第三方面,在第三方面的某些实现方式中,所述生理体征包括以下至少一种: 体温、心率、一次心跳期间RRI、血氧饱和度Spo2、睡眠特征。With reference to the third aspect, in some implementations of the third aspect, the physiological signs include at least one of the following: body temperature, heart rate, RRI during one heartbeat, blood oxygen saturation Spo2, and sleep characteristics.
第四方面,提供了一种服务器,包括:发送模块,用于向电子设备发送传染病确诊人员的轨迹信息和所述传染病的特征信息,所述轨迹信息包括位置信息和时间信息;接收模块,用于接收所述电子设备发送的用户健康风险分数,所述用户为确认是所述确诊人员的近距离接触者的人员;处理模块,用于根据所述健康风险分数预测第一区域的疫情风险,所述第一区域为所述用户在预设历史时间段停留过的区域,所述疫情风险包括所述传染病确诊人员和疑似人员的总风险人数。In a fourth aspect, a server is provided, comprising: a sending module for sending trajectory information of a person diagnosed with an infectious disease and feature information of the infectious disease to an electronic device, the trajectory information including location information and time information; a receiving module , for receiving the user health risk score sent by the electronic device, the user is a person who is confirmed to be a close contact of the confirmed person; a processing module, used for predicting the epidemic situation in the first area according to the health risk score Risk, the first area is an area where the user has stayed in a preset historical time period, and the epidemic risk includes the total number of at-risk persons of the infectious disease confirmed and suspected persons.
结合第四方面,在第四方面的某些实现方式中,处理模块,还用于根据所述用户的健康风险分数所属的所述健康风险分数区间,确定所述用户对应的风险等级,每个所述风险等级具有对应的第二预设权重;根据所述多个风险等级分别对应的新增风险人数,确定所述多个风险等级分别对应的扩散系数;将所述多个风险等级的扩散系数和对应所述第二预设权重进行加权计算,获取修正扩散系数;根据所述修正扩散系数和所述第一区域已有的风险人数,预测所述第一区域的所述总风险人数。With reference to the fourth aspect, in some implementations of the fourth aspect, the processing module is further configured to determine the risk level corresponding to the user according to the health risk score interval to which the user's health risk score belongs, and each The risk level has a corresponding second preset weight; according to the number of newly-increased risk numbers corresponding to the multiple risk levels, the diffusion coefficients corresponding to the multiple risk levels are determined respectively; the diffusion coefficients of the multiple risk levels are divided The coefficient and the corresponding second preset weight are weighted to obtain a modified diffusion coefficient; according to the modified diffusion coefficient and the existing number of people at risk in the first area, the total number of people at risk in the first area is predicted.
结合第四方面,在第四方面的某些实现方式中,处理模块,还用于根据所述总风险人数确定所述第一区域的所述疫情风险等级;发送模块,用于向所述电子设备发送第一指示信息,所述第一指示信息用于指示所述第一区域的疫情风险等级和/或所述第一区域的风险总人数。With reference to the fourth aspect, in some implementations of the fourth aspect, the processing module is further configured to determine the epidemic risk level of the first area according to the total number of people at risk; the sending module is configured to send the electronic The device sends first indication information, where the first indication information is used to indicate the epidemic risk level of the first area and/or the total number of people at risk in the first area.
结合第四方面,在第四方面的某些实现方式中,处理模块还用于计算总风险人数:In combination with the fourth aspect, in some implementations of the fourth aspect, the processing module is further configured to calculate the total number of risk persons:
Figure PCTCN2021137280-appb-000002
Figure PCTCN2021137280-appb-000002
其中,t为时间,N r(t)为时间点t的所述总风险人数,r sm为所述用户通过所述电子设备确认自身为近距离接触者的平均确认率,r sp为所述修正扩散系数,N con为由其它方式获知的当前新增风险人员,N b为根据所述电子设备发送数据确定的新增风险人数。 Wherein, t is time, N r (t) is the total number of people at risk at time point t, rs sm is the average confirmation rate of the user confirming that he is a close contact through the electronic device, and rs sp is the Corrected diffusion coefficient, N con is the current new risk person obtained by other means, and N b is the new risk person determined according to the data sent by the electronic device.
第五方面,提供了一种电子设备,包括通信接口、处理器、存储器以及存储在所述存储器中并可在所述处理器上运行的计算机程序,当所述处理器在执行所述计算机程序时,使得所述电子设备实现如上述第一方面中任一实现方式所述的疫情预测的方法。In a fifth aspect, an electronic device is provided, comprising a communication interface, a processor, a memory, and a computer program stored in the memory and executable on the processor, when the processor is executing the computer program At the time, the electronic device is made to implement the method for epidemic prediction according to any one of the implementation manners of the first aspect above.
第六方面,提供了一种服务器,包括通信接口、处理器、存储器以及存储在所述存储器中并可在所述处理器上运行的计算机程序,当所述处理器在执行所述计算机程序时,使得所述服务器实现如上述第二方面中任一实现方式所述的疫情预测的方法。In a sixth aspect, there is provided a server comprising a communication interface, a processor, a memory, and a computer program stored in the memory and executable on the processor, when the processor executes the computer program , so that the server implements the method for epidemic prediction according to any implementation manner of the second aspect above.
第七方面,提供了一种计算机可读存储介质,包括计算机指令,当所述计算机指令在计算机上运行时,使得所述计算机执行如上述第一方面或第二方面任一实现方式所述的疫情预测的方法。In a seventh aspect, a computer-readable storage medium is provided, comprising computer instructions, which, when the computer instructions are executed on a computer, cause the computer to execute the implementation of any one of the first aspect or the second aspect above. Methods of epidemic prediction.
第八方面,提供了一种计算机产品,其特征在于,当所述计算机产品在计算机上运行时,使得所述计算机执行如上述第一方面或第二方面中任一实现方式所述疫情预测的方法。In an eighth aspect, a computer product is provided, characterized in that, when the computer product is run on a computer, the computer is caused to execute the epidemic prediction according to any implementation manner of the first aspect or the second aspect. method.
附图说明Description of drawings
图1是本申请实施例提供的一种电子设备的结构的示意图。FIG. 1 is a schematic diagram of the structure of an electronic device provided by an embodiment of the present application.
图2是本申请实施例提供的一种疫情预测的系统架构的示意图。FIG. 2 is a schematic diagram of a system architecture for epidemic prediction provided by an embodiment of the present application.
图3是本申请实施例提供的一种疫情预测过程中用户图形界面的示意图。FIG. 3 is a schematic diagram of a user graphical interface in an epidemic prediction process provided by an embodiment of the present application.
图4是本申请实施例提供的另一种疫情预测过程中用户图形界面的示意图。FIG. 4 is a schematic diagram of a user graphical interface in another epidemic prediction process provided by an embodiment of the present application.
图5是本申请实施例提供的一种用户生理体征的监测结果显示的示意图。FIG. 5 is a schematic diagram of displaying a monitoring result of a physiological sign of a user according to an embodiment of the present application.
图6是本申请实施例提供的另一种疫情预测的系统架构的示意图。FIG. 6 is a schematic diagram of another system architecture for epidemic prediction provided by an embodiment of the present application.
图7是本申请实施例提供的一种疫情预测过程中用户图形界面的示意图。FIG. 7 is a schematic diagram of a graphical user interface in an epidemic prediction process provided by an embodiment of the present application.
图8是本申请实施例提供的一种疫情风险显示的示意图。FIG. 8 is a schematic diagram of an epidemic risk display provided by an embodiment of the present application.
图9是本申请实施例提供的一种疫情预测的方法的示意性流程图。FIG. 9 is a schematic flowchart of a method for epidemic prediction provided by an embodiment of the present application.
图10是本申请实施例提供的另一种疫情预测的方法的示意性流程图。FIG. 10 is a schematic flowchart of another method for epidemic prediction provided by an embodiment of the present application.
图11是本申请实施例提供的一种疫情风险人员分布的示意图。FIG. 11 is a schematic diagram of distribution of persons at risk of an epidemic according to an embodiment of the present application.
图12是本申请实施例提供的一种预测的风险总人数的变化趋势的示意图。FIG. 12 is a schematic diagram of a change trend of a predicted total number of people at risk according to an embodiment of the present application.
图13是本申请实施例提供的一种电子设备的示意性结构图。FIG. 13 is a schematic structural diagram of an electronic device provided by an embodiment of the present application.
图14是本申请实施例提供的一种服务器的示意性结构图。FIG. 14 is a schematic structural diagram of a server provided by an embodiment of the present application.
具体实施方式Detailed ways
下面结合本申请实施例中的附图对本申请实施例进行描述。本申请实施例的实施方式部分使用的术语仅用于对本申请的具体实施例进行解释,而非旨在限定本申请。在本申请实施例的描述中,除非另有说明,“/”表示或的意思,例如,A/B可以表示A或B;本文中的“和/或”仅仅是一种描述关联对象的关联关系,表示可以存在三种关系,例如,A和/或B,可以表示:单独存在A,同时存在A和B,单独存在B这三种情况。另外,在本申请实施例的描述中,“多个”是指两个或多于两个。The embodiments of the present application will be described below with reference to the accompanying drawings in the embodiments of the present application. The terms used in the implementation part of the embodiments of the present application are only used to explain the specific embodiments of the present application, and are not intended to limit the present application. In the description of the embodiments of the present application, unless otherwise specified, "/" means or means, for example, A/B can mean A or B; "and/or" in this document is only an association that describes an associated object Relation, it means that there can be three kinds of relations, for example, A and/or B can mean that A exists alone, A and B exist at the same time, and B exists alone. In addition, in the description of the embodiments of the present application, "plurality" refers to two or more than two.
以下,术语“第一”、“第二”仅用于描述目的,而不能理解为指示或暗示相对重要性护着隐含指明所指示的技术特征的数量。由此,限定有“第一”、“第二”特征可以明示或者隐含地包括一个或者更多个该特征。Hereinafter, the terms "first" and "second" are only used for descriptive purposes, and should not be understood as indicating or implying relative importance and implicitly indicating the number of the indicated technical features. Thus, a reference to a "first", "second" feature may expressly or implicitly include one or more of that feature.
疫情期间,为控制疫情扩散,需要对流动人员的行动轨迹进行追踪。目前人员追踪方式主要包括:(1)人员进入商城、购物中心等公共场所时,场地要求进行扫码,并上报到后台服务器,进行人员流动性跟踪;(2)人员乘坐公共交通工具时,通过购票信息进行流动人员溯源跟踪。如果在公共场所发现传染病人后,疾控中心、医院等政府机构、社会公共机构会开展社会调查,基于确诊患者和用户的轨迹信息分析疫情的亲密接触者;然后观察所有亲密接触者相关时间内的生理特征,分析该区域疫情风险等级,评估相关风险影响。During the epidemic, in order to control the spread of the epidemic, it is necessary to track the movement trajectories of migrants. The current personnel tracking methods mainly include: (1) When personnel enter public places such as shopping malls and shopping centers, the venue requires scanning codes and reporting to the back-end server for personnel mobility tracking; (2) When personnel take public transportation, pass The ticket information is traceable to the mobile personnel. If an infectious person is found in a public place, the CDC, hospitals and other government agencies and social public institutions will conduct social investigations to analyze the close contacts of the epidemic based on the trajectory information of the confirmed patients and users; then observe all close contacts within the relevant time period Physiological characteristics of the epidemic, analyze the risk level of the epidemic in the region, and evaluate the impact of related risks.
一般来说,轨迹信息是基于用户的电子设备的定位信息获取的,如手机或穿戴设备的GPS信息等。然而,由于定位信息会受到精度限制,并且无法反映现实中可能出现的多种复杂场景,因此在实际应用时会产生较大的判断误差。例如,如果GPS信息显示在某一时间段,用户与确诊患者的距离较近,则这种情况在实际中可能是:(1)用户与确诊患者同处一栋大楼,但位于不同的楼层,例如确诊患者位于高楼层,而用户仅在地下车库停留一段时间;或者,(2)用户与确诊患者在道路行驶时,由于红灯等原因,同时停车在相近的位置。诸如前述情形,用户被感染的风险较低,如果直接判断类似情形中的用户都为患者,则会产生较大的误差。并且,目前排查感染患者主要通过人力,而有限的人力无法及时有效的对所有的疑似患者进行排查,还会在该过程中提高检测人员感染病毒的风险。Generally speaking, the trajectory information is obtained based on the positioning information of the user's electronic device, such as GPS information of a mobile phone or a wearable device. However, since the positioning information is limited in accuracy and cannot reflect various complex scenarios that may appear in reality, a large judgment error will occur in practical applications. For example, if the GPS information shows that the distance between the user and the confirmed patient is relatively close during a certain period of time, this situation may in practice be: (1) The user and the confirmed patient are in the same building, but on different floors, For example, the diagnosed patient is located on a high floor, and the user only stays in the underground garage for a period of time; or, (2) when the user and the diagnosed patient are driving on the road, due to red lights and other reasons, they park at a similar location at the same time. In the aforementioned situation, the risk of the user being infected is low, and if it is directly determined that the users in the similar situation are all patients, a large error will occur. In addition, the current screening of infected patients is mainly done by manpower, and limited manpower cannot screen all suspected patients in a timely and effective manner, and it will also increase the risk of virus infection by testing personnel in the process.
普通公众所了解的确诊患者的行动信息有限,无法自行判断是否与确诊患者发生过亲密接触;即使能够确认发生亲密接触,由于缺乏对新型病毒特征的认识,也无法根据自身的体征表现准确判断是否感染病毒,判断患病风险。因此,有必要提供一种,可以 方便用户查询自身患病风险的方法,使用户主动了解自身风险,便于提早做出应对措施。The general public has limited information on the actions of confirmed patients, and cannot judge by themselves whether they have had close contact with confirmed patients; even if close contact can be confirmed, due to the lack of understanding of the characteristics of the new virus, they cannot accurately judge whether it is based on their own physical signs. Infection with the virus, determine the risk of disease. Therefore, it is necessary to provide a method that can facilitate users to inquire about their own risk of disease, so that users can actively understand their own risks and facilitate early response measures.
针对上述问题和需求,本申请实施例提供了一种疫情预测的方法,通过多维度的信息判断用户的风险,能够实现准确监测疫情风险,便于用户查询自身感染风险、疫情发展趋势等信息,使得用户能够基于自身状况以及疫情的发展情况调整自身的日常出行,也便于相关部门采取更具针对性的举措进行疫情防控。In response to the above problems and needs, the embodiments of the present application provide a method for epidemic prediction, which can determine the user's risk through multi-dimensional information, which can accurately monitor the epidemic risk, and facilitate the user to query information such as their own infection risk and epidemic development trend, so that the Users can adjust their daily travel based on their own conditions and the development of the epidemic, and it is also convenient for relevant departments to take more targeted measures for epidemic prevention and control.
本申请实施例提供的疫情预测的方法,可应用于手机、平板电脑、可穿戴设备、车载设备等电子设备上。本申请实施例对电子设备的具体类型不作限定。The methods for epidemic prediction provided in the embodiments of the present application can be applied to electronic devices such as mobile phones, tablet computers, wearable devices, and in-vehicle devices. The embodiment of the present application does not limit the specific type of the electronic device.
示例性的,图1示出了本申请实施例提供的一种电子设备的结构示意图。电子设备100可以包括处理器110,外部存储器接口120,内部存储器121,通用串行总线(universal serial bus,USB)130,充电管理模块140,电源管理模块141,电池142,天线1,天线2,移动通信模块150,无线通信模块160,音频模块170,扬声器170A,受话器170B,麦克风170C,耳机接口170D,传感器模块180,按键190,马达191,指示器192,摄像头193,显示屏194,以及用户标识模块(subscriber identification module,SIM)卡接口195等。其中,传感器模块180可以包括压力传感器180A,陀螺仪传感器180B,气压传感器180C,磁传感器180D,加速度传感器180E,距离传感器180F,接近光传感器180G,指纹传感器180H,温度传感器180J,触摸传感器180K,环境光传感器180L,骨传导传感器180M等。Exemplarily, FIG. 1 shows a schematic structural diagram of an electronic device provided by an embodiment of the present application. The electronic device 100 may include a processor 110, an external memory interface 120, an internal memory 121, a universal serial bus (USB) 130, a charge management module 140, a power management module 141, a battery 142, an antenna 1, an antenna 2, Mobile communication module 150, wireless communication module 160, audio module 170, speaker 170A, receiver 170B, microphone 170C, headphone jack 170D, sensor module 180, buttons 190, motor 191, indicator 192, camera 193, display screen 194, and user Identity module (subscriber identification module, SIM) card interface 195 and so on. The sensor module 180 may include a pressure sensor 180A, a gyroscope sensor 180B, an air pressure sensor 180C, a magnetic sensor 180D, an acceleration sensor 180E, a distance sensor 180F, a proximity light sensor 180G, a fingerprint sensor 180H, a temperature sensor 180J, a touch sensor 180K, and an environmental sensor Light sensor 180L, bone conduction sensor 180M, etc.
