CN103699794A - Cloud-computing-based TCM (traditional Chinese medicine) expert remote intelligent diagnosis system - Google Patents
Cloud-computing-based TCM (traditional Chinese medicine) expert remote intelligent diagnosis system Download PDFInfo
- Publication number
- CN103699794A CN103699794A CN201310711841.9A CN201310711841A CN103699794A CN 103699794 A CN103699794 A CN 103699794A CN 201310711841 A CN201310711841 A CN 201310711841A CN 103699794 A CN103699794 A CN 103699794A
- Authority
- CN
- China
- Prior art keywords
- module
- expert
- cloud computing
- computing
- traditional chinese
- 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
Links
Images
Abstract
The invention discloses a cloud-computing-based TCM expert remote intelligent diagnosis system and belongs to the technical field of TCM expert intelligent diagnosis systems. The cloud-computing-based TCM expert remote intelligent diagnosis system comprises an input module, an expert system and an output module, wherein the expert system is composed of an integrated service center and a cloud computing service center, the integrated service center comprises an expert and user interaction module, a basic data management module, an access and control module and an information publication module, and the cloud computing center comprises a computing module, a management module and a storage module; the input module, the expert system and the output module communicate with one another through a wireless network. The cloud-computing-based TCM expert remote intelligent diagnosis system can achieve remote intelligent diagnosis service, effectively reduce treatment cost and improve treatment efficiency, is widely applied to enterprises such as medical product manufacture enterprises and health service chains as well as individual users, has a large market prospect and is applicable to popularization and application.
Description
Technical field
The invention belongs to Traditional Chinese Medicine experts intelligent diagnosis system technical field, specifically relate to a kind of Traditional Chinese Medicine experts long-distance intelligent diagnostic system based on cloud computing.
Background technology
Cloud computing is a kind of account form based on internet, in this way, shared software and hardware resources and information can offer computing machine and other equipment by demand, be mainly increase, use and the delivery mode of the related service based on internet, being usually directed to is provided dynamically easily expansion and is often virtualized resource by internet.Cloud is a kind of metaphor saying of network, internet.Past often represents telecommunications network with cloud in the drawings, is also used for afterwards representing the abstract of internet and underlying basis facility.Narrow sense cloud computing refers to payment and the use pattern of IT infrastructure, refer to by network with as required, the mode of easily expansion obtains resource requirement; Broad sense cloud computing refers to payment and the use pattern of service, refer to by network with as required, the mode of easily expansion obtains required service.It is relevant with software, internet that this service can be IT, also other services.It means that calculating also can be used as a kind of commodity and circulates by internet.Therefore, since cloud computing concept in 2007 is born, obtained showing great attention to of people, various new ideas, neodoxy, new technology and new product also emerge in an endless stream.
Cloud computing finds application in fields such as education and scientific research, internet, telecommunications industry, medical industry, network securitys at present.For current Medical Informalization construction, there is the problems such as standard disunity, disparate development and medical information resource isolate relatively, digital medical diagnostic platform based on cloud computing can couple together hospital information system, medical information service system and medical image storage transmission system by network, by information-based means, set up sharing and exchanging of medical resource between medical institutions, realize optimum integration and the maximum cooperative effect of medical services resource.As Chinese patent (application number: 201210064924.9) disclose a kind of traditional Chinese medical science data acquisition diagnosis intermediate system and its implementation based on cloud computing, its its technical essential is as follows: described system is comprised of patient end, automatic diagnosis end and diagnosis end; Described patient end, automatic diagnosis end and diagnosis end are connected by the Internet; Described patient end is comprised of center processor, touch-screen, the first camera, the first audio amplifier, the first microphone and patient information collecting device; Described automatic diagnosis end is comprised of proxy server, cloud Control Server, 2 above diagnosis node server and network memories; Described diagnosis end is comprised of computing machine, display, second camera, the second audio amplifier, the second microphone and vein analog machine.Advantage of the present invention is can the various analytical approachs of effective integration, and it is more accurate to make the analysis of illness and judgement.And can reduce the equipment cost of patient end, also reduce overall society cost, promote resource utilization simultaneously.
