CN112185559A - Big data analysis system and method based on precise medical treatment - Google Patents
Big data analysis system and method based on precise medical treatment Download PDFInfo
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Abstract
The invention discloses a big data analysis system and method based on precise medical treatment, and belongs to the technical field of data processing. According to the invention, the human body information acquisition equipment acquires human body physiological data and human body behavior data of a user, the environment detection equipment acquires environment information of a residence place of the user, the data processing equipment performs data cleaning on the human body physiological data, the human body behavior data and the environment information to obtain effective human body physiological data, effective human body behavior data and effective environment information, the data analysis equipment performs health analysis on the user according to the effective human body physiological data, the effective human body behavior data and the effective environment information to obtain a body state of the user, the health analysis is performed through the effective human body physiological data, the effective human body behavior data and the effective environment information, the human body data and the environment information are combined, the large data analysis is more comprehensive, and the accuracy of accurate medical treatment is improved.
Description
Technical Field
The invention relates to the technical field of data processing, in particular to a big data analysis system and method based on precise medical treatment.
Background
With the rapid development of high-throughput biotechnology, various omics and bioinformatics, and systematic methods, precise medical treatment is gradually becoming a new paradigm for future medical development. However, data acquisition of the current accurate medical treatment has one-sidedness, and the data processing mode is single, so that data analysis is limited, and the accuracy of the accurate medical treatment is low.
The above is only for the purpose of assisting understanding of the technical aspects of the present invention, and does not represent an admission that the above is prior art.
Disclosure of Invention
The invention mainly aims to provide a big data analysis system and method based on precise medical treatment, and aims to solve the technical problem that the precision medical treatment in the prior art is low in accuracy.
In order to achieve the above object, the present invention provides a big data analysis system based on precise medical treatment, including: the system comprises human body information acquisition equipment, environment detection equipment, data processing equipment and data analysis equipment;
the human body information acquisition equipment is used for acquiring human body physiological data and human body behavior data of a user and sending the human body physiological data and the human body behavior data to the data processing equipment;
the environment detection equipment is used for acquiring environment information of the residence of the user and sending the environment information to the data processing equipment;
the data processing device is used for receiving the human body physiological data and the human body behavior data sent by the human body information acquisition device and the environment information sent by the environment detection device, performing data cleaning on the human body physiological data, the human body behavior data and the environment information to obtain effective human body physiological data, effective human body behavior data and effective environment information, and sending the effective human body physiological data, the effective human body behavior data and the effective environment information to the data analysis device;
the data analysis device is used for receiving the effective human body physiological data, the effective human body behavior data and the effective environment information sent by the data processing device, and performing health analysis on the user according to the effective human body physiological data, the effective human body behavior data and the effective environment information to obtain the body state of the user.
Optionally, the data analysis device is further configured to obtain a first similarity between the effective human body physiological data and the healthy human body physiological data, and a second similarity between the effective human body behavior data and the healthy human body behavior data;
the data analysis equipment is further used for determining a target similarity according to the first similarity and the second similarity, and determining the body state of the user according to the target similarity and the effective environment information.
Optionally, the precision medical treatment-based big data analysis system further includes: a secure encryption device;
the data processing device is further configured to send the effective human body physiological data, the effective human body behavior data and the effective environment information to the security encryption device;
the safety encryption equipment is further used for receiving effective human body physiological data, effective human body behavior data and effective environment information sent by the data processing equipment, encrypting the effective human body physiological data, the effective human body behavior data and the effective environment information according to preset measures to obtain target human body physiological data, target human body behavior data and target environment information, and sending the target human body physiological data, the target human body behavior data and the target environment information to the data analysis equipment;
the data analysis device is further configured to receive target human body physiological data, target human body behavior data and target environment information sent by the security encryption device, and perform health analysis on the user according to the target human body physiological data, the target human body behavior data and the target environment information to obtain a physical state of the user.
Optionally, the precision medical treatment-based big data analysis system further includes: a service terminal;
the data analysis equipment is further used for sending the physical state of the user to the service terminal;
the service terminal is used for receiving the body state of the user sent by the data analysis equipment and acquiring a state type corresponding to the body state;
the service terminal is further used for providing corresponding health guidance information for the user according to the sub-health state when the state type is the sub-health state;
and the service terminal is also used for providing corresponding expert information and hospital information for the user according to the diseased state when the state type is the diseased state.
Optionally, the precision medical treatment-based big data analysis system further includes: a display device;
the data analysis equipment is further used for acquiring an expert ranking corresponding to the expert information and a hospital ranking corresponding to the hospital information, and sending the expert information, the expert ranking, the hospital information and the hospital ranking to the display equipment;
the display device is used for receiving the expert information and the hospital information sent by the data analysis device, setting corresponding characteristic identifiers on a map according to the expert information and the hospital information, and displaying the map with the characteristic identifiers, the expert ranking and the hospital ranking on a display interface.