可以理解的是,本申请实施例示意的结构并不构成对电子设备100的具体限定。在本申请另一些实施例中,电子设备100可以包括比图示更多或更少的部件,或者组合某些部件,或者拆分某些部件,或者不同的部件布置。图示的部件可以以硬件、软件或软件和硬件的组合实现。It can be understood that the structures illustrated in the embodiments of the present application do not constitute a specific limitation on the electronic device 100 . In other embodiments of the present application, the electronic device 100 may include more or less components than shown, or combine some components, or separate some components, or arrange different components. The illustrated components may be implemented in hardware, software, or a combination of software and hardware.
处理器110可以包括一个或多个处理单元,例如:处理器110可以包括应用处理器(application processor,AP),调制解调处理器,图形处理器(graphics processing,GPU),图像信号处理器(image signal processor,ISP),音频处理器/数字处理器(the audio processor),控制器、存储器、视频编解码器、音频编解码器,数字信号处理器(digital signal processor,DSP),基带处理器器,和/或神经网络出合理器(neural-network processing unit,NPU)等。其中,不同的处理单元可以是独立的器件,也可以集成在一个或多个处理器中。The processor 110 may include one or more processing units, for example, the processor 110 may include an application processor (application processor, AP), a modem processor, a graphics processor (graphics processing, GPU), an image signal processor ( image signal processor (ISP), audio processor/digital processor (the audio processor), controller, memory, video codec, audio codec, digital signal processor (DSP), baseband processor and/or neural-network processing unit (NPU), etc. Wherein, different processing units may be independent devices, or may be integrated in one or more processors.
其中,控制器可以是电子设备100的神经中枢和指挥中心。控制器可以根据指令操作码和时序信号,产生操作控制信号,完成取指令和执行指令的控制。The controller may be the nerve center and command center of the electronic device 100 . The controller can generate an operation control signal according to the instruction operation code and timing signal, and complete the control of fetching and executing instructions.
处理器110中还可以设置存储器,用于存储指令和数据。在一些实施例中,处理器110中的存储器为高速缓冲存储器。该存储器可以保存处理器110刚用过或循环使用的指令或数据。如果处理器110需要再次使用该指令或数据,可从所述存储器中直接调用。避免了重复存取,减少了处理器110的等待事件,因而提高了系统的效率。A memory may also be provided in the processor 110 for storing instructions and data. In some embodiments, the memory in processor 110 is cache memory. This memory may hold instructions or data that have just been used or recycled by the processor 110 . If the processor 110 needs to use the instruction or data again, it can be called directly from the memory. Repeated accesses are avoided, and the waiting events of the processor 110 are reduced, thereby improving the efficiency of the system.
例如,本申请中,存储器中存储有固件程序(firmware),用于使控制器或处理器可以通过接口或协议实现本申请的音频处理的方法。For example, in the present application, a firmware program (firmware) is stored in the memory, so that the controller or the processor can implement the audio processing method of the present application through an interface or a protocol.
在一些实施例中,处理器110可以包括一个或多个接口。接口可以包括集成电路(inter-integrated circuit,I2C)接口,集成电路内置音频(inter-integrated circuit sound,I2S)接口,脉冲编码调制(pulse code modulation,PCM)接口,通用异步收发传输器(universal asynchronous receiver/transmitter,UART)接口,移动产业处理器接口(mobile  industry processor interface,MIPI),通用输入输出(general-purpose input/output,GPIO),用户标识模块接口,和/或通用串行总线接口等。In some embodiments, the processor 110 may include one or more interfaces. The interface may include an integrated circuit (inter-integrated circuit, I2C) interface, an integrated circuit built-in audio (inter-integrated circuit sound, I2S) interface, a pulse code modulation (pulse code modulation, PCM) interface, a universal asynchronous transceiver (universal asynchronous transmitter) receiver/transmitter, UART) interface, mobile industry processor interface (MIPI), general-purpose input/output (GPIO), user identification module interface, and/or universal serial bus interface, etc. .
I2C接口是一种双向同步串行总线,包括一根串行数据线(serial data line,SDA)和一根串行时钟线(derail clock line,SCL)。在一些实施例中,处理器110可以包含多组I2C总线。处理器110可以通过不同的I2C总线接口分别耦合触摸传感器180K,麦克风170C,摄像头193等。例如,处理器110可以通过I2C接口耦合触摸传感器180K,是处理器110与触摸传感器180K通过I2C总线接口通信,实现电子设备100的触摸功能。The I2C interface is a bidirectional synchronous serial bus that includes a serial data line (SDA) and a serial clock line (SCL). In some embodiments, the processor 110 may contain multiple sets of I2C buses. The processor 110 can be respectively coupled to the touch sensor 180K, the microphone 170C, the camera 193 and the like through different I2C bus interfaces. For example, the processor 110 may be coupled to the touch sensor 180K through an I2C interface, and the processor 110 communicates with the touch sensor 180K through an I2C bus interface to implement the touch function of the electronic device 100 .
I2S接口可以用于音频数据传输。在一些实施例中,处理器110可以包含多组I2S总线。处理器110可以通过I2S总线与音频模块170耦合,实现处理器110与音频模块170之间的通信。在一些实施例中,音频模块170可以通过I2S接口接收音频信号,实现录制音频的功能。The I2S interface can be used for audio data transmission. In some embodiments, the processor 110 may contain multiple sets of I2S buses. The processor 110 may be coupled with the audio module 170 through an I2S bus to implement communication between the processor 110 and the audio module 170 . In some embodiments, the audio module 170 may receive audio signals through an I2S interface to implement the function of recording audio.
PCM接口也可以用于音频通信,将模拟信号抽样,量化和编码。在一些实施例中,音频模块170与无线通信模块160可以通过PCM总线接口耦合。在一些实施例中,音频模块170也可以通过PCM接口向无线通信模块160传递音频信号,实现通过蓝牙耳机接听电话的功能;或者,通过PCM接口接收无线通信模块160输入的音频信号,实现获取无线麦克风采集的音频数据。The PCM interface can also be used for audio communications, sampling, quantizing and encoding analog signals. In some embodiments, the audio module 170 and the wireless communication module 160 may be coupled through a PCM bus interface. In some embodiments, the audio module 170 can also transmit audio signals to the wireless communication module 160 through the PCM interface, so as to realize the function of answering calls through the Bluetooth headset; Audio data collected by the microphone.
UART接口是一种通用串行数据总线,用于异步通信。该总线可以为双向通信总线。它将要传输的数据在串行通信与并行通信之间转换。在一些实施例中,UART接口通常被用于连接处理器110与无线通信模块160。例如,处理器110通过UART接口与无线通信模块160中的蓝牙模块通信,实现蓝牙功能。在一些实施例中,音频模块170可以通过UART接口接收蓝牙模块传递的音频信号,实现通过蓝牙耳机中的无线麦克风的录制音频的功能。The UART interface is a universal serial data bus used for asynchronous communication. The bus may be a bidirectional communication bus. It converts the data to be transmitted between serial communication and parallel communication. In some embodiments, a UART interface is typically used to connect the processor 110 with the wireless communication module 160 . For example, the processor 110 communicates with the Bluetooth module in the wireless communication module 160 through the UART interface to implement the Bluetooth function. In some embodiments, the audio module 170 can receive the audio signal transmitted by the Bluetooth module through the UART interface, so as to realize the function of recording audio through the wireless microphone in the Bluetooth headset.
MIPI接口可以被用于连接处理器110与显示屏194,摄像头193等外围器件。MIPI接口包括摄像头串行接口(camera serial interface,CSI),显示屏串行接口(display serial interface,DSI)等。在一些实施例中,处理器110和摄像头193通过CSI接口通信,实现电子设备100的拍摄功能。处理器110和显示屏194通过DSI接口通信,实现电子设备100的显示功能。The MIPI interface can be used to connect the processor 110 with peripheral devices such as the display screen 194 and the camera 193 . MIPI interfaces include camera serial interface (CSI), display serial interface (DSI), etc. In some embodiments, the processor 110 communicates with the camera 193 through a CSI interface, so as to realize the photographing function of the electronic device 100 . The processor 110 communicates with the display screen 194 through the DSI interface to implement the display function of the electronic device 100 .
GPIO接口可以通过软件配置。GPIO可以被配置为控制信号,也可以被配置为数据信号。在一些实施例中,GPIO接口可以用于连接处理器110与摄像头193,显示屏194,无线通信模块160,音频模块170,传感器模块180等。GPIO接口还可以被配置为I2C接口,I2S接口,UART接口,MIPI接口等。The GPIO interface can be configured by software. GPIO can be configured as a control signal or as a data signal. In some embodiments, the GPIO interface may be used to connect the processor 110 with the camera 193, the display screen 194, the wireless communication module 160, the audio module 170, the sensor module 180, and the like. The GPIO interface can also be configured as I2C interface, I2S interface, UART interface, MIPI interface, etc.
USB接口130是符合USB标准规范的接口,具体可以是Mini USB接口,Micro USB接口,USB Type C接口等。USB接口130可以用于连接充电器为电子设备100充电,也可以用于电子设备100与外围设备之间传输数据。也可以用于连接耳机,通过耳机播放音频。该接口还可以用于连接其他电子设备,例如AR设备等。The USB interface 130 is an interface that conforms to the USB standard specification, and may specifically be a Mini USB interface, a Micro USB interface, a USB Type C interface, and the like. The USB interface 130 can be used to connect a charger to charge the electronic device 100, and can also be used to transmit data between the electronic device 100 and peripheral devices. It can also be used to connect headphones to play audio through the headphones. The interface can also be used to connect other electronic devices, such as AR devices.
应理解,本申请实施例示意的各模块间的接口连接关系,只是示意性说明,并不构成对电子设备100的结构限定。在本申请另一些实施例中,电子设备100也可以采用上述实施例中不同的接口连接方式,或多种接口连接方式的组合。It should be understood that the interface connection relationship between the modules illustrated in the embodiments of the present application is only a schematic illustration, and does not constitute a structural limitation of the electronic device 100 . In other embodiments of the present application, the electronic device 100 may also adopt different interface connection manners in the foregoing embodiments, or a combination of multiple interface connection manners.
内部存储器121可以用于存储计算机可执行程序代码,所述可执行程序代码包括指令。处理器110通过运行存储在内部存储器121的指令,从而执行电子设备100的各种 功能应用以及数据处理。内部存储器121可以包括存储程序区和存储数据区。其中,存储程序区可存储操作系统,至少一个功能所需的应用程序(比如音频播放功能,图像播放功能等)等。存储数据区可存储电子设备100使用过程中所创建的数据(比如音频数据,电话本等)等。此外,内部存储器121可以包括高速随机存取存储器,还可以包括非易失性存储器,例如,至少一个磁盘存储器件,闪存器件,通用闪存存储器(universal flash storage,UFS)等。Internal memory 121 may be used to store computer executable program code, which includes instructions. The processor 110 executes various functional applications and data processing of the electronic device 100 by executing the instructions stored in the internal memory 121. The internal memory 121 may include a storage program area and a storage data area. The storage program area can store an operating system, an application program required for at least one function (such as an audio playback function, an image playback function, etc.), and the like. The storage data area may store data (such as audio data, phone book, etc.) created during the use of the electronic device 100 and the like. In addition, the internal memory 121 may include high-speed random access memory, and may also include non-volatile memory, such as at least one magnetic disk storage device, flash memory device, universal flash storage (UFS), and the like.
电源管理模块141用于连接电池142,充电管理模块140与处理器110。电源管理模块141接收电池142和/或充电管理模块140的输入,为处理器110,内部存储器121,外部存储器,显示屏194,摄像头193,和无线通信模块160等供电。电源管理模块141还可以用于监测电池容量,电池循环次数,电池健康状态(漏电,阻抗)等参数。在其他一些实施例中,电源管理模块141也可以设置于处理器110中。在另一些实施例中,电源管理模块141和充电管理模块140也可以设置于同一个器件中。The power management module 141 is used for connecting the battery 142 , the charging management module 140 and the processor 110 . The power management module 141 receives input from the battery 142 and/or the charging management module 140 and supplies power to the processor 110 , the internal memory 121 , the external memory, the display screen 194 , the camera 193 , and the wireless communication module 160 . The power management module 141 can also be used to monitor parameters such as battery capacity, battery cycle times, battery health status (leakage, impedance). In some other embodiments, the power management module 141 may also be provided in the processor 110 . In other embodiments, the power management module 141 and the charging management module 140 may also be provided in the same device.
显示屏194用于显示图像,视频等。显示屏194包括显示面板。显示面板可以采用液晶显示屏(liquid crystal display,LCD),有机发光二极管(organic light-emitting diode,OLED),有源矩阵有机发光二极体(active-matrix organic light emitting diode,AMOLED),柔性发光二极管(flex light-emitting diode,FLED),量子点发光二极管(quantum dot light emitting diodes,QLED)等。Display screen 194 is used to display images, videos, and the like. Display screen 194 includes a display panel. The display panel can use liquid crystal display (LCD), organic light-emitting diode (OLED), active-matrix organic light-emitting diode (AMOLED), flexible light-emitting diode Diode (flex light-emitting diode, FLED), quantum dot light emitting diode (quantum dot light emitting diodes, QLED), etc.
电子设备100的无线通信功能可以通过天线1,天线2,移动通信模块150,无线通信模块160,调制解调处理器以及基带处理器等实现。无线通信模块160可以提供应用在电子设备100上的包括2G/3G/4G/5G等无线通信的解决方案。The wireless communication function of the electronic device 100 may be implemented by the antenna 1, the antenna 2, the mobile communication module 150, the wireless communication module 160, the modulation and demodulation processor, the baseband processor, and the like. The wireless communication module 160 may provide a wireless communication solution including 2G/3G/4G/5G etc. applied on the electronic device 100 .
电子设备100可以通过音频模块170,扬声器170A,受话器170B,麦克风170C,耳机接口170D,以及应用处理器等实现音频功能。例如,音频播放,录音等。电子设备100的按键190可以包括开机键、音量键等。按键190可以是机械按键,也可以是触摸式按键。马达191可以产生振动提示。马达191可以用于来电振动提示,也可以用于触摸振动反馈。指示器192可以是指示灯,可以用于指示充电状态、电量变化、也可以用于指示消息,未接来电,通知等。SIM卡接口195用于连接SIM卡。The electronic device 100 may implement audio functions through an audio module 170, a speaker 170A, a receiver 170B, a microphone 170C, an earphone interface 170D, an application processor, and the like. For example, audio playback, recording, etc. The keys 190 of the electronic device 100 may include a power-on key, a volume key, and the like. The key 190 may be a mechanical key or a touch key. Motor 191 can generate vibrating cues. The motor 191 can be used for vibrating alerts for incoming calls, and can also be used for touch vibration feedback. The indicator 192 can be an indicator light, which can be used to indicate the charging status, the change of power, and also can be used to indicate messages, missed calls, notifications, and the like. The SIM card interface 195 is used to connect a SIM card.
此外,电子设备100还包括各种不同传感器,例如,压力传感器180A,用于感受压力信号,可以将压力信号转换成电信号。陀螺仪传感器180B可以用于确定电子设备100的运动姿态。气压传感器180C用于测量气压。磁传感器180D包括霍尔传感器。加速度传感器180E可检测电子设备100在个方向上(一般为三轴)加速度的大小。距离传感器180F,用于测量距离。电子设备100可以通过红外或激光测量距离。接近光传感器180G可以包括例如发光二极管(LED)和光检测器,例如光电二极管。环境光传感器180L用于感知环境光亮度。电子设备100可以根据感知的环境光亮度自适应调节显示屏160亮度。指纹传感器180H用于采集指纹。电子设备100可以利用采集的指纹特性实现指纹解锁,访问应用锁,指纹拍照,指纹接听来电等。触摸传感器180K,也称“触控面板”。触摸传感器180K可以设置于显示屏194,由触摸传感器180K与显示屏194组成触摸屏,也称“触控屏”。触摸传感器180K用于检测作用于其上或附近的触摸操作。触摸传感器180K可以将检测到的触摸操作传递给应用处理器,以确定触摸事件类型。In addition, the electronic device 100 also includes various sensors, such as a pressure sensor 180A, for sensing pressure signals, which can be converted into electrical signals. The gyro sensor 180B may be used to determine the motion attitude of the electronic device 100 . The air pressure sensor 180C is used to measure air pressure. The magnetic sensor 180D includes a Hall sensor. The acceleration sensor 180E can detect the magnitude of the acceleration of the electronic device 100 in one direction (generally three axes). Distance sensor 180F for measuring distance. The electronic device 100 can measure the distance through infrared or laser. Proximity light sensor 180G may include, for example, light emitting diodes (LEDs) and light detectors, such as photodiodes. The ambient light sensor 180L is used to sense ambient light brightness. The electronic device 100 can adaptively adjust the brightness of the display screen 160 according to the perceived ambient light brightness. The fingerprint sensor 180H is used to collect fingerprints. The electronic device 100 can use the collected fingerprint characteristics to realize fingerprint unlocking, accessing application locks, taking pictures with fingerprints, answering incoming calls with fingerprints, and the like. Touch sensor 180K, also called "touch panel". The touch sensor 180K may be disposed on the display screen 194 , and the touch sensor 180K and the display screen 194 form a touch screen, also called a “touch screen”. The touch sensor 180K is used to detect a touch operation on or near it. The touch sensor 180K may pass the detected touch operation to the application processor to determine the type of touch event.
