CN105930926A - SAAS-based IOT data analyzing, monitoring and predicting system and method - Google Patents
SAAS-based IOT data analyzing, monitoring and predicting system and method Download PDFInfo
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- CN105930926A CN105930926A CN201610244409.7A CN201610244409A CN105930926A CN 105930926 A CN105930926 A CN 105930926A CN 201610244409 A CN201610244409 A CN 201610244409A CN 105930926 A CN105930926 A CN 105930926A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/20—Administration of product repair or maintenance
Abstract
The invention discloses an SAAS-based IOT data analyzing, monitoring and predicting system which comprises a user interface layer, a service logic layer, a data access layer, a remote access layer. For the mobile equipment of an IOT, through searching the uploaded various types of data, including but not limited to temperature, humidity, human pulse, walking mileage, speed and other data, the data is uploaded to a cloud end, the cloud end uses MySQL, R Server and PHP to carry out the data collection of multiple users, cleaning, sorting, analysis, monitoring and alarm functions, an analysis report and an alarm signal are transmitted to a page, an APP, a notification device and other clients through a network service end, and the database of the relation between the data and a detection object is established. Based on a statistical method, the invention has a function of machine learning, through the feedback of the database to the specific condition based on the same data type by a historical user, the analysis, predication and monitoring of new user collection data are realized.
Description
Technical field
The present invention relates to Internet of Things technical field of data processing under SAAS, specifically data cleansing is provided for Internet of Things user, goes
Weigh, analyze, monitor, intelligent decision and the Service Design network transmission of alarm, temperature detection, remote hardware control, from
I learning-oriented data base build show with self-teaching, backstage, PHP website, APP monitoring with reality, R language processing framework with
And data intelligence learns the technology such as decision analysis greatly
Background technology
Operation management system based on SAAS pattern, by providing online SaaS operation platform, enterprise can be existed by its service
Line realizes the merits such as the monitoring of the Internet IT resource, fault alarm, event form, ITIL event tracking, PTT automatization O&M
Can, contain content and include: CPU/ internal memory, network interface flow, service, process status, resource consumption situation, Website page
Access time delay etc..
Internet of Things Internet of things (IoT), utilize the communication technology such as localized network or the Internet sensor, controller,
Machine, personnel and thing etc. are linked togather by the way of new, formed people be connected with thing with thing, thing, it is achieved informationization, remotely manage
Reason controls and intelligentized network.
Internet of Things is combined with SAAS method of service, it is possible to the big data analysis of the intelligent equipment for growing stronger day by day, prison
Control and decision-making provide effective and instruct and countermeasure.
Summary of the invention
The present invention proposes a kind of Internet of Things data analysis based on SAAS, monitoring and prognoses system and method, incorporates Internet of Things remote
Journey passes transmission of data and the feature of SAAS service, is analyzed the data collected, the data that intelligentized judgement equipment is collected,
Either temperature, humidity, heart rate, respiratory frequency, infant sob frequency etc., all without theoretical value to be obtained as passing
According to client provide, but by the cleaning of the data in the range of the normal time of internet-of-things terminal object, observe and analyze,
Show whether these data are in normal or abnormality, or be in the special state drawn through data collection and analysis such as
Blood pressure is increased to certain level then by historical data and user's labelling, and prompting may represent certain disease, and by website and
Notification apparatus such as webpage the most in kind, APP and wifi LED alert to user's remote prompts associated monitoring and information.