Further, to achieve the above object, the present invention further provides a big data analysis method based on precise medical treatment, where the big data analysis method based on precise medical treatment is applied to a big data analysis system based on precise medical treatment, and the big data analysis system based on precise medical treatment includes: the system comprises human body information acquisition equipment, environment detection equipment, data processing equipment and data analysis equipment;
the big data analysis method based on precise medical treatment comprises the following steps:
the human body information acquisition equipment acquires human body physiological data and human body behavior data of a user and sends the human body physiological data and the human body behavior data to the data processing equipment;
the environment detection equipment acquires environment information of the residence of the user and sends the environment information to the data processing equipment;
the data processing equipment receives the human body physiological data and the human body behavior data sent by the human body information acquisition equipment and the environment information sent by the environment detection equipment, performs data cleaning on the human body physiological data, the human body behavior data and the environment information to obtain effective human body physiological data, effective human body behavior data and effective environment information, and sends the effective human body physiological data, the effective human body behavior data and the effective environment information to the data analysis equipment;
the data analysis equipment receives the effective human body physiological data, the effective human body behavior data and the effective environment information sent by the data processing equipment, and carries out health analysis on the user according to the effective human body physiological data, the effective human body behavior data and the effective environment information to obtain the body state of the user.
Optionally, the data analysis device receives the valid human body physiological data, the valid human body behavior data, and the valid environment information sent by the data processing device, and performs health analysis on the user according to the valid human body physiological data, the valid human body behavior data, and the valid environment information, so as to obtain the physical state of the user, where the health analysis includes:
the data analysis equipment acquires a first similarity between the effective human body physiological data and healthy human body physiological data and a second similarity between the effective human body behavior data and the healthy human body behavior data;
the data analysis equipment determines target similarity according to the first similarity and the second similarity, and determines the body state of the user according to the target similarity and the effective environment information.
Optionally, the sending the effective human physiological data, the effective human behavior data and the effective environmental information to the data analysis device includes:
the effective human body physiological data, the effective human body behavior data and the effective environment information are sent to a safety encryption device by the data processing device;
the safety encryption equipment receives the effective human body physiological data, the effective human body behavior data and the effective environment information sent by the data processing equipment, encrypts the effective human body physiological data, the effective human body behavior data and the effective environment information according to preset measures to obtain target human body physiological data, target human body behavior data and target environment information, and sends the target human body physiological data, the target human body behavior data and the target environment information to the data analysis equipment.
Optionally, the data analysis device receives the effective human body physiological data, the effective human body behavior data, and the effective environment information sent by the data processing device, and performs health analysis on the user according to the effective human body physiological data, the effective human body behavior data, and the effective environment information, so as to obtain the physical state of the user, the method further includes:
the data analysis equipment sends the physical state of the user to a service terminal;
the service terminal receives the body state of the user sent by the data analysis equipment and acquires a state type corresponding to the body state;
when the state type is a sub-health state, the service terminal provides corresponding health guidance information for the user according to the sub-health state;
and when the state type is the sick state, the service terminal provides corresponding expert information and hospital information for the user according to the sick state.
Optionally, when the status type is a diseased status, after providing corresponding expert information and hospital information to the user according to the diseased status, the service terminal further includes:
the data analysis equipment acquires expert ranking corresponding to the expert information and hospital ranking corresponding to the hospital information, and sends the expert information, the expert ranking, the hospital information and the hospital ranking to the display equipment;
the display device receives the expert information and the hospital information sent by the data analysis device, sets corresponding feature identifiers on a map according to the expert information and the hospital information, and displays the map with the feature identifiers, the expert ranking and the hospital ranking on a display interface.
According to the invention, the human body information acquisition equipment acquires human body physiological data and human body behavior data of a user, the environment detection equipment acquires environment information of a residence place of the user, the data processing equipment performs data cleaning on the human body physiological data, the human body behavior data and the environment information to obtain effective human body physiological data, effective human body behavior data and effective environment information, the data analysis equipment performs health analysis on the user according to the effective human body physiological data, the effective human body behavior data and the effective environment information to obtain a body state of the user, the health analysis is performed through the effective human body physiological data, the effective human body behavior data and the effective environment information, the human body data and the environment information are combined, the large data analysis is more comprehensive, and the accuracy of accurate medical treatment is improved.
Drawings
FIG. 1 is a block diagram of a first embodiment of the big data analysis system based on precision medical treatment according to the present invention;
FIG. 2 is a block diagram of a second embodiment of the big data analysis system based on precision medical treatment according to the present invention;
FIG. 3 is a schematic flow chart of a first embodiment of the big data analysis method based on precise medical treatment according to the present invention;
fig. 4 is a schematic flow chart of a big data analysis method based on precision medical treatment according to a second embodiment of the present invention.
The implementation, functional features and advantages of the objects of the present invention will be further explained with reference to the accompanying drawings.
Detailed Description
It should be understood that the specific embodiments described herein are merely illustrative of the invention and are not intended to limit the invention.
Referring to fig. 1, fig. 1 is a block diagram illustrating a first embodiment of a big data analysis system based on precision medical treatment according to the present invention.