本申请实施例还包括温度传感器180J、骨传导传感器180M。温度传感器180J用于检测温度。例如,温度传感器180J可以是非接触式红外温度传感器,该非接触式红外温 度传感器可以利用红外线来测量物体的温度。应理解,本申请实施例对红外温度传感器的类型和数量不做限定。温度传感器180J可以接收人体温度信号,实现温度检测功能。在一些实施例中,电子设备100利用温度传感器180J检测的温度,执行温度处理策略。The embodiment of the present application further includes a temperature sensor 180J and a bone conduction sensor 180M. The temperature sensor 180J is used to detect the temperature. For example, the temperature sensor 180J may be a non-contact infrared temperature sensor that can measure the temperature of an object using infrared rays. It should be understood that the types and numbers of infrared temperature sensors are not limited in the embodiments of the present application. The temperature sensor 180J can receive the human body temperature signal to realize the temperature detection function. In some embodiments, the electronic device 100 uses the temperature detected by the temperature sensor 180J to execute a temperature processing strategy.
骨传导传感器180M可以获取振动信号。在一些实施例中,骨传导传感器180M可以获取人体声部振动骨块的振动信号。骨传导传感器180M也可以接触人体脉搏,接收血压跳动信号。在一些实施例中,骨传导传感器180M也可以设置于耳机中,结合成骨传导耳机。音频模块可以基于所述骨传导传感器180M获取的声部振动骨块的振动信号,解析出语音信号,实现语音功能。The bone conduction sensor 180M can acquire vibration signals. In some embodiments, the bone conduction sensor 180M can acquire the vibration signal of the vibrating bone mass of the human voice. The bone conduction sensor 180M can also contact the pulse of the human body and receive the blood pressure beating signal. In some embodiments, the bone conduction sensor 180M can also be disposed in the earphone, combined with the bone conduction earphone. The audio module can parse out the voice signal based on the vibration signal of the voice part vibrating bone mass obtained by the bone conduction sensor 180M, so as to realize the voice function.
在一些实现方式中,应用处理器可以基于所述骨传导传感器180M获取的血压跳动信号解析心率信息,实现心率检测功能以及睡眠监测功能。In some implementation manners, the application processor may analyze the heart rate information based on the blood pressure beat signal obtained by the bone conduction sensor 180M, so as to realize the heart rate detection function and the sleep monitoring function.
此外,电子设备100的处理器110还可以通过优化硬件光路和算法,多光源的融合,利用含氧血红蛋白和脱氧血红蛋白对特定光的反射吸收率不同的特点,进行信号萃取、信号增强、算法训练、异常抑制等措施,测量到脉搏血氧饱和度。In addition, the processor 110 of the electronic device 100 can also perform signal extraction, signal enhancement, and algorithm training by optimizing the hardware optical path and algorithm, integrating multiple light sources, and utilizing the characteristics of different reflection and absorption rates of oxyhemoglobin and deoxyhemoglobin to specific light. , abnormal suppression and other measures to measure the pulse oxygen saturation.
在一些实施例中,本申请实施例提供的疫情预测的方法在用户端可以通过单设备执行,例如通过用户端的智能手表或智能手环执行;或者也可以通过用户端的多设备(如手机和智能手表)之间的协同工作,由多设备协作执行本申请实施例提供的疫情预测的方法。In some embodiments, the method for epidemic prediction provided by the embodiments of the present application may be executed by a single device at the user end, for example, through a smart watch or smart bracelet at the user end; or may be executed by multiple devices (such as a mobile phone and a smart bracelet) The method for epidemic prediction provided by the embodiment of the present application is performed by multi-device cooperation.
示例性的,首先以电子设备为智能手表为例,结合附图2对用户端为单设备执行时的场景进行介绍。图2示出了用户端为单设备时的系统架构示意图。该系统架构包括服务器和用户端的电子设备,系统架构中的用户端的可以有多个(如用户1,用户2和用户3)。Exemplarily, first, taking the electronic device as a smart watch as an example, a scenario when the client is executed by a single device is introduced with reference to FIG. 2 . FIG. 2 shows a schematic diagram of the system architecture when the client is a single device. The system architecture includes a server and electronic devices on the client side, and there may be multiple clients on the system architecture (eg, user 1, user 2, and user 3).
在一些实施例中,系统维护人员可以由疾控中心、医院等政府机构获取对外公布的确诊人员的轨迹信息(以下简称为轨迹信息)和传染病的病毒特征信息(以下简称为特征信息),并将获取的轨迹信息转换为系统需要的地理信息(以下以GPS信息为例)和对应的时间信息输入服务器。服务器接收到特征信息和轨迹信息后,将这些信息存储至区域样本数据库。其中,系统维护人员在输入轨迹信息时,还可以输入轨迹信息中的附加信息,比如,列车编号、车厢号、门牌号等。In some embodiments, system maintenance personnel can obtain the track information of confirmed persons (hereinafter referred to as track information) and virus feature information of infectious diseases (hereinafter referred to as feature information) published by government agencies such as CDCs, hospitals, etc., The acquired trajectory information is converted into geographic information required by the system (the GPS information is taken as an example below) and the corresponding time information is input to the server. After the server receives the feature information and trajectory information, it stores the information in the regional sample database. Wherein, when inputting the trajectory information, the system maintenance personnel may also input additional information in the trajectory information, such as train number, carriage number, house number, and the like.
示例性的,系统维护人员可以根据最新公布的疫情信息,新增某一病毒确诊患者的轨迹信息以及该病毒的特征信息,或对数据库中已存储的确诊患者的轨迹信息或病毒的特征信息进行更新。例如,当某种新型病毒出现时,服务器可以接收并存储该新型病毒的特征信息,以及该病毒对应的确诊人员的轨迹信息;或者,当某种病毒的特征信息有更新时,服务器接收并更新该病毒的特征信息;又或者,当发现某病毒有新增的确诊人员时,服务器接收新增人员的轨迹信息,并将其添加至该病毒对应的确诊人员的轨迹信息中。Exemplarily, the system maintainer can add the trajectory information of a patient diagnosed with a virus and the characteristic information of the virus according to the latest published epidemic information, or perform the tracking information of the confirmed patient or the characteristic information of the virus already stored in the database. renew. For example, when a new type of virus appears, the server can receive and store the characteristic information of the new type of virus and the trajectory information of the confirmed person corresponding to the virus; or, when the characteristic information of a certain virus is updated, the server can receive and update the information. The characteristic information of the virus; or, when it is found that a virus has a newly diagnosed person, the server receives the trajectory information of the new person and adds it to the trajectory information of the confirmed person corresponding to the virus.
在一些实施例中,服务器可以将更新后的轨迹信息以及病毒特征信息发送给用户端的电子设备,如智能手表。电子设备可以将获取的轨迹信息与病毒特征信息存储于内部存储器121中。In some embodiments, the server may send the updated trajectory information and virus feature information to an electronic device on the client side, such as a smart watch. The electronic device may store the acquired trajectory information and virus characteristic information in the internal memory 121 .
示例性的,图3示出了本申请实施例提供的一例疫情预测过程中的用户图形界面(graphical user interface,GUI)示意图。为便于理解,这里以智能手表为例,结合图2示出的系统架构,对电子设备与用户的交互过程进行介绍。Exemplarily, FIG. 3 shows a schematic diagram of a graphical user interface (graphical user interface, GUI) in an epidemic prediction process provided by an embodiment of the present application. For ease of understanding, a smart watch is taken as an example here, and the interaction process between the electronic device and the user is introduced in combination with the system architecture shown in FIG. 2 .
如图3中的(a)图所示,用户可以点击智能手表主界面上的“查看XX传染病确诊人员行动路线”选项,该主界面还可以包括如蓝牙图标、电量信息和时间信息等;检测到用户的查询操作后,智能手表可以显示如图3中的(b)图示出的确诊人员行动轨迹搜索界面,该界面包括:传染病类型搜索框、地点/区域搜索框、时间搜索框等,用户可以在搜索框输入相应的内容,然后点击搜索图标;或者,用户也可以点击下拉框控件,电子设备响应于用户的点击操作,可以显示如图3中的(c)图示出的选项,用户点击疾病类型搜索框对应的下拉控件时,下拉列表里可以显示S传染病、X传染病、Y传染病,此外,用户还可以拖动下拉选项区域右侧的滑块,查询更多的传染病类型;用户输入或选择传染病类型、地点/区域以及日期,如用户输入S传染病、XX市XX区、2020年6月18日之后,如图3中的(d)图所示,用户点击搜索图标,表示用户查询2020年6月18日在XX市XX区的传染病确诊患者的行动轨迹;检测到用户的搜索操作,智能手表可以显示如图3中的(e)图示出的地图页面,上面标注有S传染病确诊人员在用户所查询的区域以及时间段内的轨迹路线。As shown in (a) of Figure 3, the user can click on the "View XX infectious disease confirmed personnel's action route" option on the main interface of the smart watch, and the main interface can also include Bluetooth icons, battery information and time information, etc.; After detecting the user's query operation, the smart watch can display a search interface for the movement trajectory of the diagnosed person as shown in (b) in Figure 3, which includes: a search box for infectious disease types, a search box for location/region, and a search box for time etc., the user can enter the corresponding content in the search box, and then click the search icon; alternatively, the user can also click the drop-down box control, and the electronic device can respond to the user's click operation, and can display as shown in (c) in Figure 3 option, when the user clicks the drop-down control corresponding to the disease type search box, the S infectious disease, X infectious disease, and Y infectious disease can be displayed in the drop-down list. In addition, the user can also drag the slider on the right side of the drop-down option area to query more The type of infectious disease in XX; the user enters or selects the type of infectious disease, location/area, and date, such as the user enters S infectious disease, XX city, XX district, after June 18, 2020, as shown in (d) in Figure 3 , the user clicks the search icon, indicating that the user inquires about the trajectory of the confirmed infectious disease patients in XX District, XX City on June 18, 2020; the user's search operation is detected, and the smart watch can display as shown in (e) in Figure 3 The map page displayed is marked with the trajectory and route of the confirmed S infectious disease person in the area and time period queried by the user.
应理解,本申请实施例中,用户查询确诊人员行动路线的具体步骤还可以包括其他多种,不仅限于上述列举中的步骤,本申请对此不作限定。It should be understood that, in the embodiment of the present application, the specific steps for the user to query the action route of the diagnosed person may also include other various steps, which are not limited to the steps listed above, which are not limited in the present application.
在一些实施例中,智能手表在接收到轨迹信息和特征信息后,基于本地存储的用户的历史轨迹信息,判断用户是否为确诊人员的近距离接触者,并向用户提醒近距离接触风险。例如,当检测到用户与确诊人员发生近距离接触时,如图4中的(a)图所示,智能手表界面可以显示风险提示信息,如“您在2020-06-18,13:00始,在A商场可能近距离接触S传染病确诊人员1小时,请确认是否存在近距离接触的可能”;当检测到用户点击“确认”选项时,如图4中的(b)图所示,智能手表界面可以显示生理体征监测提示信息,如“是否同意对与S传染病相关的生理体征进行监测”;当检测到用户点击“确认”图标时,表示用户同意电子设备对其进行生理体征监测,智能手表可以开启生理体征监测功能。In some embodiments, after receiving the track information and feature information, the smart watch determines whether the user is a close contact of the confirmed person based on the user's historical track information stored locally, and reminds the user of the risk of close contact. For example, when it is detected that the user has close contact with the confirmed person, as shown in (a) in Figure 4, the smart watch interface can display risk prompt information, such as "You start at 2020-06-18, 13:00. , in the A shopping mall, you may be in close contact with the confirmed person of S infectious disease for 1 hour, please confirm whether there is a possibility of close contact”; when it is detected that the user clicks the “Confirm” option, as shown in (b) in Figure 4, The smart watch interface can display the prompt information of physiological signs monitoring, such as "whether to agree to monitor the physiological signs related to S infectious disease"; when it is detected that the user clicks the "confirm" icon, it means that the user agrees to the electronic device to monitor the physiological signs. , the smart watch can turn on the physiological sign monitoring function.
应理解,在实际应用时,仅基于轨迹信息判断的位置相近,无法准确反映用户与确诊人员是否真正存在近距离的密切接触,因此,上述如图4中的(a)图所示的提示信息,可以提示用户回忆是否在指示的时间和地点与确诊人员密切接触,从而提高近距离接触判断的准确性。It should be understood that, in actual application, only the positions judged based on the trajectory information are close, and it cannot accurately reflect whether the user and the confirmed person are in close contact with each other. Therefore, the above prompt information shown in (a) in Figure 4 , which can prompt the user to recall whether they were in close contact with the confirmed person at the indicated time and place, thereby improving the accuracy of close contact judgment.
在一些实施例中,智能手表所监测的生理体征包括与S传染病相关的生理体征,比如S传染病的病毒感染后,会导致被感染者的体温升高、血氧下降,则所监测的生理体征可以为体温和血氧饱和度;又或者,比如S传染病的病毒感染后,会导致被感染者的心率、体温、血氧饱和度发生变化,则所监测的生理体征可以包括心率、体温、血氧饱和度。可选地,被检测的生理体征还可以包括其他多种,此处不做限定。In some embodiments, the physiological signs monitored by the smart watch include physiological signs related to the S infectious disease. For example, after the virus infection of the S infectious disease, the body temperature of the infected person will rise and the blood oxygen will drop. Physiological signs can be body temperature and blood oxygen saturation; or, for example, after viral infection of S infectious disease, the heart rate, body temperature, and blood oxygen saturation of the infected person will change, then the monitored physiological signs can include heart rate, Body temperature, blood oxygen saturation. Optionally, the detected physiological signs may also include other various types, which are not limited here.
在一些实施例中,智能手表在检测到用户点击“确认”图标后,电子设备对其进行生理体征监测;之后,如图4中的(c)图所示,智能手表可以进一步显示用户生理体征信息上报的提示信息,如“是否同意将您的生理体征数据上报,进行风险分析”;当检测到用户点击“确认”操作后,表示用户同意智能手表将其生理体征的监测数据上报给服务器,则智能手表可以将测量的用户生理体征数据上报给服务器。In some embodiments, after the smart watch detects that the user clicks the "confirm" icon, the electronic device monitors the physiological signs of the user; after that, as shown in (c) of FIG. 4 , the smart watch can further display the physiological signs of the user The prompt information of the information report, such as "Do you agree to report your physiological sign data for risk analysis"; when it is detected that the user clicks the "Confirm" operation, it means that the user agrees to the smart watch to report the monitoring data of his physiological signs to the server, Then, the smart watch can report the measured physiological sign data of the user to the server.
在一些实施例中,智能手表还可以根据获取的生理体征监测数据,基于一定的准则,计算用户的健康风险分数,该健康风险分数用于指示用户感染传染病的概率。示例性的, 智能手表可以持续监测用户连续多天的生理体征数据的变化,然后绘制出健康风险分数的变化趋势图和/或生理体征监测结果的变化趋势图。智能手表可以根据各项生理体征的监测结果和/或健康风险分数,对用户进行健康风险提示,如图4中的(d)图所示,当用户的生理体征监测结果表示用户的生理体征符合感染传染病的特征时,或者健康风险分数高于预设的高风险分数时,智能手表界面可以显示如“检测到您是S传染病的高风险人群,请及时就医”。In some embodiments, the smart watch can also calculate the user's health risk score based on certain criteria according to the acquired physiological sign monitoring data, where the health risk score is used to indicate the probability of the user contracting an infectious disease. Exemplarily, the smart watch can continuously monitor changes in the user's physiological sign data for multiple consecutive days, and then draw a change trend graph of the health risk score and/or a change trend graph of the physiological sign monitoring results. The smart watch can alert the user of health risks based on the monitoring results of various physiological signs and/or health risk scores, as shown in (d) in Figure 4, when the monitoring results of the user's physiological signs indicate that the user's physiological signs meet the When infected with the characteristics of infectious diseases, or when the health risk score is higher than the preset high risk score, the smart watch interface can display, for example, "It is detected that you are a high-risk group of infectious diseases, please seek medical treatment in time".
在一些实施例中,智能手表根据监测的生理体征数据计算用户的健康风险分数后,如图4中的(e)图所示,智能手表可以进一步显示用户健康风险分数上报的提示信息,如“是否同意将您的健康风险分数上报,进行风险分析”;当检测到用户点击“确认”图标后,表示用户同意智能手表将其健康风险分数上报,则智能手表将用户的健康风险分数上报给服务器。In some embodiments, after the smart watch calculates the user's health risk score according to the monitored physiological sign data, as shown in (e) of Figure 4, the smart watch can further display prompt information reported by the user's health risk score, such as " Whether you agree to report your health risk score for risk analysis”; when it is detected that the user clicks the “Confirm” icon, it means that the user agrees to the smart watch to report its health risk score, and the smart watch will report the user’s health risk score to the server. .
应理解,在本申请实施例中,电子设备对用户是否为确诊人员近距离接触者的检测以及对用户数据(生理体征测量结果或健康风险分数)上报可以是周期性的。例如,电子设备每间隔30min根据更新的确诊人员的轨迹信息,检测用户是否为近距离接触者;每隔1h会上报用户的生理体征监测数据等。其中,电子设备对用户是否为近距离接触者的检测周期,和上报用户数据的周期可以相同,也可以不相同,此处不做限定。It should be understood that, in this embodiment of the present application, the electronic device may periodically detect whether the user is a close contact of a confirmed person and report user data (physiological sign measurement result or health risk score). For example, the electronic device detects whether the user is a close contact based on the updated trajectory information of the confirmed person every 30 minutes; every 1 hour, it reports the user's physiological sign monitoring data, etc. Wherein, the period for detecting whether the user is a close contact by the electronic device may be the same as or different from the period for reporting user data, which is not limited here.
