CN105512470A - Enema instrument data process system based on Hadoop platform - Google Patents
Enema instrument data process system based on Hadoop platform Download PDFInfo
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- CN105512470A CN105512470A CN201510861757.4A CN201510861757A CN105512470A CN 105512470 A CN105512470 A CN 105512470A CN 201510861757 A CN201510861757 A CN 201510861757A CN 105512470 A CN105512470 A CN 105512470A
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- G06F19/3418—
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M3/00—Medical syringes, e.g. enemata; Irrigators
- A61M3/02—Enemata; Irrigators
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- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
- G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
- G16H50/70—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M2205/00—General characteristics of the apparatus
- A61M2205/35—Communication
- A61M2205/3546—Range
- A61M2205/3553—Range remote, e.g. between patient's home and doctor's office
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- Biomedical Technology (AREA)
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- Animal Behavior & Ethology (AREA)
- Life Sciences & Earth Sciences (AREA)
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- Heart & Thoracic Surgery (AREA)
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Abstract
The invention provides an Enema instrument data process system based on a Hadoop platform; the system comprises a server and a plurality of Enema instruments connected through network; the Enema instrument comprises a data recording module used for sending recorded data to the server through network; the recorded data comprises user inputted data and Enema instrument work and usage data; the server comprises a database and a Hadoop cluster platform; the database is used for storing data transmitted by a data acquisition module; the Hadoop cluster platform is used for processing the data in the database according to key values, thus obtaining a data table for users to watch on Web. The Enema instrument data process system can fill the industrial blank, is good for later stage equipment performance improvement, thus making contribution for patient case analysis and clinic researches; the processing system can make intelligent analysis and digging for the data according to the Hadoop platform; the system can combine Enema instrument data characteristics with a Mapreduce model of the Hadoop platform with a HDFS file system, thus stably processing data with high efficiency, and users can fast and conveniently query the data.
Description
Technical field
The invention belongs to the large data processing field of Medical Devices, be specifically related to a kind of bowel lavage instrument data handling system based on Hadoop platform.
Background technology
Bowel lavage instrument is the intellectual treatment, the modality that are applied in the industry such as medical treatment, beauty treatment, insert colon perfusion liquid with anal tube from anus per rectum, to reach the therapeutic efficiency of defaecation exhaust, enterocinesia can be stimulated, softening, removing ight soil, and the effect having cooling, hasten parturition, dilute poisonous substance in intestines, reduce absorption, in addition, also can reach for therapeutic purposes such as drug, nutrition, moisture.
Along with growth in the living standard and the public are to the attention having a healthy body, now and even in the near future bowel lavage instrument will enter each medical institutions, enters huge numbers of families and popularizes the epoch of use also by not far.How bowel lavage instrument by producing a large amount of data, excavates these data in use, maintenance process, and contributing with the improvement to post facility performance, patient medical record analysis, clinical research etc. is the problem that current bowel lavage instrument manufacturer considers.
Summary of the invention
For solving the problems of the technologies described above, the invention provides a kind of bowel lavage instrument data handling system based on Hadoop platform, can carry out high efficiency smart analysis and excavation to data, the performance being beneficial to post facility is improved, and contributes to disease analysis, clinical research.
For achieving the above object, technical scheme of the present invention is as follows: a kind of bowel lavage instrument data handling system based on Hadoop platform, and comprise the server and some bowel lavage instruments that are connected by network, it is characterized in that, described bowel lavage instrument comprises:
Data inputting module, by the data network transmission of typing to described server, the data of typing have: the data of user's input, the work of described bowel lavage instrument and usage data;
Described server comprises:
Database, for preserving the data of described data acquisition module Bulk transport;
Hadoop cluster platform, for processing to obtain tables of data based on key value to the data in described database, checks at Web end for user.
In a preferred embodiment of the present invention, the step comprising Hadoop cluster platform process data further comprises the following steps:
1) based on the data tool Sqoop of Hadoop platform, by the data importing in database on Hadoop cluster platform server;
2) the Tool for Data Warehouse Hive based on Hadoop platform builds table in data warehouse, is relation database table by structurized data-mapping, and provides SQL query function;
3) SQL statement is converted to MapReduce task by the Tool for Data Warehouse Hive based on Hadoop platform;
4) choose key value, the MapReduce model based on Hadoop platform carries out intellectual analysis to task data, exports data;
5) according to different key values, choose different MapReduce model and intellectual analysis is carried out to task data, obtain different output data, output to the HDFS file system of Hadoop platform with the form of document after gathering all output data, and based on the data transfer tool Sqoop of Hadoop platform by the statistical conversion of HDFS in MySQL, check at Web end for user.