In this embodiment, the accurate medical treatment-based big data analysis system includes: the human body information collection device 10, the environment detection device 20, the data processing device 30, and the data analysis device 40 communicate with each other via the internet, so as to realize data transmission, and the data transmission protocol may be File Transfer Protocol (FTP) or other transmission protocols, which is not limited in this embodiment. In the present embodiment, the accurate medical big data analysis system analyzes the physical state of the user based on the human body data and the living environment of the user, and performs corresponding health guidance according to the physical state of the user, and the environment detection device 20 may be disposed in the residence of the user, for example, the home of the user; the human body information collecting device 10 can be a fixed device, which is arranged in the home of the user, or a mobile device, which can be worn on the body of the user; the big data analysis system based on precise medical treatment is generally managed and operated by a health service management center or a medical service company, and the data processing device 30 and the data analysis device 40 may be disposed in the health service management center or the medical service company, which is not limited in this embodiment.
It should be noted that, in this embodiment, the human body information collecting device 10 may be a human body data collecting terminal, the human body data collecting terminal may obtain human body physiological data and human body behavior data by scanning a human body, a user may also stand on the human body data collecting terminal, and the human body data collecting terminal may also obtain human body physiological data and human body behavior data by contacting feet of the user. In addition, the human body information collecting device 10 in this embodiment may also be a wearable device, the wearable device may collect human body physiological data and human body behavior data in real time when worn by a user, the human body information collecting device 10 may also be a device in another form, and the present embodiment is not limited to driving. The human body physiological data includes, but is not limited to, a heart rate, a body temperature, and a sweat excretion amount, the human body behavior data includes, but is not limited to, lying down, walking, and running, and the human body information collecting device 10 transmits the human body physiological data and the human body behavior data to the data processing device 30 after collecting the human body physiological data and the human body behavior data of the user.
In this embodiment, the environment detection device 20 is configured to detect an environment of a place where the user resides, the environment detection device 20 includes, but is not limited to, a temperature sensor, an illumination sensor, and a humidity sensor, environment information of the place where the user resides, such as an indoor temperature and an indoor air humidity, may be acquired by various environment sensors, and the environment detection device 20 transmits the environment information acquired of the place where the user resides to the data processing device 30.
In specific implementation, the big data is not only large in capacity and rich in content, but also is heterogeneous in structure, the data generation speed is rapid, knowledge contained in the data cannot be measured, the data analysis accuracy is affected due to the complexity and the inequality of the big data, in order to ensure the accuracy of the big data analysis, the obtained data needs to be cleaned before the data is analyzed, and invalid data is removed. After the data processing device 30 performs data cleaning on the human physiological data, the human behavior data and the environmental information, effective human physiological data, effective human behavior data and effective environmental information can be obtained, the effective data represents data that can be used for data analysis, and then the data processing device 30 sends the effective human physiological data, the effective human behavior data and the effective environmental information to the data analysis device 40.
In the present embodiment, the data analysis device 40 receives the valid human physiological data, the valid human behavior data, and the valid environment information, and performs health analysis on the user according to the valid human physiological data, the valid human behavior data, and the valid environment information, so as to determine the physical state of the user, where the physical state includes a healthy state, a sub-healthy state, and a diseased state, and there is a corresponding relationship between the human physiological data, the valid human behavior data, and the valid environment information and the physical state, and the state of the user can be determined according to the corresponding relationship.
In a specific implementation, the human physiological data and the human behavior data belong to human body data, and the implementation determines the similarity between the human body data and the healthy human body data according to the physiological data and the behavior data. Specifically, the data analysis device 40 obtains a first similarity according to the valid human body physiological data and the healthy human body physiological data, and obtains a second similarity according to the valid human body behavior data and the healthy human body behavior data, where the first similarity represents a data similarity between the valid human body physiological data and the healthy human body physiological data, and the second similarity represents a data similarity between the valid human body behavior data and the healthy human body behavior data, and in this embodiment, the first similarity and the second similarity may be determined according to a data name, a data type, a data value size, and the like. Further, after the first similarity and the second similarity are obtained, the target similarity may be determined according to the first similarity and the second similarity, and in this embodiment, the target similarity may be calculated according to respective weight values corresponding to the first similarity and the second similarity, for example, the first similarity is a, the second similarity is B, the weight value corresponding to the first similarity is X, the weight value corresponding to the second similarity is Y, and the target similarity is AX + BY. The environment also has great influence to health, for make data analysis more comprehensive, improve the accuracy of accurate medical treatment, this embodiment carries out health analysis to the user through combining human data and environmental information, specifically, can confirm user's health state according to target similarity and effective environmental information, for example, the human body temperature when winter can slightly be less than the human body temperature when summer, also need combine the environment to carry out the analysis together to the judgement that the user has a fever.
In this embodiment, human physiological data and human behavior data of user are gathered to human information collection equipment, environment check out test set acquires the environmental information of user's place of residence, data processing equipment carries out data cleaning to human physiological data, human behavior data and environmental information, obtain effective human physiological data, effective human behavior data and effective environmental information, data analysis equipment carries out health analysis to the user according to effective human physiological data, effective human behavior data and effective environmental information, obtain user's health status, carry out health analysis through effective human physiological data, effective human behavior data and effective environmental information, combine human data and environmental information, make big data analysis more comprehensive, improve the accuracy of accurate medical treatment.