此外,电子设备对用户生理体征的检测过程可以是实时且持续进行的,换句话说,在获得用户授权(如用户在图4中的(b)图中点击确认图标)后,电子设备开启生理体征检测功能,可以持续性的在后台对用户的生理体征进行监测,以获取用户不同时刻的准确的体征数据。In addition, the detection process of the user's physiological signs by the electronic device can be carried out in real time and continuously. In other words, after obtaining the user's authorization (for example, the user clicks the confirmation icon in (b) of FIG. 4 ), the electronic device turns on the physiological sign. The sign detection function can continuously monitor the user's physiological signs in the background to obtain accurate sign data of the user at different times.
服务器根据用户上报的数据和已有的风险人员,基于一定的计算模型预测区域疫情发展趋势,如预测某些区域的总风险人数。示例性的,服务器可以根据该预测的疫情发展趋势,更新用户在预设历史时间段停留过的某些区域的疫情状况,并向用户的电子设备发送这些区域的风险等级。According to the data reported by the user and the existing risk personnel, the server predicts the development trend of the regional epidemic situation based on a certain calculation model, such as predicting the total number of risk personnel in certain regions. Exemplarily, the server may, according to the predicted epidemic development trend, update the epidemic situation of certain areas where the user stayed in the preset historical time period, and send the risk level of these areas to the user's electronic device.
在一些实施例中,如图4中的(f)图所示,用户可以在智能手表的监测结果查询界面查询各个生理体征的监测结果,各个生理体征例如包括:心率、R波间期(R-R interval,RRI)心率、血氧、睡眠特征、心电图(ECG)等。用户点击标有不同生理体征名称的图标时,智能手表则可以显示对应的生理体征的监测结果。比如,如图4中的(f)图所示,用户点击心率选项,智能手表响应于用户的点击操作,显示如图4中的(g)图,向用户呈现心率的监测结果和状态(心率,65,正常状态)。In some embodiments, as shown in (f) of FIG. 4 , the user can query the monitoring results of various physiological signs on the monitoring result query interface of the smart watch, and each physiological sign includes, for example: heart rate, R-wave interval (R-R interval, RRI) heart rate, blood oxygen, sleep characteristics, electrocardiogram (ECG), etc. When the user clicks on the icons marked with the names of different physiological signs, the smart watch can display the monitoring results of the corresponding physiological signs. For example, as shown in (f) in Figure 4, the user clicks on the heart rate option, and the smart watch responds to the user's click operation and displays (g) in Figure 4, presenting the monitoring results and status (heart rate) of the heart rate to the user. , 65, normal state).
其中,监测结果的查询和显示方式还可以有多其他形式,例如在另一些实施例中,该监测结果查询界面可以包括查询选项,当用户点击查询选项时,智能手表可以同时显示多项被检测生理体征的结果(类似图5中的(a)图所示)。本申请对此不作限定。There may be other forms of query and display of monitoring results. For example, in other embodiments, the monitoring result query interface may include query options. When the user clicks on the query options, the smart watch can simultaneously display multiple detected items. Results of physiological signs (similar to that shown in (a) in Figure 5). This application does not limit this.
图5示出本申请实施例提供的一种生理体征测量结果的显示界面的示意图。FIG. 5 shows a schematic diagram of a display interface of a physiological sign measurement result provided by an embodiment of the present application.
在一些实施例中,当智能手表检测到用户输入体征监测结果查询的操作时,还可以显示图5中(a)图所示的界面,该界面可以为生理体征的监测结果显示界面,包括多项生理体征测量结果以及生理体征数据的变化趋势。其中,生理体征例如为血氧、心率以及睡眠特征。该界面的变化趋势图中用于表示血氧的变化趋势(如图5中(a)图最上的曲线所示)、心率的变化趋势(如图5中(a)图最下的曲线所示)以及睡眠特征(如图5中(a)图的点状填充区域所示)。由图5中的(a)图可以看出,在01:15时,用户 的血氧为98%,心率为65,且此时处于清醒状态。In some embodiments, when the smart watch detects the user's operation of inputting a physical sign monitoring result query, it can also display the interface shown in (a) in FIG. 5 , which can be a physiological sign monitoring result display interface, including multiple Physiological sign measurement results and the changing trend of physiological signs data. The physiological signs are, for example, blood oxygen, heart rate, and sleep characteristics. The change trend graph of this interface is used to indicate the change trend of blood oxygen (as shown in the uppermost curve in (a) of Figure 5) and the change trend of heart rate (as shown in the lowermost curve of (a) in Figure 5) ) and sleep features (as shown by the dotted filled area in Fig. 5(a)). It can be seen from (a) in Figure 5 that at 01:15, the user's blood oxygen is 98%, the heart rate is 65, and the user is in an awake state at this time.
或者,在一些实施例中,如果用户在图4中(d)图或(e)图所示的界面中点击“确认”时,智能手表还可以显示用户的健康风险分数。如图5中的(b)图所示,为智能手表显示出的根据一定的准则计算出来的用户的健康风险分数,示例性的,该显示界面包括不同日期分别对应的健康风险分数。Alternatively, in some embodiments, if the user clicks “OK” in the interface shown in (d) or (e) of FIG. 4 , the smart watch may also display the user's health risk score. As shown in (b) of FIG. 5 , the smart watch displays the health risk score of the user calculated according to certain criteria. Exemplarily, the display interface includes health risk scores corresponding to different dates.
可选地,如图5中的(c)图所示,智能手表还可以在日历页面上标注不同日期对应的健康风险分数对应的状态,向用户进行展示。其中,当用户在某一日期的风险分数处于预设的正常状态分数区间时,则该日期下方标注为正常,表示用户健康处于正常状态;当用户在某一日期的健康风险分数处于预设的风险状态(如低风险、中风险、高风险等)分数区间时,则该日期下方标注为对应的风险状态(如低风险、中风险、高风险等),表示用户当前的健康存在健康风险。此外,若用户存在健康风险时,该日历界面还可以在显示风险程度(如图5中的(c)图所示的60%);还可以在风险状态下显示建议选项,用户可以点击该建议选项获取相应的健康建议。Optionally, as shown in (c) of FIG. 5 , the smart watch can also mark the status corresponding to the health risk score corresponding to different dates on the calendar page, and display it to the user. Among them, when the user's risk score on a certain date is in the preset normal state score range, the lower part of the date is marked as normal, indicating that the user's health is in a normal state; when the user's health risk score on a certain date is in the preset normal state score range When the risk status (such as low risk, medium risk, high risk, etc.) is in the score range, the corresponding risk status (such as low risk, medium risk, high risk, etc.) is marked below the date, indicating that the user’s current health has health risks. In addition, if the user has a health risk, the calendar interface can also display the risk level (60% as shown in (c) in Figure 5); it can also display a suggestion option in the risk state, and the user can click on the suggestion option to obtain appropriate health advice.
应理解,在实际应用中,很多用户的智能手表与其他设备建立有连接,可以实现多个设备协同工作,例如,用户可以将上述智能手表的显示信息拖拽到手机、平板电脑上显示,使用户能够在大屏上更清晰地查看信息。或者,其他设备与智能手表建立连接后,可以对智能手表对用户的生理体征监测数据进行融合,分析用户的健康风险分数等。It should be understood that in practical applications, many users' smart watches are connected to other devices, and multiple devices can work together. Users can view information more clearly on the large screen. Alternatively, after other devices are connected to the smart watch, the smart watch can integrate the monitoring data of the user's physiological signs to analyze the user's health risk score.
以下结合附图,对用户端由多个设备协作共同完成本申请实施例提供的疫情预测的方法进行介绍。The following describes a method for a user terminal to cooperate with multiple devices to complete the epidemic prediction provided by the embodiments of the present application with reference to the accompanying drawings.
在一些实施例中,本申请实施例提供的疫情预测的方法还可以通过图6示出的系统架构实现。在图6示出的系统架构中,用户端的多个电子设备可以为一个组合,组合中的电子设备具有不同的分工。以电子设备的组合包括手机和智能手表为例,手机和智能手表可以建立有无线连接,如蓝牙连接等,手机和智能手表可以协同工作。示例性的,图6所示的电子设备组合中各电子设备的分工可以包括但不限于以下情形:In some embodiments, the method for epidemic prediction provided by the embodiments of the present application may also be implemented through the system architecture shown in FIG. 6 . In the system architecture shown in FIG. 6 , multiple electronic devices at the user end may be a combination, and the electronic devices in the combination have different divisions of labor. Taking the combination of electronic devices including a mobile phone and a smart watch as an example, the mobile phone and the smart watch can establish a wireless connection, such as a Bluetooth connection, and the mobile phone and the smart watch can work together. Exemplarily, the division of labor of each electronic device in the electronic device combination shown in FIG. 6 may include but is not limited to the following situations:
情形一:手机利用其通信功能、计算能力,用于与服务器、用户进行交互,并且对用户是否为疫情的近距离接触者、以及用户的健康风险分数等进行分析;而智能手表主要利用生理体征监测功能,用于在手机的指示下进行用户的生理体征检测,并将检测的数据发送至手机供其计算健康风险分数,或者供用户查看。Scenario 1: The mobile phone uses its communication function and computing power to interact with the server and the user, and analyzes whether the user is a close contact with the epidemic, as well as the user's health risk score; while the smartwatch mainly uses physiological signs The monitoring function is used to detect the physiological signs of the user under the instruction of the mobile phone, and send the detected data to the mobile phone for the mobile phone to calculate the health risk score, or for the user to view.
情形二:智能手表用于监测用户的生理体征数据、处理该生理体征数据并且与服务器和用户进行交互;而手机利用其显示功能,用于接收智能手表的生理体征监测结果,向用户展示各项生理体征的结果、健康风险分数、提示消息等。Scenario 2: The smart watch is used to monitor the user's physiological sign data, process the physiological sign data, and interact with the server and the user; while the mobile phone uses its display function to receive the physiological sign monitoring results of the smart watch and display various items to the user. Results of physiological signs, health risk scores, reminder messages, etc.
应理解,电子设备组合内的各个电子设备的分工,可以基于电子设备自身支持的功能进行多种设置,本申请对此不作限定。并且,图6示出的系统架构以用户设备为手机和智能手表的组合为例进行说明,但本申请并不限于此,该组合例如还可以是平板电脑和智能手表的组合,或者车载设备与智能手表的组合等。It should be understood that the division of labor of each electronic device in the electronic device combination can be set in various ways based on the functions supported by the electronic device itself, which is not limited in this application. Moreover, the system architecture shown in FIG. 6 is described by taking the combination of the user equipment as a mobile phone and a smart watch as an example, but the present application is not limited to this. A combination of smart watches, etc.
为便于理解,以下以情形一为例,对该系统架构下的疫情预测过程进行介绍。在该情形下,服务器可以将确诊人员的轨迹信息和传染病的特征信息发送给手机,由手机基于存储的用户历史轨迹信息判断用户是否为确诊人员的近距离接触者;当确定用户为近距离接触者时,手机可以提示用户存在近距离接触风险;如果手机获取了用户确认近距离接触的操作,以及用户授权进行生理体征监测后,手机可以指示用户佩戴的智能手表 进行生理体征监测;响应于手机的指示,智能手表开启生理体征监测功能,并将获取的体征监测结果发送至手机,由手机进行健康风险分数的计算以及相关数据的上报。For ease of understanding, the following takes Scenario 1 as an example to introduce the epidemic prediction process under the system architecture. In this case, the server can send the trajectory information of the confirmed person and the characteristic information of the infectious disease to the mobile phone, and the mobile phone can determine whether the user is a close contact of the confirmed person based on the stored historical trajectory information of the user; when it is determined that the user is a close contact When contacting a person, the mobile phone can prompt the user that there is a risk of close contact; if the mobile phone obtains the user's confirmation of the close contact operation and the user authorizes the monitoring of physiological signs, the mobile phone can instruct the smart watch worn by the user to monitor the physiological signs; According to the instructions of the mobile phone, the smart watch turns on the physiological sign monitoring function, and sends the obtained physical sign monitoring results to the mobile phone, and the mobile phone calculates the health risk score and reports the relevant data.
示例性的,结合图6示出的系统架构,图7示出了本申请实施例提供的一例疫情预测过程中用户图形界面的示意图。为便于理解,这里仍然以手机和智能手表的组合为例进行说明。Exemplarily, with reference to the system architecture shown in FIG. 6 , FIG. 7 shows a schematic diagram of a graphical user interface in an epidemic prediction process provided by an embodiment of the present application. For ease of understanding, the combination of a mobile phone and a smart watch is still used as an example for description.
其中,图7中的(a)图示出了手机的解锁模式下的界面,该手机的屏幕显示界面显示了当前的界面内容701,该界面内容701可以为手机的主界面。该界面内容701显示了多款应用程序(application,App),例如时钟、日历、图库、备忘录、文件管理、电子邮件、音乐、计算器、华为视频、天气、浏览器、智慧生活、设置、录音机、应用商场以及相机、通讯录、电话、信息和运动健康等应用程序。应理解,界面内容701还可以包括其他更多的应用程序,本申请实施例对此不作限定。7(a) shows the interface in the unlocking mode of the mobile phone, the screen display interface of the mobile phone displays the current interface content 701, and the interface content 701 may be the main interface of the mobile phone. The interface content 701 displays a variety of applications (application, App), such as clock, calendar, gallery, memo, file management, email, music, calculator, Huawei video, weather, browser, smart life, settings, voice recorder , an app store, and apps for camera, contacts, phone, messaging, and fitness. It should be understood that the interface content 701 may further include other more application programs, which is not limited in this embodiment of the present application.
如图7中的(a)图所示,用户点击运动健康应用的图标;响应于用户的点击操作,手机开启运动健康应用,并显示健康界面702,如图7中的(b)图所示,健康界面702可以包括多个显示子区域,包括计步显示子区域10,生命体征数据查询子区域20,以及疫情风险查询子区域30等。其中,计步显示子区域10可以包括用户当天的步数,行走的距离以及消耗的热量等数据;生命体征数据查询子区域20可以包括多项生理体征测量结果查询选项,包括心率、血氧饱和度、RRI心率、心电图、睡眠特征等,此外,还包括健康生活选项,用于使用户查询健康建议等信息。As shown in (a) of FIG. 7, the user clicks the icon of the sports health application; in response to the user's click operation, the mobile phone opens the sports health application and displays the health interface 702, as shown in (b) of FIG. 7 , the health interface 702 may include a plurality of display sub-areas, including a step counting display sub-area 10, a vital sign data query sub-area 20, and an epidemic risk query sub-area 30 and the like. The step count display sub-area 10 may include data such as the number of steps of the day, the distance walked, and the calories consumed by the user; the vital sign data query sub-area 20 may include a number of physiological sign measurement results query options, including heart rate, blood oxygen saturation, etc. In addition, it also includes healthy life options, which are used to enable users to query information such as health advice.
当手机检测到用户点击疫情风险查询图标时,手机可以显示如图7中的(c)图所示的界面,该界面为确诊人员轨迹信息以及传染病特征信息查询界面,包括确诊人员行动轨迹查询图标,传染病特征信息查询图标。When the mobile phone detects that the user clicks the epidemic risk query icon, the mobile phone can display the interface as shown in (c) in Figure 7, which is the query interface for the trajectory information of the diagnosed person and the infectious disease characteristic information, including the movement trajectory query of the confirmed person icon, the infectious disease characteristic information query icon.
其中,如图7中的(c)图所示,当用户点击查看传染病确诊人员行动路线的图标时,手机可以显示如图7中的(d)图示出的界面,包括传染病类型、地点/区域、时间的输入区域(区域703),用户可以输入想要查询的传染病名称、以及地点和时间;或者,如图7中的(d)图所示,用户也可以在下拉框中选择想要查看的选项。Among them, as shown in (c) in Figure 7, when the user clicks the icon to view the action route of the infectious disease confirmed person, the mobile phone can display the interface shown in (d) in Figure 7, including the type of infectious disease, In the input area of location/area and time (area 703), the user can input the name of the infectious disease, as well as the location and time of the query; Select the option you want to view.
当手机检测到用户输入的查询信息后,比如用户在传染病类型搜索框输入或选择S传染病,在地点/区域搜索框输入或选择XX市XX区,在时间搜索框输入或选择2020-6-18后,点击搜索图标(704);响应于用户输入的搜索操作,如图7中的(e)图所示,手机可以显示用户所查询的S传染病确诊人员2020-6-18在某XX市XX区的行动轨迹,如手机界面可以显示地图页面,并且在该地图页面标注有确诊人员的行动路径,以及停留地点的信息和对应的停留时间。When the mobile phone detects the query information entered by the user, for example, the user enters or selects S infectious disease in the infectious disease type search box, enters or selects XX district in XX city in the location/region search box, and enters or selects 2020-6 in the time search box After -18, click the search icon (704); in response to the search operation input by the user, as shown in (e) of Figure 7, the mobile phone can display the S infectious disease confirmed person 2020-6-18 queried by the user in a certain The movement track of XX District of XX City, such as the mobile phone interface, can display a map page, and the movement path of the diagnosed person, as well as the information of the stop place and the corresponding stay time are marked on the map page.
