CN108065936A - Family expenses asthma prevents analysis system online - Google Patents

Family expenses asthma prevents analysis system online Download PDF

Info

Publication number
CN108065936A
CN108065936A CN201611022271.2A CN201611022271A CN108065936A CN 108065936 A CN108065936 A CN 108065936A CN 201611022271 A CN201611022271 A CN 201611022271A CN 108065936 A CN108065936 A CN 108065936A
Authority
CN
China
Prior art keywords
patient
asthma
doctor
module
data
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
CN201611022271.2A
Other languages
Chinese (zh)
Inventor
叶庆泰
叶宇辰
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Shanghai Jiaotong University
Original Assignee
Shanghai Jiaotong University
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Shanghai Jiaotong University filed Critical Shanghai Jiaotong University
Priority to CN201611022271.2A priority Critical patent/CN108065936A/en
Publication of CN108065936A publication Critical patent/CN108065936A/en
Pending legal-status Critical Current

Links

Classifications

    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/08Detecting, measuring or recording devices for evaluating the respiratory organs
    • A61B5/087Measuring breath flow
    • A61B5/0871Peak expiratory flowmeters
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/74Details of notification to user or communication with user or patient ; user input means
    • A61B5/742Details of notification to user or communication with user or patient ; user input means using visual displays
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/74Details of notification to user or communication with user or patient ; user input means
    • A61B5/7465Arrangements for interactive communication between patient and care services, e.g. by using a telephone network

Abstract

The present invention provides a kind of family expenses asthma and prevents analysis system online, including:Measurement module, for detecting the PEF values of patient;Image at patient, for shooting the testing result image for including PEF values of measurement module, and is transmitted to network interaction module by the intelligent terminal with camera function;Network interaction module, for being interacted between doctor and patient by network with information, the image that intelligent terminal is sent is transmitted to asthma cases management module;Asthma cases management module, receive testing result image, and the PEF values of patient are obtained after being handled by analysis the image automatically, doctor carries out illness analysis by the PEF values of patient and provides therapeutic scheme, it directly issues patient or is passed back to by network interaction module described in patient on intelligent terminal, carry out doctor-patient interaction.The present invention is simple and practical, easy to operate, reliability is high, of low cost, is promoted available for poverty-stricken area and in undeveloped country.