In a preferred embodiment of the present invention, comprise described server further by TCP/IP network programming and described bowel lavage instrument interconnected communication.
In a preferred embodiment of the present invention, comprise when carrying out intellectual analysis based on different MapReduce model to task data further, the key value chosen has at least: the efficacy analysis of the sales analysis of equipment, the use analysis of equipment, user.
In a preferred embodiment of the present invention, comprise step 2 further) in relation data table sort have equipment record sheet, patient information table, use record sheet.
In a preferred embodiment of the present invention, the information comprising user's typing further has: the bowel lavage data be at least made up of bowel lavage temperature, bowel lavage pressure, bowel lavage speed; At least by age, body weight, sex, the course for the treatment of numbering the personal information formed; At least number by device id, the date of production, market, access times, firmware version number, use the bowel lavage instrument facility information formed, described use is numbered and is numbered the course for the treatment of and is associated.
In a preferred embodiment of the present invention, after comprising described personal information typing further, enter patient information table, access arrangement record sheet after described facility information typing, after described bowel lavage data inputting, enter use record sheet.
The present invention fills up the blank of industry, provides a kind of disposal system of bowel lavage instrument data, and the performance being beneficial to post facility is improved, and contributes to patient cases's analysis, clinical research;
Disposal system is carried out intellectual analysis based on Hadoop platform to data, is excavated process, by the data characteristics of bowel lavage instrument in conjunction with the MapReduce model of Hadoop platform and HDFS file system, realizes quick, the convenient inquiry of efficient, stable process and user.
Accompanying drawing explanation
In order to be illustrated more clearly in the technical scheme in embodiment of the present invention technology, be briefly described to the accompanying drawing used required in the description of embodiment technology below, apparently, accompanying drawing in the following describes is only some embodiments of the present invention, for those of ordinary skill in the art, under the prerequisite not paying creative work, other accompanying drawing can also be obtained according to these accompanying drawings.
Fig. 1 is the process flow diagram of the Hadoop cluster platform process data of the preferred embodiment of the present invention;
The structured flowchart of the relation database table of Fig. 2 preferred embodiment of the present invention;
Fig. 3 is the schematic diagram based on MapReduce model statistics market;
Fig. 4 is the schematic diagram based on MapReduce model statistics weight in patients.
Embodiment
Below in conjunction with the accompanying drawing in the embodiment of the present invention, be clearly and completely described the technical scheme in the embodiment of the present invention, obviously, described embodiment is only the present invention's part embodiment, instead of whole embodiments.Based on the embodiment in the present invention, those of ordinary skill in the art, not making the every other embodiment obtained under creative work prerequisite, belong to the scope of protection of the invention.
Embodiment
As shown in Figure 1,2,3, 4, in the present embodiment, disclose a kind of bowel lavage instrument data handling system based on Hadoop platform, comprise the server and some bowel lavage instruments that are connected by network.Bowel lavage instrument server end can be set up in LAN (Local Area Network), internet, private or cloud service network.Bowel lavage instrument is selected the microcontroller of STM32 series, is selected OS Katyuan system, realizes ICP/IP protocol, and server is by TCP/IP network programming and bowel lavage instrument interconnected communication.
Wherein, described bowel lavage instrument comprises:
Data inputting module, by the data network transmission of typing to described server, the data of typing have: the data of user's input, the work of described bowel lavage instrument and usage data.
The information of user's input has: the bowel lavage data be at least made up of bowel lavage temperature, bowel lavage pressure, bowel lavage speed; At least by age, body weight, sex, the course for the treatment of numbering the personal information formed; At least number by device id, the date of production, market, access times, firmware version number, use the bowel lavage instrument facility information formed, described use is numbered and is numbered the course for the treatment of and is associated.