在一些实施例中,当手机检测到用户在如图7中的(c)图所示的界面上点击查询传染病的特征信息时,手机可以显示多种传染病的特征信息,包括:潜伏期、传播距离、患病症状等。In some embodiments, when the mobile phone detects that the user clicks to query the characteristic information of infectious diseases on the interface as shown in (c) of FIG. 7 , the mobile phone can display the characteristic information of various infectious diseases, including: incubation period, Transmission distance, disease symptoms, etc.
在一些实施例中,手机基于获取的轨迹信息和存储的用户的历史轨迹信息,确定用户为近距离接触者时,显示提示信息,例如,提示用户“在XX时间,XX地点与确诊人员近距离接触X小时,存在近距离接触风险”;用户基于自己经过的历史路径,判断近距离接触是否真实发生,排除仅因为地理位置相近误判为近距离接触的情况,如果存在近距离接触,则可以点击“确认”,否则,可以点击“取消”。In some embodiments, when the mobile phone determines that the user is a close contact based on the acquired trajectory information and the stored historical trajectory information of the user, a prompt message is displayed, for example, prompting the user "at XX time, XX place is close to the confirmed person If you have been in contact for X hours, there is a risk of close contact”; the user judges whether the close contact has actually occurred based on the historical path he has passed, and excludes the misjudgment of close contact only because of the geographical proximity. If there is close contact, you can Click "Confirm", otherwise, click "Cancel".
应理解,在实际应用时,仅基于轨迹信息判断的位置相近,无法准确反映用户与确 诊人员是否真正存在亲密接触,因此,该提示信息可以提示用户回忆是否在指示的时间和地点与确诊人员密切接触,提高近距离接触判断的准确性。It should be understood that in practical applications, only the positions determined based on the trajectory information are close, and it cannot accurately reflect whether the user has real close contact with the confirmed person. Therefore, the prompt information can prompt the user to recall whether he was close to the confirmed person at the indicated time and place. Contact, improve the accuracy of close contact judgment.
其中,当用户点击“确认”时,表明用户确认存在近距离接触,则可能存在被感染的风险较大。当手机检测到用户点击“确认”图标时,表示用户确认与确诊人员发生过近距离接触,则响应于该确认操作,手机可以向用户显示生理体征监测的提示信息,例如“是否同意对您的生理体征进行检测”;当检测到用户点击“确认”时,手机可以指示与其连接的穿戴设备对用户的生理体征进行监测。Among them, when the user clicks "Confirm", it indicates that the user confirms that there is close contact, and there may be a greater risk of infection. When the mobile phone detects that the user clicks the "Confirm" icon, it means that the user confirms that there has been close contact with the confirmed person, and in response to the confirmation operation, the mobile phone can display the prompt information of physiological sign monitoring to the user, such as "Do you agree to your When it is detected that the user clicks "confirm", the mobile phone can instruct the wearable device connected to it to monitor the physiological signs of the user.
智能手表接收到手机的指示后,对用户的生理体征进行监测。具体地,智能手表在监测过程中可以将监测数据发送至手机;或者,在监测完毕之后,智能手表可以将监测数据发送至手机。After receiving the instructions of the mobile phone, the smart watch monitors the physiological signs of the user. Specifically, the smart watch can send the monitoring data to the mobile phone during the monitoring process; or, after the monitoring is completed, the smart watch can send the monitoring data to the mobile phone.
示例性的,在生理体征监测开始时或者监测过程中,手机还可以显示提示信息,例如提示用户“是否同意将您的生理体征信息上报,进行风险分析”;当检测到用户点击“确认”时,表示用户同意手机将其生理体征的监测数据上报给服务器,则手机可以将自身测得的生理体征数据上报给服务器。Exemplarily, at the beginning of physiological sign monitoring or during the monitoring process, the mobile phone can also display prompt information, such as prompting the user "whether to agree to report your physiological sign information for risk analysis"; when it is detected that the user clicks "confirm" , indicating that the user agrees to the mobile phone to report the monitoring data of its physiological signs to the server, then the mobile phone can report the physiological signs data measured by itself to the server.
在一些实施例中,手机还可以根据获取的体征信息,基于一定的准则,计算用户的健康风险分数,该健康风险分数用于指示用户感染病毒的概率。智能手表可以根据各项生理体征的监测结果和/或健康风险分数,对用户进行健康风险提示,如显示“检测到您是S传染病的高风险人群,请及时就医”的提示信息。In some embodiments, the mobile phone may further calculate the user's health risk score based on certain criteria according to the acquired sign information, where the health risk score is used to indicate the probability that the user is infected with a virus. Based on the monitoring results of various physiological signs and/or health risk scores, the smart watch can provide health risk reminders to users, such as displaying a reminder message that "you are detected as a high-risk group of S infectious diseases, please seek medical attention in time".
在一些实施例中,手机根据测量的生理体征数据计算用户的健康风险分数后,手机可以进一步显示用户健康风险分数上报的提示信息,如“是否同意将您的健康风险分数上报,进行风险分析”;当检测到用户点击“确认”操作后,表示用户同意手机将其健康风险分数上报给服务器,则手机可以将用户的健康风险分数上报给服务器。In some embodiments, after the mobile phone calculates the user's health risk score according to the measured physiological sign data, the mobile phone may further display prompt information for reporting the user's health risk score, such as "Do you agree to report your health risk score for risk analysis?" ; When it is detected that the user clicks the "Confirm" operation, it means that the user agrees to the mobile phone to report its health risk score to the server, and the mobile phone can report the user's health risk score to the server.
在一些实施例中,用户可以在手机的检测查询界面查询各个生理体征的监测结果,各个生理体征例如包括:心率、RRI心率、血氧、睡眠特征、ECG等。用户点击标有不同生理体征名称的图标时,手机则可以显示对应的生理体征的监测结果。或者,用户点击查询体征监测结果时,手机可以同时显示多项被监测生理体征的监测结果。In some embodiments, the user can query the monitoring results of various physiological signs on the detection and query interface of the mobile phone, and each physiological sign includes, for example, heart rate, RRI heart rate, blood oxygen, sleep characteristics, ECG, and the like. When the user clicks on the icons marked with the names of different physiological signs, the mobile phone can display the monitoring results of the corresponding physiological signs. Alternatively, when the user clicks to query the monitoring results of physical signs, the mobile phone can simultaneously display the monitoring results of multiple monitored physiological signs.
手机显示的生理体征的监测结果显示界面示意图可以参见图5,此处不再赘述。For a schematic diagram of an interface for displaying the monitoring results of the physiological signs displayed by the mobile phone, see FIG. 5 , which will not be repeated here.
在一些可能的实施例中,用于上报用户数据的电子设备还可以接收多个设备发送的数据,比如,在一种家庭场景中,如果多个家庭成员的智能手表均与一个电子设备建立连接,则多个设备可以将分别测量的不同用户的体征数据发送至电子设备,由电子设备计算不同用户的健康风险分数,并上报该健康风险分数,从而可以进行多人健康风险分数上报。In some possible embodiments, the electronic device for reporting user data may also receive data sent by multiple devices. For example, in a family scenario, if the smart watches of multiple family members are connected to one electronic device , multiple devices can send the separately measured physical data of different users to the electronic device, the electronic device calculates the health risk scores of different users, and reports the health risk scores, so that multiple health risk scores can be reported.
应理解,由于当一个人员感染传染病时,与该人员日常接触较多的其他人,如家庭成员、同事等,被感染的风险会提高,因此,当检测到用户为确诊人员的近距离接触者后,可以进一步提示用户进行多人健康风险分数上报,提升对疫情预测的效率。It should be understood that when a person is infected with an infectious disease, other people who have more daily contact with the person, such as family members, colleagues, etc., will have an increased risk of being infected. Therefore, when a close contact with a confirmed person is detected After that, users can be further prompted to report the health risk scores of multiple people to improve the efficiency of epidemic prediction.
在一些实施例中,服务器可以基于用户电子设备的上报数据,对用户上报区域的疫情发展趋势进行预测,包括该区域的风险总人数、疫情风险等级等。服务器将生成的信息发送至电子设备,电子设备可以进一步向用户展示该区域的风险总人数和/或疫情风险等级。In some embodiments, the server may predict the development trend of the epidemic in the area reported by the user based on the reported data of the user's electronic device, including the total number of people at risk in the area, the epidemic risk level, and the like. The server sends the generated information to the electronic device, and the electronic device can further display the total number of people at risk and/or the epidemic risk level in the area to the user.
示例性的,如图8所示,为本申请实施例提供的一例风险地图的示意图。其中,电 子设备可以基于获取的各区域的疫情风险等级,在地图页面标注不同区域的疫情风险等级,如“XX传染病疫情高风险地区”、“XX传染病疫情中风险地区”,以供用户查看,便于用户规划出行路线,避开疫情风险等级较高的地区。Exemplarily, as shown in FIG. 8 , it is a schematic diagram of an example of a risk map provided in this embodiment of the present application. Among them, the electronic device can mark the epidemic risk level of different regions on the map page based on the obtained epidemic risk level of each region, such as "XX high-risk area of infectious disease epidemic" and "XX infectious disease epidemic medium-risk area" for users. Viewing, it is convenient for users to plan travel routes and avoid areas with high epidemic risk levels.
以上结合附图和具体场景对本申请实施例提供的疫情预测过程的外部实现进行了介绍,为更好的理解本申请提供的疫情预测的方法,下面从内部实现层面介绍具体的实现过程和算法。The external implementation of the epidemic prediction process provided by the embodiments of the present application has been introduced above with reference to the accompanying drawings and specific scenarios. In order to better understand the epidemic prediction method provided by the present application, the specific implementation process and algorithm are described below from the internal implementation level.
示例性的,图9示出了本申请实施例提供的一种疫情预测的方法。可以应用于电子设备。该方法包括以下步骤:Exemplarily, FIG. 9 shows an epidemic prediction method provided by an embodiment of the present application. Can be applied to electronic equipment. The method includes the following steps:
S901,获取传染病确诊人员的轨迹信息和该传染病的特征信息,该轨迹信息包括位置信息和与位置信息对应的时间信息。S901: Acquire trajectory information of a person diagnosed with an infectious disease and feature information of the infectious disease, where the trajectory information includes location information and time information corresponding to the location information.
其中,电子设备可以由服务器获取确诊人员的轨迹信息,该轨迹信息包括位置信息和时间信息,如确诊人员在某一时刻对应的位置。电子设备还可以由服务器获取传染病的特征信息,该特征信息可以包括:传染病病毒的传播途径、传播距离、潜伏期、与传染病相关的生理体征等。Wherein, the electronic device can obtain the track information of the diagnosed person from the server, and the track information includes location information and time information, such as the position corresponding to the diagnosed person at a certain moment. The electronic device may also obtain characteristic information of the infectious disease from the server, and the characteristic information may include the transmission route, transmission distance, incubation period, and physiological signs related to the infectious disease, etc. of the infectious disease virus.
应理解,本申请所说的与传染病相关的生理体征可以指用户感染传染病病毒时所影响到的生理体征,比如某些传染病的病毒感染后,会导致被感染者的体温升高、血氧下降,则与该传染病相关的生理体征可以为体温和血氧饱和度;又或者,有些传染病的病毒感染后,会导致被感染者的心率、体温、血氧饱和度发生变化,则该传染病相关的生理体征可以为心率、体温、血氧饱和度。It should be understood that the physiological signs related to infectious diseases mentioned in this application may refer to the physiological signs that are affected when a user is infected with an infectious disease virus. If blood oxygen drops, the physiological signs related to the infectious disease can be body temperature and blood oxygen saturation; or, after viral infection of some infectious diseases, the heart rate, body temperature, and blood oxygen saturation of the infected person will change. The physiological signs related to the infectious disease may be heart rate, body temperature, and blood oxygen saturation.
S902,当根据用户的轨迹信息和确诊人员的轨迹信息,检测到用户为确诊人员的近距离接触者时,监测用户的生理体征,并获取生理体征的监测数据。S902 , when it is detected that the user is a close contact of the confirmed person according to the trajectory information of the user and the trajectory information of the confirmed person, monitor the physiological signs of the user, and obtain monitoring data of the physiological signs.
其中,本申请实施例中确诊人员的轨迹信息以及用户的历史轨迹信息可以均为GPS信息。Wherein, in the embodiment of the present application, the trajectory information of the diagnosed person and the historical trajectory information of the user may both be GPS information.
在一些实施例中,用户的轨迹信息可以是用户在预设历史时间段内的轨迹信息,例如在一周之内的轨迹信息等。In some embodiments, the user's trajectory information may be the user's trajectory information within a preset historical time period, for example, the trajectory information within a week.
在一些实施例中,电子设备可以根据用户历史轨迹信息中的位置信息和时间信息,以及确诊人员的位置信息和时间信息,获得用户与确诊人员之间的接触距离,其中,这里的接触距离可以指在同一时刻,用户所在位置与确诊人员所在位置之间的距离。当用户与确诊人员的接触距离小于传染病病毒的传播距离(即发生近距离接触)时,则用户被传染病毒的风险较大,可以进一步判断用户与确诊人员近距离接触的时间;当用户和确诊人员的发生近接触的时长大于第一阈值时,则确定用户为确诊人员的近距离接触者。In some embodiments, the electronic device may obtain the contact distance between the user and the confirmed person according to the location information and time information in the historical track information of the user and the location information and time information of the confirmed person, where the contact distance here may be Refers to the distance between the user's location and the location of the confirmed person at the same time. When the contact distance between the user and the confirmed person is less than the transmission distance of the infectious disease virus (that is, close contact), the risk of the user being infected with the virus is greater, and the time of close contact between the user and the confirmed person can be further judged; when the user and the confirmed person are in close contact When the duration of close contact of the confirmed person is greater than the first threshold, it is determined that the user is a close contact of the confirmed person.
换言之,电子设备可以基于步骤S901获取确诊人员的轨迹信息,判断电子设备上存储的用户的历史轨迹信息是否出现在确诊人员路线的预设区间内,并且在该预设区间的时间大于第一阈值,若是,则认为用户为确诊人员的近距离接触者。In other words, the electronic device can obtain the trajectory information of the diagnosed person based on step S901, and determine whether the user's historical trajectory information stored on the electronic device appears in the preset interval of the confirmed person's route, and the time in the preset interval is greater than the first threshold. , if so, the user is considered to be a close contact of the confirmed person.
应理解,如果用户仅与确诊人员发生极短暂(时长小于第一阈值)的近距离接触,则该用户被传染的风险较低,此时不将该用户视为确诊人员的近距离接触者;而当用户与确诊人员发生近距离接触,且近距离接触的时长大于或等于第一阈值时,则认为该用户为确诊人员的近距离接触者,后续对其进行生理体征监测以及数据上报。It should be understood that if the user has only a very brief (less than the first threshold) close contact with the confirmed person, the risk of the user being infected is low, and the user is not regarded as a close contact of the confirmed person at this time; When a user has close contact with a confirmed person, and the duration of the close contact is greater than or equal to the first threshold, the user is considered to be a close contact of the confirmed person, and physical signs monitoring and data reporting will be carried out later.
具体地,电子设备还可以根据用户与确诊人员的接触距离,进行近距离接触风险打分,近距离接触风险分数的计算公式如公式(1-1)所示:Specifically, the electronic device can also score the close contact risk according to the contact distance between the user and the confirmed person. The calculation formula of the close contact risk score is shown in formula (1-1):
Figure PCTCN2021137280-appb-000003
Figure PCTCN2021137280-appb-000003
其中,ds为近距离接触风险分数;Among them, ds is the close contact risk score;
d为用户与确诊人员之间的接触距离;d is the contact distance between the user and the confirmed person;
d max为传染病病毒的最大传播距离。 dmax is the maximum transmission distance of the infectious virus.
在一些实施例中,如果电子设备基于确诊人员的轨迹信息中的附加信息,确定用户与确诊人员曾经同处一个密闭空间,例如同处列车车厢、房间、电梯轿厢等密闭空间时,可以不再考虑其同处一个密闭空间的时长,而直接确定该用户为确诊人员的近距离接触者。In some embodiments, if the electronic device determines, based on the additional information in the trajectory information of the confirmed person, that the user and the confirmed person used to be in the same confined space, for example, the same confined space as a train car, room, elevator car, etc., it may not be Then consider the length of time that they are in the same confined space, and directly determine that the user is a close contact of the confirmed person.
在一些实施例中,当确定用户为确诊人员的近距离接触者后,电子设备可以显示第一信息(如图4中的(a)图所示的近距离接触风险提示信息),该第一信息用于向用户查询是否为确诊人员的近距离接触者,该第一信息包括用户与确诊人员发生近距离接触的地点信息和/或时间信息。可选地,当电子设备提示用户存在近距离接触风险时,可以根据ds确定近距离接触的风险等级,并向用户提示该近距离接触的风险等级。In some embodiments, after it is determined that the user is a close contact of the confirmed person, the electronic device may display first information (the close contact risk prompt information shown in (a) of FIG. 4 ), the first information The information is used to inquire whether the user is a close contact of the confirmed person, and the first information includes location information and/or time information of the close contact between the user and the confirmed person. Optionally, when the electronic device prompts the user that there is a risk of close contact, the risk level of the close contact may be determined according to ds, and the risk level of the close contact may be prompted to the user.