Intelligent diagnosis system based on cloud computing can be according to the actual conditions of the person, utilize cloud computing mode, all metrization information of traditional " four methods of diagnosis " are caused a disease to syndrome by uploading to high in the clouds to people or crowd's health, by using the reasoning of artificial intelligence technology to the knowledge base of proved recipe of traditional Chinese medicine formation, systematic analysis goes out user's illness and determines suggestion, and provides tcm prescription (Cheng Fang) and the health suggestion of suggestion.User can be at any time, anywhere is enjoyed health service and the guidance of traditional Chinese medicine expert system, the performance traditional Chinese medical science focuses on prevention, in case the feature of Dai Zhi, fully demonstrate the advantage of traditional Chinese medicine in health status antidiastole and health, not only saved in a large number manpower, material resources, and user's information and data can be long-term the stable high in the clouds that is kept at, make " modeling-training-modeling-training " that user's data model can be regular, every circulation primary, solve some new health problems, the continuous operation of the ring of intellectual analysis makes management object go on the road of health.
Cloud computing is applied in medical industry, by cloud platform construction medical information, serve, the service of issue medical information, and then shared medical information service, realize the cooperation with service of links in medical treatment, can bring a reform across the epoch for medical industry, the inexorable trend of Shi Ge medical institutions development.
Summary of the invention
The technical problem to be solved in the present invention is to provide a kind of Traditional Chinese Medicine experts long-distance intelligent diagnostic system based on cloud computing.
Concrete, technical scheme of the present invention is:
A Traditional Chinese Medicine experts long-distance intelligent diagnostic system based on cloud computing, comprises load module, expert system and output module, it is characterized in that, described expert system comprises integrated service center and cloud computing service center; Wherein, described integrated service center comprises expert and user interaction module, basic data management module, access and control module and information issuing module, and described cloud computing service center comprises computing module, administration module and memory module; Described load module, expert system and output module pass through wireless network communication.
For further illustrating of said method, described cloud computing service center adopts multilayer G/S architecture.
For further illustrating of said method, described cloud computing service center adopts three layers of G/S architecture.
Described memory module comprises factbase, rule base and dynamic base, and by computing module, realizes the reasoning process of diagnosis.
Described load module can gather by input equipment user's clinical condition image information, and communicates information to expert system.
Described output module adopts the long-range output mode based on intelligent mobile terminal, realizes the demonstration of diagnostic result.
When using system of the present invention, user can realize by the human-computer interaction interface of load module the collection of clinical condition image information, and is passed to expert system; Expert system starts computing module to be analyzed and reasoning computing the information collecting, and assigns a cause for an illness and prophylactico-therapeutic measures, and then the human-computer interaction interface by output module feeds back to user.
Beneficial effect of the present invention:
(1) system of the present invention is based on Traditional Chinese medical theory, traditional Chinese medical science metrization diagnostic instrments, doctor trained in Western medicine detection, artificial intelligence technology and advanced cloud computing mode, by personalized medical services, can carry out intellectual analysis, assessment, prevention and maintenance etc. to healthy population, wish sick (or claiming inferior health, healthy biased) crowd, disease crowd's syndrome, better patient's symptom be judged.
(2) system of the present invention can be collection, conversion, transmission and the storage that client sets up individual health data, by the application of artificial intelligence technology, health data to client is analyzed, and realizing Disease Warning Mechanism and remote diagnosis, monitoring, the auxiliary disposal of prescription etc. provides decision-making to help.
(3) system of the present invention adopts the long-range output mode based on intelligent mobile terminal, and the hommization more of system output module, can bring and cure anywhere or anytime diagnosis and treatment service to user in today of wireless network prosperity; And the feature such as wireless communication has that area coverage is wide, long transmission distance, network reliability are high, good stability, very-long-range communication fee are low.
(4) system of the present invention can reduce the cost of seeking medical advice, and improves the efficiency of seeking medical advice, and can be widely used in enterprise and the personal users such as medical product manufacturing enterprise, health service interlocking gear, has very large market outlook, is beneficial to and applies.
Accompanying drawing explanation
Fig. 1 is system principle diagram of the present invention.
Fig. 2 is the architecture Organization Chart of system of the present invention.
Fig. 3 is each knowledge base graph of a relation of memory module of the present invention.
Fig. 4 is system diagnostics medical knowledge illustraton of model of the present invention.
Embodiment
Below in conjunction with drawings and Examples, the present invention is described in further detail, but embodiments of the present invention are not limited to the scope that embodiment represents.
As described in Figure 1, a kind of Traditional Chinese Medicine experts long-distance intelligent diagnostic system based on cloud computing, comprises load module, expert system and output module, it is characterized in that, described expert system comprises integrated service center and cloud computing service center; Wherein, described integrated service center comprises expert and user interaction module, basic data management module, access and control module and information issuing module, and described cloud computing service center comprises computing module, administration module and memory module; Described load module, expert system and output module pass through wireless network communication.