Description

Family expenses asthma prevents analysis system online
Technical field
The present invention relates to a kind of prevention system of asthma, the asthma based on particularly a kind of asthma test by family The prevention system of sick on-line data acquisition, processing with realizing doctor-patient interaction, belongs to public health disease prevention and cure field.
Background technology
Asthma is most common chronic, multiple diseases in world wide.And a kind of global range Inner diagnosis is unclear, controls Treat improperly disease.Asthma prevention Education Center of Shoudu Inst. of Pediatrics Chen Yu intelligence is pointed out:Asthma is in many countries in the whole world It is a serious public health problem, asthma is suffered from the whole world more than 100,000,000 people, and illness rate is rising in children.It is fallen ill Situation is sometimes very serious, even fatal, and very heavy burden is caused to sufferer family.Chinese children asthma prevalence is about 0.5~2%, at least ten million Yi Shang patient.Asthma is a kind of refractory disease again, once spread in middle medical circles " tinea is not controlled outside, it is interior Do not control asthma " saying.The research of recent asthma gene has made substantial progress, but to popularize in an all-round way to apply and also be asked there are numerous Topic.
" the guide pocket edition of asthma management and prevention " middle finger of asthma prevention Education Center of Shoudu Inst. of Pediatrics translation Go out:PEF values have been demonstrated to can be used for Diagnosing Asthma and assess the severity of asthma, can also provide foundation to some pathogenic factors. If the PEF values of the regular record sufferer of energy can provide the therapeutic scheme of a severity for being suitable for their asthma for patient, The course of disease of asthma also can be monitored effectively simultaneously.The aberration rate of PEF has played the role of conclusive in the diagnosis of asthma.The world Health Organisation recommendations measure PEF values with mechanical peak flow meter.But due to the use of trouble, utilization rate only 8% or so.In recent years The electronic type peak flow meter of development is also due to investment problem, price problem, stability problem, problem of calibrating, maintenance etc. are asked It inscribes and is not applied very well.
Through retrieval, Chinese Patent Application No. CN200410016431 which disclose a kind of family expenses asthma prevention System, the patent include peak flow meter, peak expiratory flow electronic measuring device, wireless transmitter or family's PC computers and asthma Case computer management system.Although the patent can automatically save the PEF values of patient, curve, and the PEF numbers of patient are drawn Value can be transferred directly to hospital, and doctor analyzes the state of an illness, monitor asthma progression of the disease.But the cost is relatively high, and It is inconvenient to use.Then can not be to establish real asthma mathematical model to carry since big data and cloud computing technology can not be applied For condition.
The content of the invention
For in the prior art the defects of, the object of the present invention is to provide it is a kind of it is simple, reliable, easy to use, price is low Honest and clean family expenses asthma prevents analysis system online.
The present invention is achieved by the following technical solutions:
The present invention provides a kind of family expenses asthma and prevents analysis system online, including:
Measurement module, for detecting patient PEF (peak expiratory flow) value;
Intelligent terminal with camera function, the terminal are located at patient, for shoot measurement module comprising PEF values Testing result image, and image is transmitted to network interaction module;
For being interacted between doctor and patient by network with information, intelligent terminal is sent for network interaction module Image be transmitted to asthma cases management module;
Asthma cases management module, the module are located at doctor or hospital, receive testing result image, and the image is passed through It crosses after analyzing and processing and obtains the PEF values of patient automatically, the PEF values that doctor passes through patient carry out illness analysis and provide treatment side Case is directly issued patient or is passed back to by network interaction module at patient on the intelligent terminal, carries out doctor-patient interaction.
Preferably, existing peak flow meter may be employed in the measurement module, and the intelligent terminal will carry out the detection of PEF values Peak flow meter result panel shot through intelligent terminal into image.
Preferably, the intelligent terminal with camera function, can be smart mobile phone or similar to ipad, The portable terminals such as iwatch, it is of course also possible to be the terminals such as computer, if it can realize camera function, while in network Under the conditions of, it can realize information exchange.
Preferably, the system further comprises big data and cloud computing module, and the module is for storing, analyzing personal is gone through History data, while the sampled data for the asthma PEF values for passing through global range, diagnosis and therapy recording and medicining condition analysis, are asthma The research of disease and drug therapy provide basic data.
It is highly preferred that the big data and cloud computing module, carry out data cloud storage by the PEF values of a large amount of patients, and tie It closes and is stored in historical data in data cloud, carry out big data analysis, auxiliary doctor remote analysis, diagnosis, and by the disease of doctor Mutual affection is analysed and therapeutic scheme is passed back to by network interaction module on the intelligent terminal of patient, carries out doctor-patient interaction.