电子设备接收所述用户输入的第一确认信息(如图4中的(a)图所示的用户点击确认选项),该第一确认信息可以用于指示用户为近距离接触者。The electronic device receives the first confirmation information input by the user (as shown in (a) of FIG. 4 , the user clicks the confirmation option), and the first confirmation information may be used to indicate that the user is a close contact person.
示例性的,电子设备可以显示第二信息(如图4中的(b)图所示的生理体征监测提示信息),该第二信息用于向用户请求进行生理体征监测。当电子设备接收用户输入的第二确认信息(如图4中的(b)图所示的用户点击确认选项)后,可以开启用户的生理体征监测,该第二确认信息可以用于指示用户同意电子设备进行生理体征监测。Exemplarily, the electronic device may display second information (such as the physiological sign monitoring prompt information shown in (b) of FIG. 4 ), where the second information is used to request the user to perform physiological sign monitoring. When the electronic device receives the second confirmation information input by the user (the user clicks the confirmation option as shown in (b) in FIG. 4 ), the user's physiological sign monitoring can be started, and the second confirmation information can be used to indicate that the user agrees Electronic devices monitor physiological signs.
可选地,当电子设备自身支持生理体征监测功能时,可以由该电子设备对用户进行生理体征监测;或者,电子设备也可以指示与其连接的其它电子设备,如智能手表、智能手环等对用户进行生理体征监测。Optionally, when the electronic device itself supports the function of monitoring physiological signs, the electronic device can monitor the physiological signs of the user; The user performs physiological sign monitoring.
S903,根据监测数据和传染病的特征信息,获取该用户的健康风险分数。S903, obtain the health risk score of the user according to the monitoring data and the characteristic information of the infectious disease.
在一些实施例中,电子设备可以获取不同生理体征对应的权重,该权重可以为根据传染病的特征模型,预先设置的权重。In some embodiments, the electronic device may acquire weights corresponding to different physiological signs, and the weights may be preset weights according to a characteristic model of an infectious disease.
在一些实施例中,电子设备可以根据传染病的特征信息获取至少一个第一生理体征,该第一生理体征为与传染病关联的特征;之后,电子设备可以对用户的该至少一个第一生理体征信息进行监测,并获取第一生理体征的监测数据;然后,电子设备可以根据该至少一个第一生理体征对应的预设权重,对该至少一个第一生理体征的监测数据进行加权计算,获得用户的健康风险分数。In some embodiments, the electronic device may acquire at least one first physiological sign according to the feature information of the infectious disease, where the first physiological sign is a feature associated with the infectious disease; after that, the electronic device may acquire at least one first physiological sign of the user for the at least one first physiological sign. Monitoring the physical sign information, and obtaining the monitoring data of the first physiological sign; then, the electronic device can perform weighted calculation on the monitoring data of the at least one first physiological sign according to the preset weight corresponding to the at least one first physiological sign, and obtain The user's health risk score.
示例性的,以智能手表获取的用户的心率、RRI、Spo2、体温的生理体征为例,则健康分数的计算公式可以为公式(1-2):Exemplarily, taking the physiological signs of the user's heart rate, RRI, Spo2, and body temperature obtained by the smart watch as an example, the calculation formula of the health score can be formula (1-2):
S health=hr weight×心率变化值+RRI weight×RRI心率变化值+Spo2 weight×血氧变化值+T weight×体温变化值   (1-2) S health =hr weight ×heart rate change value+RRI weight ×RRI heart rate change value+Spo2 weight ×blood oxygen change value+T weight ×body temperature change value (1-2)
其中,S health为健康风险分数;hr weight为心率对应的预设权重;RRI weight为心率对应的预设权重;T weight为体温对应的预设权重。应理解,各个生理体征的变化值可以是监测的生理体征监测数据与预设的生理体征的正常数据之间的变化值。 Wherein, S health is a health risk score; hr weight is a preset weight corresponding to heart rate; RRI weight is a preset weight corresponding to heart rate; T weight is a preset weight corresponding to body temperature. It should be understood that the change value of each physiological sign may be a change value between the monitored physiological sign monitoring data and the preset normal data of the physiological sign.
可选地,与传染病关联性较大的生理体征的权重可以设置的较大,与传染病关联性较小的生理体征的权重可以设置的较小。本申请对此不作限定。Optionally, the weight of the physiological sign that is more related to the infectious disease can be set to be larger, and the weight of the physiological sign that is less related to the infectious disease can be set to be smaller. This application does not limit this.
在一些实施例中,电子设备可以根据用户健康分数向用户显示第一提示信息,向用户提示存在健康风险。比如,电子设备确定用户的健康分数不在正常范围之内,则电子设备可以显示如图4中的(d)图所示的风险提示信息。In some embodiments, the electronic device may display the first prompt information to the user according to the user's health score to prompt the user that there is a health risk. For example, if the electronic device determines that the user's health score is not within the normal range, the electronic device may display risk prompt information as shown in (d) of FIG. 4 .
在一些实施例中,电子设备还可以向用户显示第三信息(如图4中的(e)图所示的健康风险分数上报提示信息),向用户请求上报用户的健康风险分数;之后,若电子设备接收用户输入的第三确认信息(如图4中的(e)图所示的用户点击确认选项),即用户同意上报其健康风险分数时,电子设备可以向服务器上报用户的健康风险分数。In some embodiments, the electronic device may also display third information to the user (as shown in (e) in FIG. 4 ), and request the user to report the user's health risk score; The electronic device receives the third confirmation information input by the user (the user clicks the confirmation option as shown in (e) in Figure 4), that is, when the user agrees to report his health risk score, the electronic device can report the user's health risk score to the server. .
在一些实施例中,电子设备可以显示在不同时间点时,所述用户的第一生理体征信息;和/或,显示所述第一生理体征信息随时间的变化趋势(如图5中的(a)图所示)。In some embodiments, the electronic device may display the first physiological sign information of the user at different time points; and/or, display the changing trend of the first physiological sign information over time (as shown in FIG. 5( a) shown in the figure).
在一些实施例中,电子设备可以显示在不同时间点时,所述用户的健康风险分数(如图5中的(b)图所示);或者,在日历界面标注不同日期下对应的健康风险等级(如图5中的(c)图所示)。In some embodiments, the electronic device may display the health risk scores of the user at different time points (as shown in (b) of FIG. 5 ); or, mark the health risks corresponding to different dates on the calendar interface level (as shown in (c) in Figure 5).
S904,向服务器上报健康风险分数,该健康风险分数用于预测第一区域的疫情风险,该第一区域为用户在预设历史时间段停留过的区域,疫情风险包括传染病确诊人员和疑似人员的总风险人数。S904, report a health risk score to the server, where the health risk score is used to predict the epidemic risk in the first area, where the first area is the area where the user stayed in the preset historical time period, and the epidemic risk includes infectious disease confirmed personnel and suspected personnel total number of people at risk.
在一些实施例中,电子设备在获取用户的授权(如图4中的(e)图所示用户点击确认选项)后,电子设备可以向服务器上报健康风险分数;服务器可以根据该健康风险分数预测第一区域的疫情风险。In some embodiments, after the electronic device obtains the authorization of the user (as shown in (e) of FIG. 4 ), the electronic device can report the health risk score to the server; the server can predict the health risk score according to the health risk score Outbreak risk in the first region.
其中,第一区域可以是用户在预设历史时间内停留过的区域,预设历史时间可以预先进行灵活设置,如一周时间等,本申请实施例对此不作限定。并且,本申请实施例所说的用户停留过的区域可以指用户停留时间大于第二阈值的区域,其中,第二阈值可以根据传染病病毒的传播能力等实际情况灵活设定,此处不做限定。The first area may be an area where the user has stayed within a preset historical time, and the preset historical time may be flexibly set in advance, such as a week, etc., which is not limited in this embodiment of the present application. In addition, the area where the user stays in the embodiment of the present application may refer to the area where the user stays longer than a second threshold, wherein the second threshold can be flexibly set according to actual conditions such as the transmission ability of infectious diseases and viruses, which is not done here. limited.
在一些实施例中,服务器可以将预测的第一区域的疫情风险发送给电子设备,由电子设备向用户提示第一区域的疫情风险等级。比如,电子设备可以在所述电子设备的地图页面上显示所述第一区域为疫情风险地区(如图8所示),并且,在该地图页面上可以标注有第一区域的疫情风险等级。In some embodiments, the server may send the predicted epidemic risk of the first area to the electronic device, and the electronic device may prompt the user of the epidemic risk level of the first area. For example, the electronic device may display on the map page of the electronic device that the first area is an epidemic risk area (as shown in FIG. 8 ), and the map page may be marked with the epidemic risk level of the first area.
应理解,通过向用户提示特定区域的疫情风险等级,能够便于用户了解疫情风险地区,合理调整出行路线,降低被传染病感染的风险。It should be understood that by prompting the user of the epidemic risk level of a specific area, it is convenient for the user to understand the epidemic risk area, reasonably adjust the travel route, and reduce the risk of being infected by an infectious disease.
根据本申请实施例提供的疫情预测的方法,通过基于用户和确诊患者的轨迹信息确定用户为疫情近距离接触者后,在用户的授权下,进行生理体征检测,实现自动对用疫情风险进行警报,并且使得服务器可以根据上报数据预测疫情发展,减少人力参与,从而降低被感染人员的数量,提升疫情防控的效率。According to the method for epidemic prediction provided by the embodiment of the present application, after determining that the user is a close contact of the epidemic based on the trajectory information of the user and the confirmed patient, with the authorization of the user, physical sign detection is carried out to realize automatic alarm on the risk of the epidemic. , and allows the server to predict the development of the epidemic according to the reported data, reducing human participation, thereby reducing the number of infected people and improving the efficiency of epidemic prevention and control.
在一些实施例中,服务器可以利用感染人群风险分析模型,对第一区域的疫情发展趋势进行预测,如总风险人数(包括确诊人员和疑似人员的数量)的预测,并根据预测的总风险人数评估该区域的风险等级。具体地,服务器可以将历史风险人群、新增确诊人群、上报数据分析的风险人群合并为种子风险;以确诊人员和疑似人员的人数(增加的风险人数)增长率作为扩散系数,来预测总风险人数。此外,还可以以用户的确认率为扩散系数的校准系数,并总风险人数进行校准。In some embodiments, the server can use the risk analysis model of the infected population to predict the development trend of the epidemic situation in the first area, such as the prediction of the total number of people at risk (including the number of confirmed and suspected people), and based on the predicted total number of people at risk Assess the risk level of the area. Specifically, the server can combine historical risk populations, newly diagnosed populations, and risk populations reported for data analysis into seed risks; use the growth rate of the number of confirmed and suspected individuals (increased risk populations) as a diffusion coefficient to predict the total risk number of people. In addition, the calibration factor for the diffusion coefficient and the total number of people at risk can be calibrated with the user's confirmation rate.
图10示出了本申请实施例提供的服务器侧进行疫情风险预测的示意性流程图。图10示出的过程可以由服务器执行,具体可以包括以下步骤:FIG. 10 shows a schematic flowchart of epidemic risk prediction on the server side provided by an embodiment of the present application. The process shown in FIG. 10 may be executed by the server, and may specifically include the following steps:
S1001,根据健康风险分数确定第一区域的传染病的扩散系数。S1001 , determining the diffusion coefficient of the infectious disease in the first region according to the health risk score.
其中,第一区域可以是用户在预设历史时间段内停留过的区域。第一区域的传染病的扩散系数是指该区域的风险人数的增长率。其中,增长的风险人数为通过电子设备确认与确诊人员有近距离接触的用户的数量。The first area may be an area where the user has stayed within a preset historical time period. The diffusion coefficient of the infectious disease in the first region refers to the growth rate of the number of people at risk in that region. Among them, the number of people who are at increased risk is the number of users who have confirmed close contact with confirmed people through electronic devices.
应理解,现有的一些风险人数预测过程中,直接将风险人数的增长率作为扩散系数,对未来可能的总风险人数进行预测。然而,由于不同的用户其对应的风险等级可能不相同,因而如果直接将所有在终端确认是近距离接触者的用户均作为风险人员,会导致较大的误差。因此,在本申请实施例中,通过上报用户的健康风险分数对用户划分风险等级,确定各个风险等级的扩散系数(增长率),之后,根据各风险等级扩散系数对应的权重,对扩散系数进行修正,获得与疫情等级关联的修正后总的扩散系数。It should be understood that in some existing risk population prediction processes, the growth rate of the risk population is directly used as a diffusion coefficient to predict the possible total risk population in the future. However, since different users may have different risk levels, if all users who are confirmed to be close contacts at the terminal are directly regarded as risk personnel, it will lead to a large error. Therefore, in the embodiment of the present application, the user is divided into risk levels by reporting the health risk score of the user, and the diffusion coefficient (growth rate) of each risk level is determined. Corrected to obtain the corrected total diffusion coefficient associated with the epidemic level.
为便于理解,以图11所示的第一区域的风险人群分布示意图为例,进行更为直观的说明。在图11中,X 3为已确诊人员,X 1,X 2,X 4~X 6分别为X 3的近距离接触者,具体地,X 1与X 3的近距离接触参数(包括接触距离和接时长)为X (1,3),X 2与X 3的近距离接触参数为X (2,3),X 4与X 3的近距离接触参数为X (4,3),X 5与X 3的近距离接触参数为X (3,5),X 6与X 3的近距离接触参数为X (3,6);且不同人员具有不同的健康风险分数,如X 1至X 6的健康风险分数分别对应为h 1至h 6。则服务器在根据近距离接触者计算扩散系数时,需要结合不同近距离接触者的健康风险分数(如h 1至h 6)对应的风险等级,对各风险等级的扩散系数与该风险等级的权重进行加权计算,获得更为准确的扩散系数,进而更准确地预测未来的疫情风险总人数。 For ease of understanding, the schematic diagram of the distribution of risk populations in the first region shown in FIG. 11 is taken as an example for a more intuitive description. In Fig. 11 , X3 is a confirmed person, X1, X2, X4 - X6 are close contacts of X3 , specifically, the close contact parameters of X1 and X3 (including the contact distance The contact time) is X (1, 3) , the close contact parameter of X 2 and X 3 is X (2, 3) , the close contact parameter of X 4 and X 3 is X (4, 3) , X 5 The close contact parameter with X 3 is X (3, 5) , and the close contact parameter between X 6 and X 3 is X (3, 6) ; and different people have different health risk scores, such as X 1 to X 6 The health risk scores of are corresponding to h 1 to h 6 . Then, when the server calculates the diffusion coefficient according to the close contacts, it needs to combine the risk levels corresponding to the health risk scores of different close contacts (such as h 1 to h 6 ) to calculate the diffusion coefficient of each risk level and the weight of the risk level. Perform weighted calculations to obtain a more accurate diffusion coefficient, and then more accurately predict the total number of people at risk of future epidemics.
具体地,服务器接收到电子设备上报的用户的健康风险分数后,根据健康风险分数所属的分数范围,确定该用户对应的风险等级,如当用户的健康风险分数属于高风险等级对应的分数范围时,确定该用户属于高风险等级;当用户的健康风险分数属于中风险等级对应的分数范围时,确定该用户属于中风险等级;当用户的健康风险分数属于低风险等级对应的分数或分数范围时,确定该用户属于低风险;当用户的健康风险分数属于无风险等级对应的分数或分数范围时,确定该用户属于无风险。Specifically, after receiving the user's health risk score reported by the electronic device, the server determines the risk level corresponding to the user according to the score range to which the health risk score belongs, for example, when the user's health risk score belongs to the score range corresponding to the high risk level , it is determined that the user belongs to the high risk level; when the user's health risk score belongs to the score range corresponding to the medium risk level, it is determined that the user belongs to the medium risk level; when the user's health risk score belongs to the score or score range corresponding to the low risk level , it is determined that the user is at low risk; when the user's health risk score belongs to the score or score range corresponding to the risk-free level, it is determined that the user is at no risk.
在一些实施例中,服务器可以预先设置不同风险等级所对应的权重,比如,如表1所示,高风险等级对应的权重为100%,中风险等级对应的权重为50%,低风险等级对应的权重为20%,无风险等级对应的权重为0。In some embodiments, the server may preset weights corresponding to different risk levels. For example, as shown in Table 1, the weight corresponding to the high risk level is 100%, the weight corresponding to the medium risk level is 50%, and the weight corresponding to the low risk level is 100%. The weight is 20%, and the weight corresponding to the risk-free level is 0.
表1Table 1
风险等级Risk level 权重Weights
高风险 high risk 100%100%
中风险medium risk 50%50%
低风险 low risk 20%20%
无风险no risk 00
则修正后的扩散系数r sp可以根据公式(1-3)计算: Then the corrected diffusion coefficient rs can be calculated according to formula (1-3):
修正后r sp=r 高风险×100%+r ×50%+r ×20%+r ×0%     (1-3) Corrected r sp = r high risk × 100% + r medium × 50% + r low × 20% + r none × 0% (1-3)
其中,r 高风险为高风险等级对应的扩散系数;r 中风险为中风险等级对应的扩散系数;r 低风险为低风险等级对应的扩散系数;r 无风险为无风险等级对应的扩散系数。 Among them, r high risk is the diffusion coefficient corresponding to high risk level; r medium risk is the diffusion coefficient corresponding to medium risk level; r low risk is the diffusion coefficient corresponding to low risk level; r no risk is the diffusion coefficient corresponding to no risk level.