The technical solution of the present invention is as follows:
A kind of Internet of Things data analysis based on SAAS, monitoring and prognoses system, its feature is, including:
User interface layer, for user's display data, is set by the user the abnormality labelling of data, and provides a user with each
Plant data analysis, monitor and predict service；
Business Logic, the most directly uses internet of things equipment (directly use internet of things equipment such as infant) for collecting,
And need to collect the status information of the data of the long-distance user (such as mother of infant) using internet of things equipment data, as gone through
History long-distance user once indicated temperature data, shows that 38 degree of temperatures above represent hyperpyrexia；And for example certain history long-distance user was once
Blood pressure data is indicated, shows that 150/90mmHg is hypertension；If a newly-increased long-distance user, it is only necessary to new number is provided
It is believed that breath, such as temperature 38.5, blood pressure 160/90mmHg, new data message will be known by system automatically, and and feedback
To new long-distance user, remind the health of its hyperpyrexia or hypertension, and voluntarily data are identified without new user.；
Data access layer, for being carried out data, deduplication operation；
Remote access layer, for providing data-interface to internet of things equipment, by the web displaying of the Internet or by remotely controlling
With LED display and can the cup device manifesting different colours of scope of data that provides according to set or acquiescence of intelligence, with
To the most directly using internet of things equipment, and need collect long-distance user's alarm of use internet of things equipment data and remind.
Described user interface layer includes that data display platform, data relationship are set up and searching platform, data analysis and predicting platform；
Described data display platform includes that UI interface, data periodic report, data compare with when chain rate, and time series is divided
Solve；Described data relationship is set up and is included that with searching platform the corresponding user of state and data identifies and monitoring alarm displaying, by with
Family behavior, the state representing given data is marked, and the data mode that future is same occurs when, then passes through website
Or matching relationship is shown by other corresponding devices and the alarm of correspondence；Described data analysis and prediction module include data
Time Series AR IMA process trace, data mean value and deviation range monitoring form and data prediction form.
Described Business Logic includes history and newly enters data and integrate, and the data of multi-source is carried out to the data of duplicate removal
Integrate processing module, it is judged that data whether data mean value judge module in the range of historical data average and variance, it is judged that newly enter
Whether data meet the Data Matching judge module of matching relationship between passing data and material object, are analyzed the data updated
Data analysis prediction module with prediction.
Described data access layer includes two modules, i.e. data cleansing, duplicate removal, remove null value, repetition values and data loading mould
Block, and data and sensor relation enter library module.
Described remote access layer includes that router port maps and data transmission module, sensor terminal, and prediction, monitoring
With alarm terminal.
Compared with prior art, the invention has the beneficial effects as follows:
(1) specialized to internet of things equipment offer data analysis service, it is provided that specialized daily paper, weekly, monthly magazine and same ring
Than analyzing, time series analysis, the Data Analysis Platform built based on R language so that existing Internet of Things user is without possessing system
Meter relevant knowledge, intelligentized can extract, analyzes and identifies that the inherence of Internet of Things history and his personal data hides information, pass through
Build the datumization platform of internet of things equipment, for Internet of Things big data high speed development provide one-stop hardware and software platform service.Existing
Internet of things system is had seldom to provide data analysis and state recognition function, the most only display data.
(2) multi-user's historical record preserves and sets up the relationship map between same categorical data, can based on other users of history
Upload classification and the explanation of data, new user is newly uploaded data intelligence and is identified and judges, such as temperature, humidity, vibrations time
Number, Pulse Rate, and set up corresponding data warehouse based on the data collected, thus preferably use all of status data to carry
For service for life.Existing data analysis system lacks the passage that Internet of Things is connected, and existing Internet of things system does not provide it
His user is with the analytic function of categorical data.
(3) using monitoring and the alarm device of material objectization, make data LED variable color display cup device, user can arrange LED
The corresponding relation of alarm status between lamp color and data, thus intelligent, light prompting user error and the data stream of exception.Existing
Some data systems great majority only provide the data at webpage or interface to present function, do not provide alarm device in kind；And it is existing
Alarm device in kind fails to the various types of data of Intelligent Recognition, and majority is only capable of identifying the data of single type and alerting.
(4) native system provides extensive data alarm scope, i.e. 6sgima principle, also can adjust as required to 2～3
Times standard deviation, it is not necessary to user considers that the exceptional value scope of truthful data can break existing announcement according to available data Intelligent Recognition
Alarm device must be with regard to the determinate restriction determining normal range of operation of single source data.