Referring to fig. 2 and fig. 2 are block diagrams illustrating a second embodiment of the big data analysis system based on precision medical treatment according to the present invention, and the second embodiment of the big data analysis system based on precision medical treatment according to the present invention is proposed based on the first embodiment.
It should be noted that data privacy refers to information that an entity such as a person or an organization is unwilling or does not want to be known from the outside, and relates to the fuzziness, privacy, and usability of data, and it is particularly important to protect the privacy of the precise medical big data, and in this embodiment, the precise medical big data analysis system further includes a secure encryption device 50.
In a specific implementation, after the data processing device 30 cleans the data, the valid human body physiological data, the valid human body behavior data and the valid environment information are sent to the security encryption device 50, and the target human body physiological data, the target human body behavior data and the target environment information can be obtained after the encryption by the security encryption device 50. The encryption in this embodiment includes data encryption and access encryption, the data encryption may be performed in a way of obfuscation or anonymization, and the access encryption may be performed in a way of user identification, which is not limited in this embodiment. Further, the secure encryption device 50 sends the target human physiological data, the target human behavior data and the target environment information to the data analysis device 40 after encryption, and the data analysis device 40 performs health analysis on the user according to the target human physiological data, the target human behavior data and the target environment information.
In this embodiment, the accurate medical treatment-based big data analysis system further includes a service terminal 60, the service terminal 60 may provide corresponding services according to the physical state of the user, specifically, the data analysis device 40 sends the analyzed physical state of the user to the service terminal 60, and the service terminal 60 determines a corresponding state type according to the physical state of the user, where the state type of the physical state includes a healthy state, a sub-healthy state, and a diseased state.
It should be noted that the sub-health state is a physical state between a health state and a disease state, and the user still cannot meet the health standard although not suffering from the disease, so when the user is in the sub-health state, it is necessary to provide corresponding health guidance information to the user, for example, to make an exercise plan, a diet plan, and to specify the sleep time of the user.
Further, if the physical state of the user is already the disease state, the user needs to be treated in a targeted manner, in this embodiment, the service terminal 60 may provide the user with corresponding expert information and hospital information according to the disease state, the expert information includes an expert name, years of employment, and the like, the hospital information includes a hospital location, a hospital scale, and a medical resource amount, for example, if the user is determined to have a stomach illness according to the disease state, the information of a stomach illness expert and a hospital which has a score in terms of stomach illness treatment are provided to the user, and if the user is determined to be only a small disease such as fever according to the disease state, the expert and the hospital are recommended to the user according to the distance. In addition, the service terminal 60 in this embodiment can also provide the drug information and clinical decision needed for the targeted therapy to the user in the diseased state.
In specific implementation, the big data analysis system based on accurate medical treatment further includes display device 70, and the display screen is equipped with on the display device 70, and the display screen is used for visual display, and data analysis device 40 can obtain corresponding expert's rank according to expert's information in this embodiment, can obtain corresponding hospital's rank according to hospital's information simultaneously, and data analysis device 40 is with expert's information and corresponding expert's rank and hospital's information and corresponding hospital's rank.
In specific implementation, a map is preset in the display device 70, the map may be an intra-city regional map, in this embodiment, the display device 70 displays the received new expert and hospital information on the map, sets corresponding feature identifiers for the expert information and the hospital information on the map, displays a densely distributed region on the map through the feature identifiers, and the feature identifiers may adopt region feature identifiers, visually displays the geographical position of the hospital on the map, and may display each expert in a miniature form on the map by using a portrait identifier. In the embodiment, besides visually displaying the map with the feature identifier on the display interface, the expert ranking and the hospital ranking are also displayed on the display interface, and the expert ranking and the hospital ranking can be displayed in forms of bar charts, graphs or the like.
In the specific implementation, the expert ranking and the hospital ranking are obtained by extracting expert features from expert information and hospital features from hospital information, mapping all the expert features and the hospital features in a feature network into a high-dimensional space, using expert vectors and hospital vectors obtained by accumulating and standardizing feature vectors of the same hospital and expert attributes in the network, and obtaining the expert ranking and the hospital ranking by utilizing cosine similarity.
It should be further noted that the visualization includes an inoperable visualization and an operable visualization, and the inoperable visualization is directly displayed on a visualization map or displayed in the form of various graphic charts, and the operable visualization displays the feedback result mainly in the form of a table, and can receive a data user instruction, process the data, and feed the result back to the user in the form of a graphic or a data table.
According to the embodiment, the human physiological data, the human behavior data and the environmental information are encrypted through the safety encryption equipment, the data safety of the precise medical treatment is improved, the medical service is provided for the user through the server according to the body state of the user, the expert information, the expert ranking, the hospital information and the hospital ranking are displayed on the display interface through the display equipment, and the precise medical treatment is more humanized and accurate through the targeted analysis and visual display of big data.
Referring to fig. 3, fig. 3 is a schematic flow chart of a first embodiment of the precise medical treatment-based big data analysis method according to the present invention, where the precise medical treatment-based big data analysis method is applied to a precise medical treatment-based big data analysis system, and the precise medical treatment-based big data analysis system includes: the system comprises human body information acquisition equipment, environment detection equipment, data processing equipment and data analysis equipment;
the big data analysis method based on precise medical treatment comprises the following steps:
step S10: the human body information acquisition equipment acquires human body physiological data and human body behavior data of a user and sends the human body physiological data and the human body behavior data to the data processing equipment.