其中,各个风险等级的扩散系数可以根据该风险等级新增的人数和该风险等级已有的风险人数进行计算。Wherein, the diffusion coefficient of each risk level can be calculated according to the new number of people at the risk level and the existing number of risk people at the risk level.
S1002,根据扩散系数和第一区域已确诊人员和疑似人员的数量,预测第一区域的总风险人数。S1002, according to the diffusion coefficient and the number of confirmed and suspected persons in the first area, predict the total number of people at risk in the first area.
服务器利用感染人群风险分析模型,对第一区域的疫情总风险人数的预测。The server uses the risk analysis model of the infected population to predict the total number of people at risk of the epidemic in the first region.
第一区域总风险人数可以为根据确诊人员与风险人群以及修正后的扩散系数计算获得。其中,总风险人数的计算公式如(1-4)所示。在某时间点t,第一区域的风险总人数Nr(t)由多个部分的人员组成,具体包括由其他方式获知的当前新增风险人数Ncon(t)、电子设备风险分析的新增风险人数N b(t)、第一区域的修正扩散系数r sp、第一区域的平均电子设备确认率r sm。其中,其他方式获知的当前新增风险人数中的其它方式是指:通过电子设备上报的健康风险分数这一方式之外的其它方式。 The total number of people at risk in the first area can be calculated based on the confirmed people and risk groups and the revised diffusion coefficient. Among them, the formula for calculating the total number of people at risk is shown in (1-4). At a certain time point t, the total number of people at risk Nr(t) in the first area is composed of multiple personnel, including the current number of new risks Ncon(t) obtained by other means, and the new risks of electronic equipment risk analysis. The number of people N b (t), the modified diffusion coefficient rs sp of the first region, and the average electronic device confirmation rate rsm of the first region. Among them, other methods in the current number of newly-increased risk persons obtained by other methods refer to other methods other than the method of reporting the health risk score through an electronic device.
Figure PCTCN2021137280-appb-000004
Figure PCTCN2021137280-appb-000004
此外,服务器可以根据扩散系数,预测第一区域下的新增风险人数,并绘制出风险总人数变化趋势图(如图12所示)。In addition, the server can predict the number of new at-risk persons in the first area according to the diffusion coefficient, and draw a trend graph of the total number of at-risk persons (as shown in Figure 12).
在一些实施例中,服务器可以将预测的风险总人数发送给电子设备,由电子设备展示给用户,进行疫情发展趋势提示。服务器还可以将风险总人数变化趋势图发送给电子设备,由电子设备展示给用户,使用户更加直观地获取疫情发展趋势。In some embodiments, the server may send the predicted total number of people at risk to the electronic device, and the electronic device may display it to the user to prompt the development trend of the epidemic. The server can also send the change trend graph of the total number of people at risk to the electronic device, and the electronic device can display it to the user, so that the user can obtain the development trend of the epidemic more intuitively.
S1003,根据预测的风险总人数确定第一区域的疫情风险等级。S1003: Determine the epidemic risk level of the first area according to the predicted total number of people at risk.
其中,服务器可以根据预测的风险总人数确定第一区域的疫情风险等级。比如,当风险总人数小于或等于10时,对应的第一区域的疫情风险等级为低风险等级;当风险总人数大于10且小于或等于100时,对应的第一区域的疫情风险等级为中风险等级;当风险总人数大于100时,对应的第一区域的疫情风险等级为高风险等级。The server may determine the epidemic risk level of the first area according to the predicted total number of people at risk. For example, when the total number of people at risk is less than or equal to 10, the epidemic risk level of the corresponding first area is low risk; when the total number of people at risk is greater than 10 and less than or equal to 100, the corresponding epidemic risk level of the first area is medium Risk level; when the total number of people at risk is greater than 100, the corresponding epidemic risk level of the first area is a high risk level.
在一些实施例中,服务器可以将疫情风险等级发送给电子设备;电子设备可以根据该疫情风险等级在地图页面的第一区域位置标注其风险等级(如图8所示),使用户更加直观地获取不同区域的疫情状况。In some embodiments, the server can send the epidemic risk level to the electronic device; the electronic device can mark its risk level in the first area of the map page according to the epidemic risk level (as shown in FIG. 8 ), so that the user can more intuitively Get the epidemic situation in different regions.
根据本申请实施例提供的疫情预测的方法,通过基于用户和确诊患者的轨迹信息确定用户为疫情近距离接触者后,在用户的授权下,进行生理体征检测,实现自动对用疫情风险进行警报,并且使得服务器可以根据上报数据预测疫情发展,减少人力参与,从而降低被感染人员的数量,提升疫情防控的效率。According to the method for epidemic prediction provided by the embodiment of the present application, after determining that the user is a close contact of the epidemic based on the trajectory information of the user and the confirmed patient, with the authorization of the user, physical sign detection is carried out to realize automatic alarm on the risk of the epidemic. , and allows the server to predict the development of the epidemic according to the reported data, reducing human participation, thereby reducing the number of infected people and improving the efficiency of epidemic prevention and control.
示例性的,如图13所示,为本申请实施例提供的一种电子设备的结构示意图。该电子设备1300包括接收模块1301,监测模块1302,处理模块1303和发送模块1304。Exemplarily, as shown in FIG. 13 , it is a schematic structural diagram of an electronic device provided in an embodiment of the present application. The electronic device 1300 includes a receiving module 1301 , a monitoring module 1302 , a processing module 1303 and a sending module 1304 .
其中,接收模块1301,可以用于获取传染病确诊人员的轨迹信息和所述传染病的特征信息,所述轨迹信息包括位置信息和时间信息。Among them, the receiving module 1301 can be used to obtain the trajectory information of the person diagnosed with the infectious disease and the characteristic information of the infectious disease, where the trajectory information includes location information and time information.
监测模块1302,可以用于当根据用户的轨迹信息和所述确诊人员的轨迹信息,检测到所述用户为所述确诊人员的近距离接触者时,监测所述用户的生理体征,并获取所述生理体征的监测数据。The monitoring module 1302 can be used to monitor the physiological signs of the user when it is detected that the user is a close contact of the confirmed person according to the trajectory information of the user and the trajectory information of the confirmed person, and obtain all the information. monitoring data of the above-mentioned physiological signs.
处理模块1303,可以用于根据所述监测数据和所述传染病的特征信息,获取所述用户的健康风险分数。The processing module 1303 may be configured to obtain the health risk score of the user according to the monitoring data and the characteristic information of the infectious disease.
发送模块1304,可以用于向服务器上报所述健康风险分数,所述健康风险分数用于所述服务器预测第一区域的疫情风险,所述第一区域为所述用户在预设历史时间段停留过的区域,所述疫情风险包括所述传染病确诊人员和疑似人员的总风险人数。The sending module 1304 can be used to report the health risk score to the server, and the health risk score is used for the server to predict the epidemic risk of the first area, where the first area is where the user stays in a preset historical time period The epidemic risk includes the total number of at-risk persons of the infectious disease confirmed and suspected persons.
在一些实施例中,电子设备1300还可以包括显示模块,可以用于显示第一信息,所 述第一信息用于向用户查询是否为所述近距离接触者,所述第一信息包括所述近距离接触的地点信息和/或时间信息。In some embodiments, the electronic device 1300 may further include a display module, which may be configured to display first information, where the first information is used to query the user whether it is the close contact person, and the first information includes the Location and/or time information of close encounters.
接收模块1301,还可以用于接收所述用户输入的第一确认信息,所述第一确认信息用于指示所述用户为所述近距离接触者。The receiving module 1301 may also be configured to receive first confirmation information input by the user, where the first confirmation information is used to indicate that the user is the close contact person.
在一些实施例中,显示模块,还可以用于显示第二信息,所述第二信息用于向所述用户请求进行生理体征监测。In some embodiments, the display module may be further configured to display second information, where the second information is used to request the user to perform physiological sign monitoring.
接收模块1301,还可以用于接收用户输入的第二确认信息,所述第二确认信息用户指示所述用户同意所述电子设备进行所述生理体征监测。The receiving module 1301 may also be configured to receive second confirmation information input by a user, where the second confirmation information user indicates that the user agrees to the electronic device to monitor the physiological signs.
在一些实施例中,显示模块,还可以用于根据健康风险分数显示第一提示信息,所述第一提示信息用于向所述用户指示存在健康风险。In some embodiments, the display module may be further configured to display first prompt information according to the health risk score, where the first prompt information is used to indicate to the user that there is a health risk.
在一些实施例中,显示模块,还可以用于显示第三信息,该第三信息用于向用户请求上报生理体征监测的数据。In some embodiments, the display module may also be configured to display third information, where the third information is used to request the user to report the data of the monitoring of physiological signs.
接收模块1301,还可以用于接收用户输入的第三确认信息,该第三确认信息用于指示用户同意上报生理体征监测的数据。The receiving module 1301 may also be configured to receive third confirmation information input by the user, where the third confirmation information is used to indicate that the user agrees to report the data of physiological sign monitoring.
在一些实施例中,显示模块,还可以用于显示第四信息,该第四信息用于向用户提示第一区域的疫情风险等级和/或总风险人数。In some embodiments, the display module may be further configured to display fourth information, where the fourth information is used to prompt the user of the epidemic risk level and/or the total number of persons at risk in the first area.
在一些实施例中,处理模块还可以用于根据传染病特征信息获取至少一个第一生理体征,该第一生理体征为与传染病相关的特征;获取所述用户的所述至少一个第一生理体征信息的监测数据;根据预设权重对监测数据加权,计算用户的健康风险分数。In some embodiments, the processing module may be further configured to acquire at least one first physiological sign according to the infectious disease characteristic information, where the first physiological sign is a characteristic related to an infectious disease; acquire the at least one first physiological sign of the user Monitoring data of physical sign information; weight the monitoring data according to the preset weight, and calculate the health risk score of the user.
在一些实施例中,显示模块,还可以用于显示不同时间点对应的第一生理体征的监测数据;和/或,显示第一生理体征的监测数据随时间的变化趋势。In some embodiments, the display module may also be configured to display monitoring data of the first physiological sign corresponding to different time points; and/or, display a change trend of the monitoring data of the first physiological sign over time.
在一些实施例中,显示模块,还可以用于显示地图页面,该地图页面上标注有第一区域的疫情风险等级。In some embodiments, the display module may also be configured to display a map page, where the epidemic risk level of the first area is marked on the map page.
在一些实施例中,处理模块1303,还可以用于根据用户的轨迹信息和确诊人员的轨迹信息确定用户与确诊人员的接触距离;当接触距离小于传播距离,且用户和确诊人员的接触时长大于第一阈值时,确定用户为确诊人员的近距离接触者。In some embodiments, the processing module 1303 can also be used to determine the contact distance between the user and the confirmed person according to the user's trajectory information and the confirmed person's trajectory information; when the contact distance is less than the transmission distance, and the contact time between the user and the confirmed person is greater than At the first threshold, it is determined that the user is a close contact of the confirmed person.
在一些实施例中,处理模块1303,还可以用于根据位置标识确定用户和确诊人员同时处于第一密闭空间时,确定用户为确诊人员的近距离接触者。In some embodiments, the processing module 1303 may also be configured to determine that the user is a close contact of the confirmed person when it is determined according to the location identifier that the user and the confirmed person are in the first confined space at the same time.
其中,位置可以包括以下至少一种:列车车次和/或车厢号、房间标识或者电梯标识;第一密闭空间包括以下至少一种:列车车厢、房间、或者电梯轿厢。The location may include at least one of the following: train number and/or compartment number, room identification or elevator identification; the first enclosed space includes at least one of the following: a train compartment, a room, or an elevator car.
此外,本申请实施例中的传染病的特征信息包括以下至少一种:传染病病毒的传播途径、传染病病毒的传播距离、传染病的潜伏期、与传染病相关的生理体征。生理体征包括以下至少一种:体温、心率、一次心跳期间RRI、血氧饱和度Spo2、睡眠特征。In addition, the characteristic information of the infectious disease in the embodiment of the present application includes at least one of the following: the transmission route of the infectious disease virus, the transmission distance of the infectious disease virus, the incubation period of the infectious disease, and the physiological signs related to the infectious disease. Physiological signs include at least one of the following: body temperature, heart rate, RRI during one heartbeat, blood oxygen saturation Spo2, and sleep characteristics.
示例性的,如图14所示,为本申请实施例提供的一种服务器的结构示意图。该服务器1400包括发送模块1401,接收模块1402和处理模块1403。Exemplarily, as shown in FIG. 14 , it is a schematic structural diagram of a server provided by an embodiment of the present application. The server 1400 includes a sending module 1401 , a receiving module 1402 and a processing module 1403 .
在一些实施例中,发送模块1401,可以用于向电子设备发送传染病确诊人员的轨迹信息和传染病的特征信息,轨迹信息包括位置信息和时间信息。In some embodiments, the sending module 1401 may be configured to send trajectory information of a person diagnosed with an infectious disease and feature information of an infectious disease to the electronic device, where the trajectory information includes location information and time information.
接收模块1402,可以用于接收电子设备发送的用户健康风险分数,该用户为确认是确诊人员的近距离接触者的人员。The receiving module 1402 may be configured to receive the health risk score of the user sent by the electronic device, and the user is a person who is confirmed to be a close contact of the confirmed person.
处理模块1403,可以用于根据健康风险分数预测第一区域的疫情风险,该第一区域 为所述用户在预设历史时间段停留过的区域,疫情风险包括传染病确诊人员和疑似人员的总风险人数。The processing module 1403 can be used to predict the epidemic risk of the first area according to the health risk score, the first area is the area where the user has stayed in the preset historical time period, and the epidemic risk includes the total number of infectious disease confirmed personnel and suspected personnel. Number of people at risk.
在一些实施例中,处理模块1403,还可以用于根据风险分数确定第一区域的传染病的扩散系数;根据扩散系数和第一区域已有的风险人数和扩散系数,预测第一区域的总风险人数;根据总分线人数确定所述第一区域的疫情风险等级。In some embodiments, the processing module 1403 can also be used to determine the diffusion coefficient of the infectious disease in the first area according to the risk score; predict the total number of people at risk in the first area according to the diffusion coefficient and the existing number of people at risk and the diffusion coefficient in the first area. Number of people at risk; determine the epidemic risk level of the first area according to the total number of people on the sub-line.
在一些实施例中,处理模块1403,还可以用于确定多个风险等级分别对应的扩散系数,所述扩散系数用于指示对应的所述风险等级的人数增长率,所述风险等级用于指示为所述传染病确诊人员的概率;根据所述多个扩散系数对应的预设权重,对所述多个扩散系数进行加权,确定所述第一区域的传染病扩散系数。In some embodiments, the processing module 1403 may be further configured to determine diffusion coefficients corresponding to multiple risk levels, where the diffusion coefficients are used to indicate the growth rate of the number of people corresponding to the risk levels, and the risk levels are used to indicate is the probability of a person diagnosed with the infectious disease; according to the preset weights corresponding to the plurality of diffusion coefficients, the plurality of diffusion coefficients are weighted to determine the diffusion coefficient of the infectious disease in the first region.
在一些实施例中,处理模块1403,还可以用于根据以下公式计算总风险人数:In some embodiments, the processing module 1403 can also be used to calculate the total number of people at risk according to the following formula:
Figure PCTCN2021137280-appb-000005
Figure PCTCN2021137280-appb-000005
其中,t为时间,N r(t)为时间点t的所述总风险人数,r sm为所述第一区域用户对确认自身为近距离接触者的平均确认率,r sp为所述第一区域的传染病扩散系数,N con为由外部获知的当前新增确诊人员,N b为根据所述电子设备发送数据确定的新增风险人数。 Among them, t is time, N r (t) is the total number of people at risk at time point t, rs sm is the average confirmation rate of users in the first area confirming that they are close contacts, and rs sp is the first The diffusion coefficient of infectious diseases in a region, N con is the current newly diagnosed person known from the outside, and N b is the newly added risk number determined according to the data sent by the electronic device.
本申请实施例还提供了一种计算机可读存储介质,该计算机可读存储介质中存储有指令,当其在计算机或处理器上运行时,使得计算机或处理器执行上述任一个方法中的一个或多个步骤。Embodiments of the present application also provide a computer-readable storage medium, where instructions are stored in the computer-readable storage medium, and when the computer or processor is run on a computer or a processor, the computer or the processor is made to execute any one of the above methods. or multiple steps.
本申请实施例还提供了一种包含指令的计算机程序产品。当该计算机程序产品在计算机或处理器上运行时,使得计算机或处理器执行上述任一个方法中的一个或多个步骤。Embodiments of the present application also provide a computer program product including instructions. The computer program product, when run on a computer or processor, causes the computer or processor to perform one or more steps of any of the above methods.