Described server comprises:
Database, for preserving the data of described data acquisition module Bulk transport;
Hadoop cluster platform, for processing to obtain tables of data based on key value to the data in described database, check at Web end for user, the step of Hadoop cluster platform process data comprises the following steps:
1) based on the data tool Sqoop of Hadoop platform, by the data importing in database on Hadoop cluster platform server;
2) the Tool for Data Warehouse Hive based on Hadoop platform builds table in data warehouse, is relation database table by structurized data-mapping, and provides SQL query function;
3) SQL statement is converted to MapReduce task by the Tool for Data Warehouse Hive based on Hadoop platform;
4) choose key value, the MapReduce model based on Hadoop platform carries out intellectual analysis to task data, exports data;
5) according to different key values, choose different MapReduce model and intellectual analysis is carried out to task data, obtain different output data, output to the HDFS file system of Hadoop platform with the form of document after gathering all output data, and based on the data transfer tool Sqoop of Hadoop platform by the statistical conversion of HDFS in MySQL, check at Web end for user.
The preferred key value of the present invention has at least: the efficacy analysis of the sales analysis of equipment, the use analysis of equipment, user, based on above-mentioned key value choose different MapReduce model intellectual analysis is carried out to task data time, partial analysis result is as shown in Figure 3,4.
Step 2) in relation data table sort have equipment record sheet, patient information table, use record sheet, wherein, enter patient information table after described personal information typing, access arrangement record sheet after described facility information typing, after described bowel lavage data inputting, enter use record sheet.
Of the present invention useful: the blank 1, filling up industry, the data of bowel lavage instrument carried out gather, gather, process, for the performance of follow-up equipment improve, patient cases analyzes, clinical research is made shared;
2, data are processed based on Hadoop platform, user can be made to develop MapReduce program when not understanding low-level details, and in the cheap enterprising row operation of commercial cluster and storage, there is easily extensible, high fault-tolerant, economic, reliable, efficient advantage.
3, the combination of MapReduce model and HDFS file system is adopted to realize quick, the convenient inquiry of efficient, stable process and user.
To the above-mentioned explanation of the disclosed embodiments, professional and technical personnel in the field are realized or uses the present invention.To be apparent for those skilled in the art to the multiple amendment of these embodiments, General Principle as defined herein can without departing from the spirit or scope of the present invention, realize in other embodiments.Therefore, the present invention can not be restricted to these embodiments shown in this article, but will meet the widest scope consistent with principle disclosed herein and features of novelty.
Claims (7)
1., based on a bowel lavage instrument data handling system for Hadoop platform, comprise the server and some bowel lavage instruments that are connected by network, it is characterized in that, described bowel lavage instrument comprises:
Data inputting module, by the data network transmission of typing to described server, the data of typing have: the data of user's input, the work of described bowel lavage instrument and usage data;
Described server comprises:
Database, for preserving the data of described data acquisition module Bulk transport;
Hadoop cluster platform, for processing to obtain tables of data based on key value to the data in described database, checks at Web end for user.
2. a kind of bowel lavage instrument data handling system based on Hadoop platform according to claim 1, is characterized in that, the step of Hadoop cluster platform process data comprises the following steps:
1) based on the data tool Sqoop of Hadoop platform, by the data importing in database on Hadoop cluster platform server;
2) the Tool for Data Warehouse Hive based on Hadoop platform builds table in data warehouse, is relation database table by structurized data-mapping, and provides SQL query function;
3) SQL statement is converted to MapReduce task by the Tool for Data Warehouse Hive based on Hadoop platform;
4) choose key value, the MapReduce model based on Hadoop platform carries out intellectual analysis to task data, exports data;
5) according to different key values, choose different MapReduce model and intellectual analysis is carried out to task data, obtain different output data, output to the HDFS file system of Hadoop platform with the form of document after gathering all output data, and based on the data transfer tool Sqoop of Hadoop platform by the statistical conversion of HDFS in MySQL, check at Web end for user.
3. a kind of bowel lavage instrument data handling system based on Hadoop platform according to claim 1 and 2, is characterized in that: described server is by TCP/IP network programming and described bowel lavage instrument interconnected communication.
4. a kind of bowel lavage instrument data handling system based on Hadoop platform according to claim 2, it is characterized in that, when carrying out intellectual analysis based on different MapReduce model to task data, the key value chosen has at least: the efficacy analysis of the sales analysis of equipment, the use analysis of equipment, user.
5. a kind of bowel lavage instrument data handling system based on Hadoop platform according to claim 2, is characterized in that: step 2) in relation data table sort have equipment record sheet, patient information table, use record sheet.