Wireless network communication, for example GPRS/GSM communication, can bring and cure anywhere or anytime diagnosis and treatment service to user well, the feature such as have that area coverage is wide, long transmission distance, network reliability are high, good stability, very-long-range communication fee are low.
Integrated service center in such scheme is mainly used in access and control and the information issue of expert system, and its concrete function has:
Expert and user interaction module: provide expert system to follow interactive interface friendly between user, as expert's teaching, data diagnosis etc.
Basic data management module: each user data is resolved, realize the concentrated of system data and gather and standardization storage, realized effective management of user base data.
Access and control module: comprise the Visitor Logs to the management of user right and expert system.
Information issuing module: set up independent user profile issue channel space, understand in time its data analysis result and report for user.
Cloud computing service center is mainly used in realizing the built-in function of traditional Chinese medical science intelligent expert system, has comprised calculating, management, three modules of storage.
Computing module: inference machine is to the reasoning of data and analysis.
Administration module: the data to knowledge base unceasing study and renewal are safeguarded.
Memory module: the data storage of knowledge base and database.
As of the present invention, further illustrate, as shown in Figure 2, system of the present invention adopts multi-layer C/S architecture.Compare with the two-layer C/S structure of tradition, multi-layer C/S structure has the following advantages:
(1) security performance of system improves.Adding of application layer services device, has shielded the direct control of client to database server, prevents that disabled user from passing through the undelegated data of issued transaction logical access.
(2) system maintenance easy.When program changes, only need on application layer services device, upgrade, and not need all clients to upgrade.
(3) system has greater flexibility.Because the functional module of multi-layer C/S system is very clear and definite, the changes of function of a module can not affect other modules, and system is improved easily.And the software that system is convenient to be provided by different computer vendors forms.
(4) cost is low.Because client is no longer responsible for the work such as database access and complicated calculations, the configuration requirement of client is reduced.
The cloud computing service center optimum selecting three-layer C/S architecture of system of the present invention.
As shown in Figure 3, memory module of the present invention comprises factbase, rule base and dynamic base, and by computing module (inference machine), realizes the reasoning process of diagnosis.
Here the factbase of saying is some essential information storehouses from input (disease resembles) to output (conclusion) in diagnostic procedure, mainly comprises disease elephant, is, name of disease, basic pathogenesis, the compound interpretation of the cause, onset and process of an illness, demonstrate,proves the essential informations such as name, medicine, prescription, therapy, instructions about how to take medicine.Factbase carrys out Description of Knowledge with frame logic, and these knowledge by realizing by three layers of principal and subordinate's tabular form structure in relational database.
Rule base has been described in the establishment rule of these information and tcm diagnosis medical knowledge model other some rules, as be rule, name of disease rule, regular, the compound interpretation of the cause, onset and process of an illness rule of basic pathogenesis, basic card name rule, approximate processing is regular, card name merges a rule, medicine alteration ruler, the alteration ruler etc. of writing out a prescription.The design of rule base adopt take OO knowledge representation mode as main, production knowledge representation be auxiliary mentality of designing.
Dynamic base is the dynamic data Kuku that is used for storing diagnosis intermediate result, explanatory knowledge and medical record information in diagnostic procedure.The knowledge acquisition of native system adopts direct mode and indirect mode, domain expert can be directly by their knowledge and experience Input knowledge storehouse, thereby reduced knowledge engineer's workload, also avoid contingent between knowledge engineer and domain expert and understand deviation, be also convenient to the expansion of systematic knowledge simultaneously.
As shown in Figure 4, the load module of system of the present invention can gather by input equipment user's clinical condition image information, and communicates information to expert system.And its output module adopts the long-range output mode based on intelligent mobile terminal (as smart mobile phone, panel computer etc.), realize the demonstration of diagnostic result.System is when work: user can realize by the human-computer interaction interface of load module the collection of clinical condition image information, and is passed to expert system; Expert system starts computing module to be analyzed and reasoning computing the information collecting, and assigns a cause for an illness and prophylactico-therapeutic measures, and then the human-computer interaction interface by output module feeds back to user.System of the present invention has been divided three layers by tcm diagnosis process: input layer, middle layer (being the analysis ratiocination layer of expert system) and output layer.Each sublayer is divided into again many levels.This stratification medical knowledge model has carried out the structure of knowledge of the traditional Chinese medical science complexity segmentation of science, provided a kind of relatively foundation of knowledge acquisition, knowledge acquisition and the Construction of Knowledge Base of standard, make the process train of thought of tcm diagnosis clear, be easy to design and the realization of inference machine.