It is highly preferred that the big data and cloud computing module read the PEF measured automatically using digital image processing techniques Numerical value, and data cloud storage is carried out, according to substantial amounts of historical data, the mathematical model in relation to asthma is established, passes through the mathematics Model provides effective objective data further really to solve the pathogenesis of asthma, condition-inference, therapeutic scheme.
In system of the present invention:A measurement module for PEF values and the intelligent terminal with camera function are only needed, is suffered from Person gives a puff, and captured image, can realize the prompting that doctor is waited on same intelligent terminal and therapeutic scheme or and doctor Call inquiry.Whole process is very simple and convenient, and at low cost, realizes the seamless connection between doctors and patients truly, and leads to It crosses mass data processing and quantitative point is made on the environment influence of asthma, medication effect, the ethnic degree of association, personalized constitution etc. Analysis.
Compared with prior art, the present invention has following advantageous effect:
The above-mentioned simple system of the present invention is practical, easy to operate, reliability is high, of low cost, available for poverty-stricken area and It is promoted in undeveloped country.
The application function of the shooting function of intelligent terminal, network transmission function, image processing function is had unit by the present invention Be combined, make system in terms of reliability, in terms of ease-to-operate, in terms of system investments, expanding of system function etc. It is greatly improved, and big data analysis, entire technical solution cost can be provided for the prediction and treatment of asthma symptom Low, operation is very easy, carries out the prevention of asthma whenever and wherever possible suitable for patient, realizes between patient and doctor or hospital It is seamlessly connected.
Description of the drawings
Upon reading the detailed description of non-limiting embodiments with reference to the following drawings, other feature of the invention, Objects and advantages will become more apparent upon:
Fig. 1 is the system structure diagram of one embodiment of the invention,
In figure:Mechanical peak flow meter 1-1, smart mobile phone 1-2, wechat public platform 1-3, data cloud 1-4, hospital and doctor Raw 1-5, scientific research center 1-6, data network 1-7;
The flow chart that Fig. 2 is the image identification of the mechanical peak flow meter panel of one embodiment of the invention and PEF values are read.
Specific embodiment
With reference to specific embodiment, the present invention is described in detail.Following embodiment will be helpful to the technology of this field Personnel further understand the present invention, but the invention is not limited in any way.It should be pointed out that the ordinary skill to this field For personnel, without departing from the inventive concept of the premise, various modifications and improvements can be made.These belong to the present invention Protection domain.
Embodiment 1
As shown in Figure 1, a kind of family expenses asthma prevents analysis system online, including:Measurement module has camera function Intelligent terminal, network interaction module, asthma cases management module, in the present embodiment:
The measurement module uses mechanical peak flow meter 1-1;
The intelligent terminal with camera function uses smart mobile phone 1-2;
The network interaction module uses wechat public platform 1-3;
The asthma cases management module is asthma cases computer management system;Wherein:
Mechanical peak flow meter 1-1, for detecting patient's PEF values;
Image at patient, for shooting the testing result image of measurement module, and is transmitted to net by smart mobile phone 1-2 Network interactive module;
For being interacted between doctor and patient by network with information, intelligent terminal is sent out by wechat public platform 1-3 The image come is transmitted to asthma cases computer management system;
Asthma cases computer management system, the module are located at doctor or hospital, can also be located at research center, receive Testing result image, and the PEF values of patient, the PEF values that doctor passes through patient are obtained after being handled by analysis the image automatically It carries out illness analysis and therapeutic scheme is provided, directly issue patient or intelligence described in patient is passed back to by wechat public platform 1-3 In energy terminal, doctor-patient interaction is carried out.
For the ease of the understanding to the above-mentioned various pieces of the present invention, detailed implementation detail description is given below.
(1), patient registers personal information, record related physical situation, history disease by wechat public platform 1-3 first Journey and medicining condition, and data are recorded using mechanical peak flow meter 1-1;
(2), PEF numerical value is measured using mechanical peak flow meter 1-1, then shoots mechanical peak using smart mobile phone 1-2 The panel of current meter 1-1, and image is sent to hospital and doctor 1-5 by wechat public platform 1-3;
(3), after the asthma computer management system of hospital receives the digital image information that sufferer is sent, by analysis Automatically the PEF values of patient are obtained after processing.
Above-mentioned graphical analysis is identified below in conjunction with Fig. 2 and the reading of PEF values illustrates:
With the digital picture for the mechanical peak flow meter panel that smart mobile phone is shot, hospital is transferred to by public data network Asthma management computer in, by conversion, above-mentioned static digital picture can be expressed as following functional form:
I={ fR(x,y),fG(x,y),fB(x,y)},
In formula:
Wherein:I is luminous intensity, and (x, y) is coordinate position, and λ is the wavelength of light, Rs(λ), Gs(λ), Bs(λ) is respectively Red, green, blue three primary colours regard quick function, the multispectral image of the light form of also useful different wave length corresponding with this.Usually with row Positive direction, row increased direction positive direction as y-axis of the increased direction as x-axis.In view of the object of research, with not having The black white image of gray scale is handled.At this moment functional form is:
I '=f ' (x, y)
Wherein:I ' is 0,1 two-valued function.
Since the scope of smart mobile phone 1-2 shootings is limited, image is spatially bounded, it is specified that 0≤x≤ Lx, 0≤y≤Ly, wherein Lx are x directions maximums, and Ly is y directions maximum, because smart mobile phone does not have angle limit when shooting System, then can carry out coordinate transform, make the transformation of local coordinates of mechanical peak flow meter 1-1 panels to convenient for data processing from now on Global coordinate.The local coordinate of mechanical peak flow meter 1-1 panels is specified below:
1st, using the minimum value graduation mark on panel as xPeakCoordinate;
2nd, to detect the midpoint of sliding slot among pointer as coordinate origin, the x of the pointPeakThe vertical line of coordinate is as yPeakAxis;
3rd, because the numerical value of mechanical peak flow meter 1-1 longitudinal axis scales is nonlinear, therefore still use and identified through image The scale value of the mechanical peak flow meter longitudinal axis numerical value of original of acquisition, then the PEF values of the patient measured by detection pointer cusp seat Scale value is read, and using this data as historical data deposit database as the basis of state of an illness graphic analyses;If PEF values have exceeded Normal value then sends alarm from trend patient and doctor.
(4), the PEF values of patient are obtained after handling by analysis automatically, data cloud storage is carried out, and reads and be stored in number According to the historical data of cloud and PEF aberration rates:
The possible incidence rate of analysis and evaluation patient's asthma finds sb.'s illness took a turn for the worse tendency, is diagnosed early, takes corresponding Effective measures.Doctor can be exchanged with patient by wechat public platform 1-3, in time related guidance suggestion feedback to patient, When the PEF aberration rates of patient occur abnormal, it can prevent the state of an illness from disliking in time by wechat public platform 1-3 alerts Change, reduce sudden death.It does not respond for a long time, will call or prompt tools for doctor home visit nearby according to database information;And by institute There are data, exchange of information and treatment advice, result to be stored in cloud database.
In the present embodiment, the machine of patient need to only use world health organisation recommendations, price only 100 yuan or so of RMB Tool formula peak flow meter 1-1 gives a puff, then borrows the camera function bat Zhang Zhao of smart mobile phone 1-2, is then sent to hospital or doctor, Chart, the explanatory note or direct with doctor for the related asthma state of an illness that doctor sends can be waited on same smart mobile phone 1-2 Call, accomplishes seamless connection truly.
Embodiment 2
The present embodiment provides a kind of family expenses asthmas to prevent analysis system online, including:Measurement module has camera function Intelligent terminal, network interaction module, asthma cases management module, difference from Example 1 is that the system is in embodiment Further comprise big data and cloud computing module on the basis of 1, the module is for storing, analyzing personal historical data, leads to simultaneously Sampled data, diagnosis and therapy recording and the medicining condition analysis of the asthma PEF values of global range are crossed, is research and the drug of asthma Treatment provides basic data.
The big data and cloud computing module can be located at scientific research center or hospital, which uses Digital Image Processing skill Art reads the PEF numerical value measured, and carries out data cloud storage automatically, according to all patient datas for being stored in high in the clouds, comprehensive point Analysis measurement data, medication and incidence, comprehensive analysis find out the asthma rule of patient, find out the pathogenesis of asthma And influence factor, the mathematical model in relation to asthma is established with this, wherein the mathematical model includes but not limited to asthma Area distribution, environmental factor, pathogenesis, effect of drugs, the ethnic degree of association, especially to the mathematics of the forecast of sudden asthma etc. Model.
In the present embodiment, after the asthma computer management system of hospital receives the digital image information that sufferer is sent, into Row image recognition processing, the automatic PEF values for obtaining patient simultaneously carry out data cloud storage, can also read the history for being stored in data cloud Data carry out analysis calculating.The chart and the diagnosis and treatment opinion of doctor drawn according to these data directly issue patient or with intelligently Mobile phone 1-2 directly carries out interactive with patient.During being somebody's turn to do, all data can all be stored in high in the clouds, this is only a sampled point.It is false Such as using whole world asthmatics as sampled point, big data and cloud computing module are reused, it is possible to obtain related heavy breathing according to this The mathematical model of disease is breathed heavily, effective visitor is provided further really to solve the pathogenesis of asthma, condition-inference, therapeutic scheme See data.
The present invention is simple and practical, easy to operate, reliability is high, of low cost, available for poverty-stricken area and in undeveloped state Family is promoted.
Specific embodiments of the present invention are described above.It is to be appreciated that the invention is not limited in above-mentioned Particular implementation, those skilled in the art can make various deformations or amendments within the scope of the claims, this not shadow Ring the substantive content of the present invention.