6. a kind of bowel lavage instrument data handling system based on Hadoop platform according to claim 1 or 5, it is characterized in that, the information of user's typing has: the bowel lavage data be at least made up of bowel lavage temperature, bowel lavage pressure, bowel lavage speed; At least by age, body weight, sex, the course for the treatment of numbering the personal information formed; At least number by device id, the date of production, market, access times, firmware version number, use the bowel lavage instrument facility information formed, described use is numbered and is numbered the course for the treatment of and is associated.
7. a kind of bowel lavage instrument data handling system based on Hadoop platform according to claim 6, it is characterized in that: after described personal information typing, enter patient information table, access arrangement record sheet after described facility information typing, enters use record sheet after described bowel lavage data inputting.
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Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107818112A (en) * | 2016-09-13 | 2018-03-20 | 腾讯科技(深圳)有限公司 | A kind of big data analysis operating system and task submit method |
Citations (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102917038A (en) * | 2012-10-10 | 2013-02-06 | 江苏物联网研究发展中心 | Cloud computation based remote service system for medical internet of things |
CN103049556A (en) * | 2012-12-28 | 2013-04-17 | 中国科学院深圳先进技术研究院 | Fast statistical query method for mass medical data |
CN103116643A (en) * | 2013-02-25 | 2013-05-22 | 江苏物联网研究发展中心 | Hadoop-based intelligent medical data management method |
CN104111996A (en) * | 2014-07-07 | 2014-10-22 | 山大地纬软件股份有限公司 | Health insurance outpatient clinic big data extraction system and method based on hadoop platform |
US20150095384A1 (en) * | 2013-09-27 | 2015-04-02 | Tata Consultancy Services Limited | File transfer to a distributed file system |
CN104573074A (en) * | 2015-01-27 | 2015-04-29 | 广东帝弘数据技术有限公司 | High-speed calculating and analyzing method based on hospital data |
CN104699985A (en) * | 2015-03-26 | 2015-06-10 | 西安电子科技大学 | Medical big-data acquisition and analysis system and method |
CN104715013A (en) * | 2015-01-26 | 2015-06-17 | 南京邮电大学 | Hadoop-based user health data analysis method and system |
CN105095653A (en) * | 2015-07-13 | 2015-11-25 | 湖南互动传媒有限公司 | Basic service system for medical large data application |
-
2015
- 2015-12-01 CN CN201510861757.4A patent/CN105512470A/en active Pending
Patent Citations (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102917038A (en) * | 2012-10-10 | 2013-02-06 | 江苏物联网研究发展中心 | Cloud computation based remote service system for medical internet of things |
CN103049556A (en) * | 2012-12-28 | 2013-04-17 | 中国科学院深圳先进技术研究院 | Fast statistical query method for mass medical data |
CN103116643A (en) * | 2013-02-25 | 2013-05-22 | 江苏物联网研究发展中心 | Hadoop-based intelligent medical data management method |
US20150095384A1 (en) * | 2013-09-27 | 2015-04-02 | Tata Consultancy Services Limited | File transfer to a distributed file system |
CN104111996A (en) * | 2014-07-07 | 2014-10-22 | 山大地纬软件股份有限公司 | Health insurance outpatient clinic big data extraction system and method based on hadoop platform |
CN104715013A (en) * | 2015-01-26 | 2015-06-17 | 南京邮电大学 | Hadoop-based user health data analysis method and system |
CN104573074A (en) * | 2015-01-27 | 2015-04-29 | 广东帝弘数据技术有限公司 | High-speed calculating and analyzing method based on hospital data |
CN104699985A (en) * | 2015-03-26 | 2015-06-10 | 西安电子科技大学 | Medical big-data acquisition and analysis system and method |
CN105095653A (en) * | 2015-07-13 | 2015-11-25 | 湖南互动传媒有限公司 | Basic service system for medical large data application |
Non-Patent Citations (3)
Title |
---|
毛明毅等: "《智能家庭物联网系统》", 30 November 2015 * |
皮健夫等: "基于Hadoop的智能医疗分析系统的设计研究", 《物联网技术》 * |
闫茜: "海量医疗数据挖掘平台的研究与设计", 《中国优秀硕士学位论文全文数据库-信息科技辑》 * |
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107818112A (en) * | 2016-09-13 | 2018-03-20 | 腾讯科技(深圳)有限公司 | A kind of big data analysis operating system and task submit method |
CN107818112B (en) * | 2016-09-13 | 2021-12-14 | 腾讯科技(深圳)有限公司 | Big data analysis operating system and task submitting method |
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