Claims (7)
1. the Traditional Chinese Medicine experts long-distance intelligent diagnostic system based on cloud computing, comprises load module, expert system and output module, it is characterized in that, described expert system comprises integrated service center and cloud computing service center; Wherein, described integrated service center comprises expert and user interaction module, basic data management module, access and control module and information issuing module, and described cloud computing service center comprises computing module, administration module and memory module; Described load module, expert system and output module pass through wireless network communication.
2. the Traditional Chinese Medicine experts long-distance intelligent diagnostic system based on cloud computing according to claim 1, is characterized in that, described cloud computing service center adopts multilayer G/S architecture.
3. the Traditional Chinese Medicine experts long-distance intelligent diagnostic system based on cloud computing according to claim 2, is characterized in that, described cloud computing service center adopts three layers of G/S architecture.
4. according to the arbitrary described Traditional Chinese Medicine experts long-distance intelligent diagnostic system based on cloud computing of claim 1-3, it is characterized in that, described memory module comprises factbase, rule base and dynamic base, and by computing module, realizes the reasoning process of diagnosis.
5. according to the arbitrary described Traditional Chinese Medicine experts long-distance intelligent diagnostic system based on cloud computing of claim 4, it is characterized in that, described load module can gather by input equipment user's clinical condition image information, and communicates information to expert system.
6. according to the arbitrary described Traditional Chinese Medicine experts long-distance intelligent diagnostic system based on cloud computing of claim 4, it is characterized in that, described output module adopts the long-range output mode based on intelligent mobile terminal, realizes the demonstration of diagnostic result.
7. according to the arbitrary described Traditional Chinese Medicine experts long-distance intelligent diagnostic system based on cloud computing of claim 4, it is characterized in that, user realizes the collection of clinical condition image information by the human-computer interaction interface of load module, and is passed to expert system; Expert system starts computing module to be analyzed and reasoning computing the information collecting, and assigns a cause for an illness and prophylactico-therapeutic measures, and then the human-computer interaction interface by output module feeds back to user.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201310711841.9A CN103699794A (en) | 2013-12-20 | 2013-12-20 | Cloud-computing-based TCM (traditional Chinese medicine) expert remote intelligent diagnosis system |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201310711841.9A CN103699794A (en) | 2013-12-20 | 2013-12-20 | Cloud-computing-based TCM (traditional Chinese medicine) expert remote intelligent diagnosis system |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN103699794A true CN103699794A (en) | 2014-04-02 |
Family
ID=50361321
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201310711841.9A Pending CN103699794A (en) | 2013-12-20 | 2013-12-20 | Cloud-computing-based TCM (traditional Chinese medicine) expert remote intelligent diagnosis system |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN103699794A (en) |
Cited By (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105049523A (en) * | 2015-08-14 | 2015-11-11 | 庄洪 | Medical cloud platform system architecture based on open knowledge editor and logic inference machine |
| CN105389460A (en) * | 2015-10-19 | 2016-03-09 | 苏华巍 | Traditional Chinese medicine habitus screening expert system and control method thereof |
| CN105512481A (en) * | 2015-12-07 | 2016-04-20 | 杭州舜天科技有限公司 | Traditional Chinese medicine assistance method based on Internet |
| CN106126895A (en) * | 2016-06-20 | 2016-11-16 | 上海朗朗信息科技有限公司 | Healthy living behavior management system and method based on mobile terminal |