Claims (7)

1. a kind of family expenses asthma prevents analysis system online, it is characterised in that:Including:
Measurement module, for detecting the PEF values of patient;
Intelligent terminal with camera function, the terminal are located at patient, for shooting the detection for including PEF values of measurement module Result images, and image is transmitted to network interaction module;
Network interaction module, for being interacted between doctor and patient by network with information, figure that intelligent terminal is sent As being transmitted to asthma cases management module;
Asthma cases management module, the module are located at doctor or hospital, receive testing result image, and to the image through undue Automatically the PEF values of patient are obtained after analysis processing, doctor carries out illness analysis by the PEF values of patient and provides therapeutic scheme, directly Sending and receiving are passed back to patient or by network interaction module described in patient on intelligent terminal, carry out doctor-patient interaction.
2. family expenses asthma according to claim 1 prevents analysis system online, it is characterised in that:The measurement module is adopted With peak flow meter, the intelligent terminal shoots the peak flow meter result panel for carrying out the detection of PEF values into image through intelligent terminal.
3. family expenses asthma according to claim 1 prevents analysis system online, it is characterised in that:The asthma cases pipe Module is managed, patient data is stored in data cloud history of forming data, is drawn a diagram according to these historical datas, doctor's generation is examined Control opinion.
4. a kind of family expenses asthma according to claim 1 prevents analysis system online, it is characterised in that:The system In:A measurement module for PEF values and the intelligent terminal with camera function are only needed, patient gives a puff, and captured image, i.e., It can realize the prompting that doctor is waited on same intelligent terminal and therapeutic scheme or converse with doctor and inquire.
5. analysis system is prevented according to a kind of family expenses asthma of claim 1-4 any one of them online, it is characterised in that:Institute The system of stating further comprises big data and cloud computing module, and the module is for storing, analyzing personal historical data, while by complete Sampled data, diagnosis and therapy recording and the medicining condition analysis of the asthma PEF values of ball scope are research and the drug therapy of asthma Basic data is provided.
6. a kind of family expenses asthma according to claim 5 prevents analysis system online, it is characterised in that:The big data And cloud computing module, the PEF values of a large amount of patients are subjected to data cloud storage, and the historical data being stored in data cloud is combined, Big data analysis, auxiliary doctor remote analysis, diagnosis are carried out, and the illness analysis of doctor and therapeutic scheme are passed through into network interaction Module is passed back on the intelligent terminal of patient, carries out doctor-patient interaction.
7. a kind of family expenses asthma according to claim 5 prevents analysis system online, it is characterised in that:The big data And cloud computing module uses digital image processing techniques, reads the PEF numerical value measured automatically, and data cloud storage is carried out, according to Substantial amounts of historical data establishes the mathematical model in relation to asthma, and asthma is solved to be further real by the mathematical model Pathogenesis, condition-inference, therapeutic scheme effective objective data is provided.
CN201611022271.2A 2016-11-16 2016-11-16 Family expenses asthma prevents analysis system online Pending CN108065936A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201611022271.2A CN108065936A (en) 2016-11-16 2016-11-16 Family expenses asthma prevents analysis system online

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201611022271.2A CN108065936A (en) 2016-11-16 2016-11-16 Family expenses asthma prevents analysis system online

Publications (1)

Publication Number Publication Date
CN108065936A true CN108065936A (en) 2018-05-25

Family

ID=62160867

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201611022271.2A Pending CN108065936A (en) 2016-11-16 2016-11-16 Family expenses asthma prevents analysis system online

Country Status (1)

Country Link
CN (1) CN108065936A (en)