In this embodiment, the accurate medical treatment-based big data analysis system includes: the human body information acquisition device, the environment detection device, the data processing device and the data analysis device communicate through the internet to realize data transmission, and the data transmission protocol may adopt a File Transfer Protocol (FTP) or other transmission protocols, which is not limited in this embodiment. In the embodiment, the big data analysis system based on the precise medical treatment analyzes the physical state of the user based on the human body data and the living environment of the user, and performs corresponding health guidance according to the physical state of the user, and the environment detection device can be arranged in the residence place of the user, such as the home of the user; the human body information acquisition equipment can be fixed equipment which is arranged in a user home, or can be movable equipment which can be worn on the body of the user; the big data analysis system based on precise medical treatment is usually managed and operated by a health service management center or a medical service company, and the data processing device and the data analysis device may be disposed in the health service management center or the medical service company, which is not limited in this embodiment.
It should be noted that, in this embodiment, the human body information collecting device may be a human body data collecting terminal, the human body data collecting terminal may obtain human body physiological data and human body behavior data by scanning a human body, a user may also stand on the human body data collecting terminal, and the human body data collecting terminal may also obtain human body physiological data and human body behavior data by contacting feet of the user. In addition, human information acquisition equipment still can be a wearable equipment in this embodiment, and wearable equipment can be when the user dresses, and human physiological data and human behavior data are gathered in real time, and human information acquisition equipment still can be the equipment of other forms, does not drive in this embodiment with the restriction. The human body physiological data comprises but is not limited to heartbeat rate, body temperature and sweat excretion, the human body behavior data comprises but is not limited to lying down, walking and running, and the human body information acquisition device transmits the human body physiological data and the human body behavior data to the data processing device after acquiring the human body physiological data and the human body behavior data of the user.
Step S20: and the environment detection equipment acquires the environment information of the residence of the user and sends the environment information to the data processing equipment.
In this embodiment, the environment detection device is configured to detect an environment of a place where a user resides, the environment detection device includes, but is not limited to, a temperature sensor, an illumination sensor, and a humidity sensor, and can acquire environment information of the place where the user resides, such as an indoor temperature and an indoor air humidity, through various environment sensors, and the environment detection device sends the environment information acquired of the place where the user resides to the data processing device.
Step S30: the data processing equipment receives the human physiological data and the human behavior data that the human information acquisition equipment sent, and the environmental information that the environment check out test set sent, it is right human physiological data human behavior data and environmental information carry out data cleaning, obtain effective human physiological data, effective human behavior data and effective environmental information, will effective human physiological data effective human behavior data and effective environmental information send to data analysis equipment.
In specific implementation, the big data is not only large in capacity and rich in content, but also is heterogeneous in structure, the data generation speed is rapid, knowledge contained in the data cannot be measured, the data analysis accuracy is affected due to the complexity and the inequality of the big data, in order to ensure the accuracy of the big data analysis, the obtained data needs to be cleaned before the data is analyzed, and invalid data is removed. After the data processing equipment performs data cleaning on the human physiological data, the human behavior data and the environmental information, effective human physiological data, effective human behavior data and effective environmental information can be obtained, the effective data represents data which can be used for data analysis, and then the data processing equipment sends the effective human physiological data, the effective human behavior data and the effective environmental information to the data analysis equipment.
Step S40: the data analysis equipment receives the effective human body physiological data, the effective human body behavior data and the effective environment information sent by the data processing equipment, and carries out health analysis on the user according to the effective human body physiological data, the effective human body behavior data and the effective environment information to obtain the body state of the user.
In this embodiment, the data analysis device receives the effective human body physiological data, the effective human body behavior data, and the effective environment information, and performs health analysis on the user according to the effective human body physiological data, the effective human body behavior data, and the effective environment information, so as to determine a physical state of the user, where the physical state includes a healthy state, a sub-healthy state, and a diseased state.
In a specific implementation, the human physiological data and the human behavior data belong to human body data, and the implementation determines the similarity between the human body data and the healthy human body data according to the physiological data and the behavior data. Specifically, the data analysis device obtains a first similarity according to the effective human body physiological data and the healthy human body physiological data, and obtains a second similarity according to the effective human body behavior data and the healthy human body behavior data, where the first similarity represents a data similarity between the effective human body physiological data and the healthy human body physiological data, and the second similarity represents a data similarity between the effective human body behavior data and the healthy human body behavior data, and in this embodiment, the first similarity and the second similarity may be determined according to a data name, a data type, a data value, and the like. Further, after the first similarity and the second similarity are obtained, the target similarity may be determined according to the first similarity and the second similarity, and in this embodiment, the target similarity may be calculated according to respective weight values corresponding to the first similarity and the second similarity, for example, the first similarity is a, the second similarity is B, the weight value corresponding to the first similarity is X, the weight value corresponding to the second similarity is Y, and the target similarity is AX + BY. The environment also has great influence to health, for make data analysis more comprehensive, improve the accuracy of accurate medical treatment, this embodiment carries out health analysis to the user through combining human data and environmental information, specifically, can confirm user's health state according to target similarity and effective environmental information, for example, the human body temperature when winter can slightly be less than the human body temperature when summer, also need combine the environment to carry out the analysis together to the judgement that the user has a fever.