| CN107361743A (en) * | 2017-07-17 | 2017-11-21 | 广西犇云科技有限公司 | Traditional Chinese medical science intelligent diagnosis system and method |
| CN107731285A (en) * | 2017-05-10 | 2018-02-23 | 上海明品医药科技有限公司 | One kind classification educational system education contribution degree computational methods |
| CN111276263A (en) * | 2020-02-19 | 2020-06-12 | 挂号网（杭州）科技有限公司 | Basic doctor intelligent business-performing cloud platform supporting physical fitness |
| CN112102904A (en) * | 2019-06-18 | 2020-12-18 | 杭州中软安人网络通信股份有限公司 | Traditional Chinese medicine big data cloud service system |
| CN112669963A (en) * | 2019-10-15 | 2021-04-16 | 许桂林 | Intelligent health machine, health data generation method and health data management system |
Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN102054118A (en) * | 2009-11-02 | 2011-05-11 | 俞青 | Remote medical system |
| CN102592061A (en) * | 2012-03-13 | 2012-07-18 | 河北师范大学 | TCM (traditional Chinese medicine) data collection and diagnosis intermediate system based on cloud computation and realization method thereof |
| CN103268419A (en) * | 2013-05-27 | 2013-08-28 | 中国地质大学（武汉） | Health management system with waistband-type monitoring device and cloud through internet of things and operation method |
| CN103310089A (en) * | 2012-12-10 | 2013-09-18 | 上海康恒信息科技有限公司 | Interactive visual household health management platform |
| CN103324831A (en) * | 2013-05-28 | 2013-09-25 | 美合实业（苏州）有限公司 | Remote interrogation system |
-
2013
- 2013-12-20 CN CN201310711841.9A patent/CN103699794A/en active Pending
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN102054118A (en) * | 2009-11-02 | 2011-05-11 | 俞青 | Remote medical system |
| CN102592061A (en) * | 2012-03-13 | 2012-07-18 | 河北师范大学 | TCM (traditional Chinese medicine) data collection and diagnosis intermediate system based on cloud computation and realization method thereof |
| CN103310089A (en) * | 2012-12-10 | 2013-09-18 | 上海康恒信息科技有限公司 | Interactive visual household health management platform |
| CN103268419A (en) * | 2013-05-27 | 2013-08-28 | 中国地质大学（武汉） | Health management system with waistband-type monitoring device and cloud through internet of things and operation method |
| CN103324831A (en) * | 2013-05-28 | 2013-09-25 | 美合实业（苏州）有限公司 | Remote interrogation system |
Non-Patent Citations (12)
| Title |
|---|
| MEIR A,ET AL.,: "Distributed Network, Wireless and Cloud Computing Enabled 3-D Ultrasound; a New Medical Technology Paradigm", 《PLOS ONE》, vol. 4, no. 11, 31 December 2009 (2009-12-31), pages 380 * |
| ROLIM C O, ET AL.,: "A Cloud Computing Solution for Patient’s Data Collection in Health Care Institutions", 《IEEE:A CLOUD COMPUTING SOLUTION FOR PATIENT’S DATA COLLECTION IN HEALTH CARE INSTITUTIONS》, 31 December 2010 (2010-12-31), pages 95 - 99 * |
| 倪明选等: "智慧医疗——从物联网到云计算", 《中国科学：信息科学》, vol. 43, no. 4, 30 April 2013 (2013-04-30), pages 515 - 528 * |
| 刘斌: "基于G/S模式的非物质文化遗产异构数据可视化共享机制研究与实现", 《中国博士学位论文全文数据库哲学与人文科学辑》, no. 03, 15 March 2012 (2012-03-15), pages 090 - 3 * |
| 孙赢: "云计算中的虚拟身份认证技术研究", 《科技通报》 * |
| 张强: "云计算时代的平台战略", 《电脑知识与技术》 * |
| 朱利、李晨主编，清华大学出版社: "《计算机系统结构 2012年10月第1版》", 31 October 2012 * |
| 王慧敏: "基于G/S模式的时空数据渲染方法及其在山洪灾害中的应用研究", 《中国优秀硕士学位论文全文数据库信息科技辑》, no. 2, 15 December 2013 (2013-12-15), pages 138 - 1407 * |
| 郑新建: "空间信息服务云支撑下的移动终端个性化信息汇聚技术研究", 《中国优秀硕士学位论文全文数据库基础科学辑》, no. 02, 15 February 2013 (2013-02-15), pages 008 - 22 * |
| 钟俊华等: "构建区域医疗云平台 创新医疗服务模式", 《中国数字医学》, vol. 8, no. 9, 30 September 2013 (2013-09-30), pages 12 - 14 * |
| 陈军: "《基于G/S模式的空间分析云服务关键技术研究》", 30 June 2013, article "G/S模式的空间分析云服务框架的建立", pages: 1 - 32 * |
| 齐卫东等: "井冈山区域远程医学服务平台设计", 《中国数字医学》, vol. 8, no. 10, 31 October 2013 (2013-10-31), pages 9 - 11 * |
Cited By (10)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105049523A (en) * | 2015-08-14 | 2015-11-11 | 庄洪 | Medical cloud platform system architecture based on open knowledge editor and logic inference machine |
| CN105389460A (en) * | 2015-10-19 | 2016-03-09 | 苏华巍 | Traditional Chinese medicine habitus screening expert system and control method thereof |
| CN105389460B (en) * | 2015-10-19 | 2018-09-11 | 苏华巍 | Tcm constitution screens expert system and its control method |