(5) remotely monitor temperature, carry out the connection of upper and lower flow data with general router and wifi, with low cost so that
User remotely also can know the ANOMALOUS VARIATIONS of data in time, to the change of state can very first time perception, reduce user and use into
This, be suitable for domestic. applications.And the existing device carrying out according to data alerting, be primarily adapted for use in industrial site, by bluetooth or
GSM uploads, with high costs, migrates inconvenience.
Accompanying drawing explanation
Fig. 1 is the embodiment of the present invention 1 Internet of Things based on SAAS data analysis, monitoring and the schematic diagram of prognoses system；
Fig. 2 is that in data interface layer, data relationship is set up and query portion, carries out the display cup of LED variable color according to data fluctuations
Device
Fig. 3 is the enforcement example of user interface layer detection temperature data in invention.
Detailed description of the invention
The present invention is described in further detail below in conjunction with the accompanying drawings.
A kind of general Internet of Things data analysis based on SAAS, monitoring and prognoses system, for providing to various internet of things equipments
Data carry out data cleansing, analysis, form present, historical data state recording and analysis, material object display, predict and alert
Service, including user interface layer, Business Logic, data access layer and remote access layer.
Wherein, user interface layer includes data display platform, and data relationship is set up and searching platform, data analysis and predicting platform.
Data display platform includes optimized wieldy UI interface, data periodic report (day, the moon, season, annual report), data
Compare with when chain rate, and Time Series, including the random quantity etc. of Seasonal, trend and correspondence；Data relationship
Set up and have with searching platform the corresponding user of state and data to identify and monitoring alarm displaying etc., by user behavior, to given data
The state represented is marked, the data mode that future is same occurs when, then by website or other corresponding devices to
The relation of joining is shown and the alarm of correspondence；Data analysis and prediction module include data time series ARIMA process trace,
Data mean value and deviation range monitor form and data prediction form.
At user interface layer, user can pass through user interface timing receipt data, by receive data be analyzed and show right
The data sheet answered, and thereby determine that the scope of normal value and abnormal observation, so that it is determined that the monitoring content of newly received data,
And with monitoring and point out special state by website or display in kind.
Business Logic includes following four functional modules: 1. to history and newly enter data and integrate, for the data of multi-source
Carry out duplicate removal；2. judge that data are whether in the range of historical data average and variance；3. judge newly to enter whether data meet passing
Between data and material object matching relationship and 4. to update data be analyzed and predict.
At Business Logic, each user can be uploaded same categorical data and contrast and analyze by system, as human body temperature one
The excursion fixed time, the information provided based on historic user, provide this range of temperature to represent for new user
Implication, such as special statuss such as high heat, low grade fever.
Data access layer includes two modules: data cleansing, duplicate removal, remove null value, repetition values and data loading；Data and biography
Sensor relation is put in storage.Data access layer will realize the repetition of data and the rejecting of improper value, the basic function cleaned and analyze.
Remote access layer includes three parts: 1. router port maps and data transmission；2. sensor terminal and 3. predict, monitor
With alarm terminal.The realization of sensor can be provided different data by Intelligent hardware, by port mapping and the transmission of router
Function transfers data on remote server；Feedback to monitoring, in addition to basic web station interface, also provides for hardware simultaneously
The alarm mode of formula in kind, i.e. according to data fluctuations, the different colours of LED, generation on the cup device that on it, LED variable color shows
The temperature (or abnormal data state) that table is different, thus facilitate user's very first time to judge and find the unusual condition of data.
The DIU data interface unit of transmitting terminal mainly includes the interface being attached with Internet of things device that U2 represents, such as testing temperature
Device can be able to programme to wifi biography by DS18B20 temperature control probe and the Arduino module being made up of P1, U1, D1 and R2
Defeated device is controlled, and periodically sends data and alarm record toward terminal by server, control the warning of signal cup after uploading
Information and present data record.