In this embodiment, human physiological data and human behavior data of user are gathered to human information collection equipment, environment check out test set acquires the environmental information of user's place of residence, data processing equipment carries out data cleaning to human physiological data, human behavior data and environmental information, obtain effective human physiological data, effective human behavior data and effective environmental information, data analysis equipment carries out health analysis to the user according to effective human physiological data, effective human behavior data and effective environmental information, obtain user's health status, carry out health analysis through effective human physiological data, effective human behavior data and effective environmental information, combine human data and environmental information, make big data analysis more comprehensive, improve the accuracy of accurate medical treatment.
Fig. 4 is a schematic flow chart of a second embodiment of the big data analysis method based on precise medical treatment according to the present invention, and the second embodiment of the big data analysis method based on precise medical treatment according to the present invention is proposed based on the first embodiment.
In this embodiment, the precision medical treatment-based big data analysis system further includes a secure encryption device, and step S40 includes:
step S401: the data processing equipment sends the effective human body physiological data, the effective human body behavior data and the effective environment information to a safety encryption device.
It should be noted that data privacy refers to information that an entity such as a person or an organization is unwilling or does not want to be known from the outside, and relates to the fuzziness, privacy, and usability of data, and it is particularly important to protect the privacy of the precise medical big data.
In specific implementation, after the data processing device cleans the data, the effective human body physiological data, the effective human body behavior data and the effective environment information are sent to the safety encryption device, and the target human body physiological data, the target human body behavior data and the target environment information can be obtained after the data are encrypted by the safety encryption device.
Step S402: the safety encryption equipment receives the effective human body physiological data, the effective human body behavior data and the effective environment information sent by the data processing equipment, encrypts the effective human body physiological data, the effective human body behavior data and the effective environment information according to preset measures to obtain target human body physiological data, target human body behavior data and target environment information, and sends the target human body physiological data, the target human body behavior data and the target environment information to the data analysis equipment.
The encryption in this embodiment includes data encryption and access encryption, the data encryption may be performed in a way of obfuscation or anonymization, and the access encryption may be performed in a way of user identification, which is not limited in this embodiment. Further, after the safety encryption device encrypts, the target human body physiological data, the target human body behavior data and the target environment information are sent to the data analysis device, and the data analysis device carries out health analysis on the user according to the target human body physiological data, the target human body behavior data and the target environment information.
Further, the step S40 is followed by: the data analysis equipment sends the physical state of the user to a service terminal; the service terminal receives the body state of the user sent by the data analysis equipment and acquires a state type corresponding to the body state; when the state type is a sub-health state, the service terminal provides corresponding health guidance information for the user according to the sub-health state; and when the state type is the sick state, the service terminal provides corresponding expert information and hospital information for the user according to the sick state.
In this embodiment, the accurate medical treatment-based big data analysis system further includes a service terminal, the service terminal may provide corresponding services according to the physical state of the user, specifically, the data analysis device sends the analyzed physical state of the user to the service terminal, and the service terminal determines a corresponding state type according to the physical state of the user, where the state type of the physical state includes a healthy state, a sub-healthy state, and a diseased state.
It should be noted that the sub-health state is a physical state between a health state and a disease state, and the user still cannot meet the health standard although not suffering from the disease, so when the user is in the sub-health state, it is necessary to provide corresponding health guidance information to the user, for example, to make an exercise plan, a diet plan, and to specify the sleep time of the user.
Further, if the physical state of the user is already the sick state, the user needs to be treated in a targeted manner, in this embodiment, the service terminal may provide the user with corresponding expert information and hospital information according to the sick state, the expert information includes an expert name, years of employment, and the like, the hospital information includes a hospital location, a hospital scale, and a medical resource amount, for example, if the user is determined to have a stomach illness according to the sick state, the information of a stomach illness expert and a hospital which has a score in terms of stomach illness treatment are provided to the user, and if the user is determined to be only a small disease such as fever according to the sick state, the expert and the hospital are recommended to the user according to the distance. In addition, the service terminal in this embodiment may also provide medicine information and clinical decisions required for targeted therapy to the user in the diseased state.
Further, when the status type is a diseased status, the service terminal further includes, after providing the corresponding expert information and hospital information to the user according to the diseased status: the data analysis equipment acquires expert ranking corresponding to the expert information and hospital ranking corresponding to the hospital information, and sends the expert information, the expert ranking, the hospital information and the hospital ranking to the display equipment; the display device receives the expert information and the hospital information sent by the data analysis device, sets corresponding feature identifiers on a map according to the expert information and the hospital information, and displays the map with the feature identifiers, the expert ranking and the hospital ranking on a display interface.