在上述实施例中,可以全部或部分地通过软件、硬件、固件或者其任意组合来实现。当使用软件实现时,可以全部或部分地以计算机程序产品的形式实现。所述计算机程序产品包括一个或多个计算机指令。在计算机上加载和执行所述计算机程序指令时,全部或部分地产生按照本申请实施例所述的流程或功能。所述计算机可以是通用计算机、专用计算机、计算机网络、或者其他可编程装置。所述计算机指令可以存储在计算机可读存储介质中,或者通过所述计算机可读存储介质进行传输。所述计算机指令可以从一个网站站点、计算机、服务器或数据中心通过有线(例如同轴电缆、光纤、数字用户线)或无线(例如红外、无线、微波等)方式向另一个网站站点、计算机、服务器或数据中心进行传输。所述计算机可读存储介质可以是计算机能够存取的任何可用介质或者是包含一个或多个可用介质集成的服务器、数据中心等数据存储设备。所述可用介质可以是磁性介质,(例如,软盘、硬盘、磁带)、光介质(例如,DVD)、或者半导体介质(例如,固态硬盘(solid state disk,SSD))等。In the above-mentioned embodiments, it may be implemented in whole or in part by software, hardware, firmware or any combination thereof. When implemented in software, it can be implemented in whole or in part in the form of a computer program product. The computer program product includes one or more computer instructions. When the computer program instructions are loaded and executed on a computer, all or part of the processes or functions described in the embodiments of the present application are generated. The computer may be a general purpose computer, special purpose computer, computer network, or other programmable device. The computer instructions may be stored in or transmitted over a computer-readable storage medium. The computer instructions can be sent from one website site, computer, server, or data center to another website site, computer, server or data center for transmission. The computer-readable storage medium can be any available medium that can be accessed by a computer or a data storage device such as a server, a data center, or the like that includes an integration of one or more available media. The usable media may be magnetic media (eg, floppy disks, hard disks, magnetic tapes), optical media (eg, DVDs), or semiconductor media (eg, solid state disks (SSDs)), and the like.
本领域普通技术人员可以理解实现上述实施例方法中的全部或部分流程,该流程可以由计算机程序来指令相关的硬件完成,该程序可存储于计算机可读取存储介质中,该程序在执行时,可包括如上述各方法实施例的流程。而前述的存储介质包括:ROM或随机存储记忆体RAM、磁碟或者光盘等各种可存储程序代码的介质。Those of ordinary skill in the art can understand that all or part of the processes in the methods of the above embodiments can be implemented. The process can be completed by instructing the relevant hardware by a computer program, and the program can be stored in a computer-readable storage medium. When the program is executed , which may include the processes of the foregoing method embodiments. The aforementioned storage medium includes: ROM or random storage memory RAM, magnetic disk or optical disk and other mediums that can store program codes.
以上所述,仅为本申请实施例的具体实施方式,但本申请实施例的保护范围并不局限于此,任何在本申请实施例揭露的技术范围内的变化或替换,都应涵盖在本申请实施例的保护范围之内。因此,本申请实施例的保护范围应以所述权利要求的保护范围为准。The above are only specific implementations of the embodiments of the present application, but the protection scope of the embodiments of the present application is not limited thereto, and any changes or substitutions within the technical scope disclosed in the embodiments of the present application shall be covered by this within the protection scope of the application examples. Therefore, the protection scope of the embodiments of the present application should be subject to the protection scope of the claims.

Claims (21)

  1. 一种疫情预测的方法,其特征在于,应用于电子设备,包括:A method for epidemic prediction, characterized in that, applied to electronic equipment, comprising:
    获取传染病确诊人员的轨迹信息和所述传染病的特征信息,所述轨迹信息包括位置信息和所述位置信息对应的时间信息;Obtaining trajectory information of a person diagnosed with an infectious disease and feature information of the infectious disease, where the trajectory information includes location information and time information corresponding to the location information;
    根据用户的轨迹信息和所述确诊人员的轨迹信息,检测到所述用户为所述确诊人员的近距离接触者时,获取所述用户的生理体征的监测数据;According to the trajectory information of the user and the trajectory information of the confirmed person, when it is detected that the user is a close contact of the confirmed person, acquiring monitoring data of the physiological signs of the user;
    根据所述监测数据和所述传染病的特征信息,确定所述用户的健康风险分数;Determine the health risk score of the user according to the monitoring data and the characteristic information of the infectious disease;
    向服务器上报所述健康风险分数,所述健康风险分数用于预测第一区域的疫情风险,所述第一区域为所述用户在预设历史时间段停留过的区域,所述疫情风险包括所述传染病确诊人员和疑似人员的总风险人数。The health risk score is reported to the server, and the health risk score is used to predict the epidemic risk in the first area, where the first area is the area where the user stayed in the preset historical time period, and the epidemic risk includes all The total number of people at risk of confirmed and suspected infectious diseases.
  2. 根据权利要求1所述的方法,其特征在于,所述当根据用户的轨迹信息和所述确诊人员的轨迹信息,检测到所述用户为所述确诊人员的近距离接触者时,所述方法还包括:The method according to claim 1, wherein, when it is detected that the user is a close contact of the confirmed person according to the trajectory information of the user and the trajectory information of the confirmed person, the method Also includes:
    显示第一信息,所述第一信息用于向用户查询是否为所述近距离接触者,所述第一信息包括所述近距离接触的地点信息和/或时间信息。Displaying first information, where the first information is used to inquire whether the user is the close contact person, the first information includes location information and/or time information of the close contact.
  3. 根据权利要求1或2所述的方法,其特征在于,所述方法还包括:The method according to claim 1 or 2, wherein the method further comprises:
    显示第二信息,所述第二信息用于向所述用户请求进行生理体征监测;displaying second information, where the second information is used to request the user for physiological sign monitoring;
    接收用户输入的第二确认信息,所述第二确认信息用于指示所述用户同意所述电子设备进行所述生理体征监测。Second confirmation information input by a user is received, where the second confirmation information is used to indicate that the user agrees to the electronic device to perform the physiological sign monitoring.
  4. 根据权利要求3所述的方法,其特征在于,所述方法还包括:The method according to claim 3, wherein the method further comprises:
    显示第三信息,所述第三信息用于向用户请求上报所述生理体征的监测数据;displaying third information, where the third information is used to request the user to report the monitoring data of the physiological sign;
    接收所述用户输入的第三确认信息,所述第三确认信息用于指示同意上报所述生理体征监测的数据。Third confirmation information input by the user is received, where the third confirmation information is used to indicate agreement to report the data of the physiological sign monitoring.
  5. 根据权利要求1-4中任一项所述的方法,其特征在于,所述方法还包括:The method according to any one of claims 1-4, wherein the method further comprises:
    接收所述服务器发送的第一指示信息,所述第一指示信息用于指示所述第一区域的疫情风险等级和/或所述第一区域的风险总人数;receiving first indication information sent by the server, where the first indication information is used to indicate the epidemic risk level of the first area and/or the total number of people at risk in the first area;
    显示第四信息,所述第四信息用于向所述用户提示所述第一区域的所述疫情风险等级和/或所述第一区域的所述总风险人数。Fourth information is displayed, where the fourth information is used to prompt the user of the epidemic risk level of the first area and/or the total number of people at risk in the first area.
  6. 根据权利要求1-5中任一项所述的方法,其特征在于,所述根据所述生理体征信息和所述传染病的特征信息,计算所述用户的健康风险分数,还包括:The method according to any one of claims 1-5, wherein the calculating the user's health risk score according to the physiological sign information and the characteristic information of the infectious disease further comprises:
    根据所述传染病的特征信息获取至少一个第一生理体征,所述第一生理体征为与所述传染病相关的特征;Obtain at least one first physiological sign according to the characteristic information of the infectious disease, where the first physiological sign is a characteristic related to the infectious disease;
    获取所述用户的所述至少一个第一生理体征的监测数据,每个所述第一生理体征具有对应的第一预设权重;acquiring monitoring data of the at least one first physiological sign of the user, each of the first physiological signs having a corresponding first preset weight;
    根据所述至少一个第一生理体征的监测数据和对应的所述第一预设权重进行加权计算,获取所述用户的健康风险分数。Weighted calculation is performed according to the monitoring data of the at least one first physiological sign and the corresponding first preset weight, so as to obtain the health risk score of the user.
  7. 根据权利要求1-6中任一项所述的方法,其特征在于,所述方法还包括:The method according to any one of claims 1-6, wherein the method further comprises:
    显示不同时间点对应的第一生理体征的监测数据;和/或,Display the monitoring data of the first physiological sign corresponding to different time points; and/or,
    显示第一生理体征的监测数据随时间的变化趋势。The trend of the monitoring data of the first physiological sign over time is displayed.
  8. 根据权利要求1-7中任一项所述的方法,其特征在于,所述方法还包括:The method according to any one of claims 1-7, wherein the method further comprises:
    显示地图页面,所述地图页面上标注有所述第一区域的疫情风险等级。A map page is displayed, and the map page is marked with the epidemic risk level of the first area.
  9. 根据权利要求1-8中任一项所述的方法,其特征在于,所述传染病的特征信息包括所述传染病的传播距离,所述根据用户的轨迹信息和所述确诊人员的轨迹信息,确定所述用户为所述确诊人员的近距离接触者,包括:The method according to any one of claims 1 to 8, wherein the characteristic information of the infectious disease includes a transmission distance of the infectious disease, and the trajectory information according to the user and the trajectory information of the diagnosed person , determine that the user is a close contact of the confirmed person, including:
    根据所述用户的轨迹信息和所述确诊人员的轨迹信息确定所述用户与所述确诊人员的接触距离;Determine the contact distance between the user and the confirmed person according to the trajectory information of the user and the confirmed person;
    当所述接触距离小于所述传播距离,且所述用户和所述确诊人员的接触时长大于第一阈值时,确定所述用户为所述确诊人员的近距离接触者。When the contact distance is less than the transmission distance, and the contact time between the user and the confirmed person is greater than a first threshold, it is determined that the user is a close contact of the confirmed person.
  10. 根据权利要求1-9中任一项所述的方法,其特征在于,所述确诊人员的轨迹信息和所述用户的轨迹信息还包括位置标识,所述方法还包括:The method according to any one of claims 1-9, wherein the trajectory information of the diagnosed person and the user's trajectory information further includes a location identifier, and the method further includes:
    当根据所述位置标识确定所述用户和所述确诊人员同时处于第一密闭空间时,确定所述用户为所述确诊人员的近距离接触者。When it is determined according to the location identifier that the user and the confirmed person are in the first confined space at the same time, it is determined that the user is a close contact of the confirmed person.
  11. 根据权利要求10所述的方法,其特征在于,所述位置标识包括以下至少一种:The method according to claim 10, wherein the location identifier comprises at least one of the following:
    列车车次和/或车厢号、房间标识或者电梯标识;Train number and/or car number, room identification or elevator identification;
    所述第一密闭空间包括以下至少一种:The first closed space includes at least one of the following:
    列车车厢、房间、或者电梯轿厢。A train car, room, or elevator car.
  12. 根据权利要求1-11中任一项所述的方法,其特征在于,所述传染病的特征信息包括以下至少一种:The method according to any one of claims 1-11, wherein the characteristic information of the infectious disease comprises at least one of the following:
    传染病病毒传播途径、传染病病毒的传播距离、所述传染病的潜伏期、与所述传染病相关的生理体征。The transmission route of the infectious disease virus, the transmission distance of the infectious disease virus, the incubation period of the infectious disease, and the physiological signs related to the infectious disease.
  13. 根据权利要求1-12中任一项所述的方法,其特征在于,所述生理体征包括以下至少一种:The method according to any one of claims 1-12, wherein the physiological signs include at least one of the following:
    体温、心率、一次心跳期间RRI、心电图、血氧饱和度Spo2、睡眠特征。Body temperature, heart rate, RRI during one heartbeat, electrocardiogram, blood oxygen saturation Spo2, sleep characteristics.
  14. 一种疫情预测的方法,其特征在于,应用于服务器,包括:A method for epidemic prediction, characterized in that, applied to a server, comprising:
    向电子设备发送传染病确诊人员的轨迹信息和所述传染病的特征信息,所述轨迹信息包括位置信息和时间信息;Sending the trajectory information of the person diagnosed with the infectious disease and the characteristic information of the infectious disease to the electronic device, where the trajectory information includes location information and time information;
    接收所述电子设备发送的用户健康风险分数,所述用户为确认是所述确诊人员的近距离接触者的人员;receiving a health risk score of a user sent by the electronic device, where the user is a person confirmed to be a close contact of the confirmed person;
    根据所述健康风险分数预测第一区域的疫情风险,所述第一区域为所述用户在预设历史时间段停留过的区域,所述疫情风险包括所述传染病确诊人员和疑似人员的总风险人数。Predict the epidemic risk of a first area according to the health risk score, where the first area is an area where the user has stayed in a preset historical time period, and the epidemic risk includes the total number of confirmed and suspected infectious disease personnel. Number of people at risk.
  15. 根据权利要求14所述的方法,其特征在于,所述服务器预设有多个风险等级,每个所述风险等级具有对应的健康风险分数区间,所述方法还包括:The method according to claim 14, wherein the server is preset with a plurality of risk levels, each of the risk levels has a corresponding health risk score interval, and the method further comprises:
    根据所述用户的健康风险分数所属的所述健康风险分数区间,确定所述用户对应的风险等级,每个所述风险等级具有对应的第二预设权重;Determine the risk level corresponding to the user according to the health risk score interval to which the user's health risk score belongs, and each of the risk levels has a corresponding second preset weight;
    根据所述多个风险等级分别对应的新增风险人数,确定所述多个风险等级分别对应的扩散系数;According to the number of newly-increased risk numbers corresponding to the multiple risk levels, respectively, determining the diffusion coefficients corresponding to the multiple risk levels;
    将所述多个风险等级的扩散系数和对应所述第二预设权重进行加权计算,获取修 正扩散系数;Perform weighted calculation on the diffusion coefficients of the multiple risk levels and the corresponding second preset weights to obtain a revised diffusion coefficient;
    根据所述修正扩散系数和所述第一区域已有的风险人数,预测所述第一区域的所述总风险人数。The total risk population in the first region is predicted according to the modified diffusion coefficient and the existing risk population in the first region.
  16. 根据权利要求14或15所述的方法,其特征在于,所述方法还包括:The method according to claim 14 or 15, wherein the method further comprises:
    根据所述总风险人数确定所述第一区域的疫情风险等级;Determine the epidemic risk level of the first area according to the total number of people at risk;
    向所述电子设备发送第一指示信息,所述第一指示信息用于指示所述第一区域的疫情风险等级和/或所述第一区域的风险总人数。Send first indication information to the electronic device, where the first indication information is used to indicate the epidemic risk level of the first area and/or the total number of people at risk in the first area.
  17. 根据权利要求14至16中任一项所述的方法,其特征在于,所述总风险人数包括:The method according to any one of claims 14 to 16, wherein the total risk population comprises:
    Figure PCTCN2021137280-appb-100001
    Figure PCTCN2021137280-appb-100001
    其中,t为时间,N r(t)为时间点t的所述总风险人数,r sm为所述用户通过所述电子设备确认自身为近距离接触者的平均确认率,r sp为修正扩散系数,N con为由其它方式获知的当前新增风险人员,N b为根据所述电子设备发送数据确定的新增风险人数。 Where, t is time, N r (t) is the total number of people at risk at time point t, rs sm is the average confirmation rate of the user confirming that he is a close contact through the electronic device, and rs sp is the corrected diffusion coefficient, N con is the current new risk personnel obtained by other means, and N b is the newly increased risk personnel determined according to the data sent by the electronic device.
  18. 一种电子设备,其特征在于,包括通信接口、处理器、存储器以及存储在所述存储器中并可在所述处理器上运行的计算机程序,当所述处理器在执行所述计算机程序时,使得所述电子设备实现如权利要求1至13中任一项所述的疫情预测的方法。An electronic device, characterized by comprising a communication interface, a processor, a memory, and a computer program stored in the memory and executable on the processor, when the processor executes the computer program, The electronic device is made to implement the method for epidemic prediction according to any one of claims 1 to 13.
  19. 一种服务器,其特征在于,包括通信接口、处理器、存储器以及存储在所述存储器中并可在所述处理器上运行的计算机程序,当所述处理器在执行所述计算机程序时,使得所述服务器实现如权利要求14至17中任一项所述的疫情预测的方法。A server, characterized in that it includes a communication interface, a processor, a memory, and a computer program stored in the memory and executable on the processor, when the processor executes the computer program, causing The server implements the method for epidemic prediction according to any one of claims 14 to 17.
  20. 一种计算机可读存储介质,其特征在于,包括计算机指令,当所述计算机指令在计算机上运行时,使得所述计算机执行如权利要求1至17中任一项所述的疫情预测的方法。A computer-readable storage medium, characterized by comprising computer instructions, which, when the computer instructions are executed on a computer, cause the computer to execute the method for epidemic prediction according to any one of claims 1 to 17.
  21. 一种计算机产品,其特征在于,当所述计算机产品在计算机上运行时,使得所述计算机执行如权利要求1至17中任一项所述的疫情预测的方法。A computer product, characterized in that, when the computer product runs on a computer, the computer is made to execute the method for epidemic prediction according to any one of claims 1 to 17.
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