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1560785A (en) * 2004-02-19 2005-01-05 上海交通大学 Household asthma prevention and cure system
CN102078186A (en) * 2009-12-01 2011-06-01 深圳先进技术研究院 Physiological parameter collection method, mobile phone and system
CN202198598U (en) * 2011-05-03 2012-04-25 邱晨 Household asthma diary monitoring device
CN102636275A (en) * 2012-05-14 2012-08-15 长春大学 Auxiliary interpretation and analysis system of mercury thermometer
CN203518942U (en) * 2013-11-07 2014-04-02 马睿松 Scale indication line prompt signal generating device
CN103799997A (en) * 2014-02-11 2014-05-21 辛勤 Physiological monitoring parameter recording method and system based on image recognition
CN104316220A (en) * 2014-10-15 2015-01-28 聊城大学 Automatic mercury thermometer calibration method based on machine vision
CN204946010U (en) * 2015-07-15 2016-01-06 马云辉 medical data acquisition device

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1560785A (en) * 2004-02-19 2005-01-05 上海交通大学 Household asthma prevention and cure system
CN102078186A (en) * 2009-12-01 2011-06-01 深圳先进技术研究院 Physiological parameter collection method, mobile phone and system
CN202198598U (en) * 2011-05-03 2012-04-25 邱晨 Household asthma diary monitoring device
CN102636275A (en) * 2012-05-14 2012-08-15 长春大学 Auxiliary interpretation and analysis system of mercury thermometer
CN203518942U (en) * 2013-11-07 2014-04-02 马睿松 Scale indication line prompt signal generating device
CN103799997A (en) * 2014-02-11 2014-05-21 辛勤 Physiological monitoring parameter recording method and system based on image recognition
CN104316220A (en) * 2014-10-15 2015-01-28 聊城大学 Automatic mercury thermometer calibration method based on machine vision
CN204946010U (en) * 2015-07-15 2016-01-06 马云辉 medical data acquisition device

Similar Documents

Publication Publication Date Title
Ru et al. A detailed research on human health monitoring system based on internet of things
US9696897B2 (en) Image-based measurement tools
US20210174505A1 (en) Method and system for imaging and analysis of anatomical features
CN103006187B (en) Non-contact vital sign data monitoring system and non-contact vital sign data monitoring method
Wang et al. An automatic assessment system of diabetic foot ulcers based on wound area determination, color segmentation, and healing score evaluation
CN103006195B (en) Non-contact vital sign data monitoring system and non-contact vital sign data monitoring method on basis of image processing
CN102509010B (en) Remote medical detection system
KR20080064155A (en) A method of monitoring a surface feature and apparatus therefor
CN111595450B (en) Method, apparatus, electronic device and computer-readable storage medium for measuring temperature
CN206026295U (en) Visual testing device
CN105894419A (en) Family health management system and practical utilization method thereof
CN108395986A (en) Human papilloma virus automatic parting direction detection device based on deep learning
CN107803843A (en) A kind of measuring of human health robot based on Raspberry Pi
CN108577846A (en) A kind of wireless hand-held lung function intelligence measurement diagnostic equipment
CN103870688B (en) The remote diagnosis system of incidence shallow surface diseases primary dcreening operation under a kind of mobile internet environment
CN108065936A (en) Family expenses asthma prevents analysis system online
CN113365211A (en) Epidemic situation forecasting method based on activity track, device, medium and electronic equipment thereof
WO2020087970A1 (en) Neural network-based disease type score verification method and computing device
Haldar et al. A surveillance model for sexually transmitted infections in India
CN206166899U (en) Sight checkout gear
Wang et al. Diagnosis of fetal total anomalous pulmonary venous connection based on the post‐left atrium space ratio using artificial intelligence
CN109545297A (en) A kind of disease coding method and calculating equipment based on big data
Shourie et al. Iot-based hybrid fitness monitoring device
CN108062748A (en) A kind of image identification system and image-recognizing method
Li et al. Human standing posture recognition based on CNN and pressure floor

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
RJ01 Rejection of invention patent application after publication

Application publication date: 20180525

RJ01 Rejection of invention patent application after publication