In concrete implementation, big data analysis system based on accurate medical treatment still includes display device, is equipped with the display screen on the display device, and the display screen is used for visual display, and data analysis device can obtain corresponding expert's rank according to expert's information in this embodiment, can obtain corresponding hospital's rank according to hospital's information simultaneously, and data analysis device is with expert's information and corresponding expert's rank and hospital's information and corresponding hospital's rank.
In specific implementation, a map is preset in the display device, the map can be a map of an area in a city, in this embodiment, the display device displays received new experts and hospital information on the map, corresponding feature identifiers are set for the expert information and the hospital information on the map, densely distributed regions are displayed on the map through the feature identifiers, the feature identifiers can adopt region feature identifiers, geographical positions of the hospital are visually displayed on the map, and meanwhile, portrait identifiers can be used for epitome display of each expert on the map. In the embodiment, besides visually displaying the map with the feature identifier on the display interface, the expert ranking and the hospital ranking are also displayed on the display interface, and the expert ranking and the hospital ranking can be displayed in forms of bar charts, graphs or the like.
In the specific implementation, the expert ranking and the hospital ranking are obtained by extracting expert features from expert information and hospital features from hospital information, mapping all the expert features and the hospital features in a feature network into a high-dimensional space, using expert vectors and hospital vectors obtained by accumulating and standardizing feature vectors of the same hospital and expert attributes in the network, and obtaining the expert ranking and the hospital ranking by utilizing cosine similarity.
It should be further noted that the visualization includes an inoperable visualization and an operable visualization, and the inoperable visualization is directly displayed on a visualization map or displayed in the form of various graphic charts, and the operable visualization displays the feedback result mainly in the form of a table, and can receive a data user instruction, process the data, and feed the result back to the user in the form of a graphic or a data table.
According to the embodiment, the human physiological data, the human behavior data and the environmental information are encrypted through the safety encryption equipment, the data safety of the precise medical treatment is improved, the medical service is provided for the user through the server according to the body state of the user, the expert information, the expert ranking, the hospital information and the hospital ranking are displayed on the display interface through the display equipment, and the precise medical treatment is more humanized and accurate through the targeted analysis and visual display of big data.
Further, it is to be noted that, in this document, the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or system that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or system. Without further limitation, an element defined by the phrase "comprising an … …" does not exclude the presence of other like elements in a process, method, article, or system that comprises the element.
The above-mentioned serial numbers of the embodiments of the present invention are merely for description and do not represent the merits of the embodiments.
Through the above description of the embodiments, those skilled in the art will clearly understand that the method of the above embodiments can be implemented by software plus a necessary general hardware platform, and certainly can also be implemented by hardware, but in many cases, the former is a better implementation manner. Based on such understanding, the technical solution of the present invention or portions thereof that contribute to the prior art may be embodied in the form of a software product, where the computer software product is stored in a storage medium (e.g. Read Only Memory (ROM)/RAM, magnetic disk, optical disk), and includes several instructions for enabling a terminal device (e.g. a mobile phone, a computer, a server, or a network device) to execute the method according to the embodiments of the present invention.
The above description is only a preferred embodiment of the present invention, and not intended to limit the scope of the present invention, and all modifications of equivalent structures and equivalent processes, which are made by using the contents of the present specification and the accompanying drawings, or directly or indirectly applied to other related technical fields, are included in the scope of the present invention.
Claims (10)
1. An accurate medical treatment-based big data analysis system, comprising: the system comprises human body information acquisition equipment, environment detection equipment, data processing equipment and data analysis equipment;
the human body information acquisition equipment is used for acquiring human body physiological data and human body behavior data of a user and sending the human body physiological data and the human body behavior data to the data processing equipment;
the environment detection equipment is used for acquiring environment information of the residence of the user and sending the environment information to the data processing equipment;
the data processing device is used for receiving the human body physiological data and the human body behavior data sent by the human body information acquisition device and the environment information sent by the environment detection device, performing data cleaning on the human body physiological data, the human body behavior data and the environment information to obtain effective human body physiological data, effective human body behavior data and effective environment information, and sending the effective human body physiological data, the effective human body behavior data and the effective environment information to the data analysis device;
the data analysis device is used for receiving the effective human body physiological data, the effective human body behavior data and the effective environment information sent by the data processing device, and performing health analysis on the user according to the effective human body physiological data, the effective human body behavior data and the effective environment information to obtain the body state of the user.
2. The smart medical based big data analysis system of claim 1, wherein the data analysis device is further configured to obtain a first similarity between the effective human physiological data and healthy human physiological data, and a second similarity between the effective human behavior data and healthy human behavior data;
the data analysis equipment is further used for determining a target similarity according to the first similarity and the second similarity, and determining the body state of the user according to the target similarity and the effective environment information.
3. The smart medical based big data analysis system of claim 1, further comprising: a secure encryption device;
the data processing device is further configured to send the effective human body physiological data, the effective human body behavior data and the effective environment information to the security encryption device;
the safety encryption equipment is further used for receiving effective human body physiological data, effective human body behavior data and effective environment information sent by the data processing equipment, encrypting the effective human body physiological data, the effective human body behavior data and the effective environment information according to preset measures to obtain target human body physiological data, target human body behavior data and target environment information, and sending the target human body physiological data, the target human body behavior data and the target environment information to the data analysis equipment;
the data analysis device is further configured to receive target human body physiological data, target human body behavior data and target environment information sent by the security encryption device, and perform health analysis on the user according to the target human body physiological data, the target human body behavior data and the target environment information to obtain a physical state of the user.