| CN105512481A (en) * | 2015-12-07 | 2016-04-20 | 杭州舜天科技有限公司 | Traditional Chinese medicine assistance method based on Internet |
| CN106126895A (en) * | 2016-06-20 | 2016-11-16 | 上海朗朗信息科技有限公司 | Healthy living behavior management system and method based on mobile terminal |
| CN107731285A (en) * | 2017-05-10 | 2018-02-23 | 上海明品医药科技有限公司 | One kind classification educational system education contribution degree computational methods |
| CN107361743A (en) * | 2017-07-17 | 2017-11-21 | 广西犇云科技有限公司 | Traditional Chinese medical science intelligent diagnosis system and method |
| CN112102904A (en) * | 2019-06-18 | 2020-12-18 | 杭州中软安人网络通信股份有限公司 | Traditional Chinese medicine big data cloud service system |
| CN112669963A (en) * | 2019-10-15 | 2021-04-16 | 许桂林 | Intelligent health machine, health data generation method and health data management system |
| CN111276263A (en) * | 2020-02-19 | 2020-06-12 | 挂号网（杭州）科技有限公司 | Basic doctor intelligent business-performing cloud platform supporting physical fitness |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN103699794A (en) | Cloud-computing-based TCM (traditional Chinese medicine) expert remote intelligent diagnosis system | |
| Zhang et al. | RETRACTED ARTICLE: Research on intelligent medical big data system based on Hadoop and blockchain | |
| Lin | A comparison of selected Western and Chinese smart governance: The application of ICT in governmental management, participation and collaboration | |
| Mishra et al. | Analysis of the role and scope of big data analytics with IoT in health care domain | |
| Fan et al. | The smart health initiative in China: The case of Wuhan, Hubei Province | |
| Hou et al. | Coupling mechanism and development prospect of innovative ecosystem of clean energy in smart agriculture based on blockchain | |
| Zhang et al. | Constructing a nationwide interoperable health information system in China: The case study of Sichuan Province | |
| CN101334817A (en) | Emergent medical rescuing wireless mobile information systems and data interchanging method | |
| CN106326623A (en) | Health information processing method and system | |
| CN103699796A (en) | Cloud-computing-based TCM (traditional Chinese medicine) expert on-line intelligent diagnosis system | |
| CN111192694B (en) | Intelligent medical service cloud platform portal system based on big data mining | |
| CN106779446A (en) | A kind of family doctor's administration of home patient system | |
| Wu | Optimization of AI-driven communication systems for green hospitals in sustainable cities | |
| Li et al. | Medical Internet of Things to realize elderly stroke prevention and nursing management | |
| Su et al. | Cloud–edge collaboration-based bi-level optimal scheduling for intelligent healthcare systems | |
| Mullachery et al. | A Smart Healthcare Framework: Opportunities for Integrating Emerging Technologies (5G, IoT, AI, and GIS) | |
| Gao et al. | Telemedicine virtual reality based skin image in children's dermatology medical system | |
| Alexandru et al. | Big data in healthcare and medical applications in Romania | |
| CN201716769U (en) | Internet-based regional collaboration healthcare system | |
| Shakah | Modeling of Healthcare Monitoring System of Smart Cities | |
| Yin et al. | A 5G-Enabled and Self-Powered Sensor Data Management Scheme for the Smart Medical Platform System | |
| Badr | Learning Healthcare Ecosystems for Equity in Health Service Provisioning and Delivery: Smart Cities and the Quintuple Aim | |
| Rimland et al. | Conserving analyst attention units: use of multi-agent software and CEP methods to assist information analysis | |
| CN112862581A (en) | Refined cost management system based on industry and finance integration in hospital in DRG payment mode | |
| Liu et al. | Multimedia and multimodal sensing with edge computing for personalized healthcare supply chain system data optimization |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| C06 | Publication | ||
| PB01 | Publication | ||
| C10 | Entry into substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| WD01 | Invention patent application deemed withdrawn after publication | ||
| WD01 | Invention patent application deemed withdrawn after publication |
Application publication date: 20140402 |