Receiving terminal data LED variable color display cup device as in figure 2 it is shown, wherein top half separable with the latter half, the first half
Divide and include LED, antenna, HLK-RM-04 and Arduino module, and USB power source.Top half will seal and with under
Half part is connected, and the latter half can be done daily cup drinking-water and be used；Top half can be by HLK-RM04 by the letter of external network
Number by selecting wifi or GSM to be delivered to internal network, and by the serial interface of Arduino module data are received with
Process, for the data beyond normal range, utilize serial ports to transfer data in four foot LED again by Arduino, real
Now according to data beyond normal range (using standard deviation as mark) number carry out the change of color, or the most right by user
The different conditions of data is marked and corresponding different color, reports to warn use.
It should be noted last that, above example is only in order to illustrate technical scheme and unrestricted, although with reference to preferably
The present invention has been described in detail by embodiment, it will be understood by those within the art that, can be to the technical scheme of invention
Modifying or equivalent, without deviating from the spirit and scope of technical solution of the present invention, it all should contain the power in the present invention
In the middle of profit claimed range.
Claims (5)
1. an Internet of Things data analysis based on SAAS, monitoring and prognoses system, it is characterised in that including:
User interface layer, for user's display data, is set by the user the abnormality labelling of data, and provides a user with each
Plant data analysis, monitor and predict service；
Business Logic, for the status information of the Remote user data of gleanings networked devices, is identified and feeds back to new remote
At journey user；
Data access layer, for being carried out data, deduplication operation；
Remote access layer, for providing data-interface to internet of things equipment, by the web displaying of the Internet or by remotely controlling
With LED display and can the cup device manifesting different colours of scope of data that provides according to set or acquiescence of intelligence, to
Long-distance user's alarm of internet of things equipment and prompting.
Internet of Things data analysis based on SAAS the most according to claim 1, monitoring and prognoses system, its feature exists
In, described user interface layer includes that data display platform, data relationship are set up and searching platform, data analysis and predicting platform；
Described data display platform includes that UI interface, data periodic report, data compare with when chain rate, and time series is divided
Solve；Described data relationship is set up and is included that with searching platform the corresponding user of state and data identifies and monitoring alarm displaying, by with
Family behavior, the state representing given data is marked, and the data mode that future is same occurs when, then passes through website
Or matching relationship is shown by other corresponding devices and the alarm of correspondence；Described data analysis and prediction module include data
Time Series AR IMA process trace, data mean value and deviation range monitoring form and data prediction form.
Internet of Things data analysis based on SAAS the most according to claim 1, monitoring and prognoses system, its feature exists
Include history in, described Business Logic and newly enter data and integrate, the data of multi-source being carried out to the data of duplicate removal
Integrate processing module, it is judged that data whether data mean value judge module in the range of historical data average and variance, it is judged that newly enter
Whether data meet the Data Matching judge module of matching relationship between passing data and material object, are analyzed the data updated
Data analysis prediction module with prediction.
Internet of Things data analysis based on SAAS the most according to claim 1, monitoring and prognoses system, its feature exists
Include two modules in, described data access layer, i.e. data cleansing, duplicate removal, remove null value, repetition values and data loading mould
Block, and data and sensor relation enter library module.
Internet of Things data analysis based on SAAS the most according to claim 1, monitoring and prognoses system, its feature exists
In, described remote access layer includes that router port maps and data transmission module, sensor terminal, and prediction, monitoring
With alarm terminal.
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| CN106940720A (en) * | 2017-03-14 | 2017-07-11 | 深圳市科奈信科技有限公司 | Multi-source information processing method and system based on healthy Internet of Things |
| CN112272224A (en) * | 2020-10-22 | 2021-01-26 | 合肥高新云制造研究院 | Industrial Internet of things data message distribution method |
| CN110162672B (en) * | 2019-05-10 | 2021-07-27 | 上海赜睿信息科技有限公司 | Data processing method and device, electronic equipment and readable storage medium |
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Application publication date: 20160907 |