4. The smart medical based big data analysis system of any one of claims 1 to 3, further comprising: a service terminal;
the data analysis equipment is further used for sending the physical state of the user to the service terminal;
the service terminal is used for receiving the body state of the user sent by the data analysis equipment and acquiring a state type corresponding to the body state;
the service terminal is further used for providing corresponding health guidance information for the user according to the sub-health state when the state type is the sub-health state;
and the service terminal is also used for providing corresponding expert information and hospital information for the user according to the diseased state when the state type is the diseased state.
5. The smart medical based big data analysis system of claim 4, further comprising: a display device;
the data analysis equipment is further used for acquiring an expert ranking corresponding to the expert information and a hospital ranking corresponding to the hospital information, and sending the expert information, the expert ranking, the hospital information and the hospital ranking to the display equipment;
the display device is used for receiving the expert information and the hospital information sent by the data analysis device, setting corresponding characteristic identifiers on a map according to the expert information and the hospital information, and displaying the map with the characteristic identifiers, the expert ranking and the hospital ranking on a display interface.
6. A big data analysis method based on precise medical treatment is characterized in that the big data analysis method based on precise medical treatment is applied to a big data analysis system based on precise medical treatment, and the big data analysis system based on precise medical treatment comprises the following steps: the system comprises human body information acquisition equipment, environment detection equipment, data processing equipment and data analysis equipment;
the big data analysis method based on precise medical treatment comprises the following steps:
the human body information acquisition equipment acquires human body physiological data and human body behavior data of a user and sends the human body physiological data and the human body behavior data to the data processing equipment;
the environment detection equipment acquires environment information of the residence of the user and sends the environment information to the data processing equipment;
the data processing equipment receives the human body physiological data and the human body behavior data sent by the human body information acquisition equipment and the environment information sent by the environment detection equipment, performs data cleaning on the human body physiological data, the human body behavior data and the environment information to obtain effective human body physiological data, effective human body behavior data and effective environment information, and sends the effective human body physiological data, the effective human body behavior data and the effective environment information to the data analysis equipment;
the data analysis equipment receives the effective human body physiological data, the effective human body behavior data and the effective environment information sent by the data processing equipment, and carries out health analysis on the user according to the effective human body physiological data, the effective human body behavior data and the effective environment information to obtain the body state of the user.
7. The big data analysis method based on precise medical treatment according to claim 6, wherein the data analysis device receives the effective human body physiological data, the effective human body behavior data and the effective environment information sent by the data processing device, and the health analysis of the user is performed according to the effective human body physiological data, the effective human body behavior data and the effective environment information, and the obtaining of the physical state of the user comprises:
the data analysis equipment acquires a first similarity between the effective human body physiological data and healthy human body physiological data and a second similarity between the effective human body behavior data and the healthy human body behavior data;
the data analysis equipment determines target similarity according to the first similarity and the second similarity, and determines the body state of the user according to the target similarity and the effective environment information.
8. The refined medical treatment-based big data analysis method according to claim 6, wherein the sending the effective human physiological data, the effective human behavior data, and the effective environmental information to the data analysis device comprises:
the effective human body physiological data, the effective human body behavior data and the effective environment information are sent to a safety encryption device by the data processing device;
the safety encryption equipment receives the effective human body physiological data, the effective human body behavior data and the effective environment information sent by the data processing equipment, encrypts the effective human body physiological data, the effective human body behavior data and the effective environment information according to preset measures to obtain target human body physiological data, target human body behavior data and target environment information, and sends the target human body physiological data, the target human body behavior data and the target environment information to the data analysis equipment.
9. The method for analyzing big data based on precise medical treatment according to any one of claims 6 to 8, wherein the data analysis device receives valid human physiological data, valid human behavior data and valid environment information sent by the data processing device, and after performing health analysis on the user according to the valid human physiological data, the valid human behavior data and the valid environment information to obtain the physical state of the user, the method further comprises:
the data analysis equipment sends the physical state of the user to a service terminal;
the service terminal receives the body state of the user sent by the data analysis equipment and acquires a state type corresponding to the body state;
when the state type is a sub-health state, the service terminal provides corresponding health guidance information for the user according to the sub-health state;
and when the state type is the sick state, the service terminal provides corresponding expert information and hospital information for the user according to the sick state.
10. The big data analysis method based on precise medical treatment according to claim 9, wherein the service terminal, when the status type is a diseased status, after providing the user with corresponding expert information and hospital information according to the diseased status, further comprises:
the data analysis equipment acquires expert ranking corresponding to the expert information and hospital ranking corresponding to the hospital information, and sends the expert information, the expert ranking, the hospital information and the hospital ranking to the display equipment;
the display device receives the expert information and the hospital information sent by the data analysis device, sets corresponding feature identifiers on a map according to the expert information and the hospital information, and displays the map with the feature identifiers, the expert ranking and the hospital ranking on a display interface.
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