CN107680148A - A kind of method for generating isogram in real time based on Monitoring Data - Google Patents

A kind of method for generating isogram in real time based on Monitoring Data Download PDF

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Publication number
CN107680148A
CN107680148A CN201710901179.1A CN201710901179A CN107680148A CN 107680148 A CN107680148 A CN 107680148A CN 201710901179 A CN201710901179 A CN 201710901179A CN 107680148 A CN107680148 A CN 107680148A
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China
Prior art keywords
isogram
data
monitoring data
generating
real time
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CN201710901179.1A
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Chinese (zh)
Inventor
陈魁
唐邈
肖致美
郑乃源
元洁
刘文秀
白宇
郭瑞
李媛
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TIANJIN ENVIRONMENT MONITORING CENTER
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TIANJIN ENVIRONMENT MONITORING CENTER
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Priority to CN202110728173.5A priority Critical patent/CN113436296A/en
Priority to CN201710901179.1A priority patent/CN107680148A/en
Publication of CN107680148A publication Critical patent/CN107680148A/en
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T11/002D [Two Dimensional] image generation
    • G06T11/20Drawing from basic elements, e.g. lines or circles
    • G06T11/203Drawing of straight lines or curves

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  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Alarm Systems (AREA)

Abstract

The invention discloses a kind of method for generating isogram in real time based on Monitoring Data.Its framework realized includes data acquisition equipment, database, isogram automatic generating software, SuferAPI interfaces, Web server and Web platforms.The method of the present invention for generating isogram in real time based on Monitoring Data, a set of data acquisition, the automatic system for storing and generating isogram in real time can rapidly be built, realize the collection from data, storage, the generation of isopleth, export and isogram is shown by webpage, client, cell phone application end, whole flow process all automates, efficiently, fast, without manual intervention.

Description

A kind of method for generating isogram in real time based on Monitoring Data
Technical field
The invention belongs to the fields such as Web program development, backstage C/S program development, and in particular to one kind is based on Monitoring Data The method of generation isogram in real time.
Background technology
Isogram (also known as counter map), is the number for being represented continuously distributed with the line of equal value point and being gradually changed A kind of pattern of measure feature is the projection of the curve (i.e. isopleth) being unified into the equal each point of numerical value in the plane to represent shot The profile of object and the figure (as shown in Figure 1) of size.
Isogram includes contour, thermoisopleth, isobar etc., can intuitively reflect the distribution feelings of each numerical value Condition, and the influence of geographical position, topography and geomorphology to monitoring numerical value height.
The drafting of isogram is more complicated, also to combine actual map, and high to required precision.Now with a lot Software can automatically generate isogram, such as Sufer, Matlab, but need manual operation software to carry out leading for data Enter and the operation such as the generation of image and export.
This method is integrated to the generating process of isogram, realizes collection from data, storage, isopleth Generation, export and isogram is shown by webpage, client, cell phone application end, whole flow process all automates, efficiently, soon Victory, without manual intervention.
The content of the invention
(1) technical problems to be solved
In view of the shortcomings of the prior art, isopleth is generated based on Monitoring Data in real time it is an object of the invention to provide one kind The method of figure.
(2) technical scheme
The purpose of the present invention is achieved through the following technical solutions.
The present invention provides a kind of method for generating isogram in real time based on Monitoring Data, the framework bag that methods described is realized Include data acquisition equipment, database, isogram automatic generating software, Sufer api interfaces, Web server and Web platforms.
Preferably, the framework that methods described is realized also includes mobile APP ends or C/S clients.
Preferably, the data acquisition equipment is arranged on each monitoring site, to the monitoring of timing acquiring each point position Data, and Web server is uploaded to, it is stored in database.
Preferably, the Monitoring Data includes the concentration value of temperature, air pressure, humidity or pollutant;The timing acquiring Data type includes minute data, ten minute datas or hour data.
Preferably, methods described comprises the following steps:
(1) data acquisition equipment timing acquiring Monitoring Data, and Monitoring Data is uploaded onto the server, is saved in database In;
(2) according to the distributing position of each monitoring site, the map of one monitored area of selection, the bottom as isogram Figure, and record the scope of base map longitude and latitude;
(3) background program reads real time data from database automatically, and generates isogram.
Preferably, wherein step (3) includes following sub-step:
A. all data acquisition equipment information is read from database, and the parameter of certainty equivalents line chart and data are adopted Collect the time;
B. background program regularly reads the Monitoring Data at the moment according to the information of data acquisition equipment from database, Generate the data file that form is " longitude, latitude, numerical value ";
C. background program reads data file, the grid file of isogram is generated, by net by calling sufer API Lattice file is combined with map, generates isogram;
D. after grid file generation, background program generates what sufer API were used according to the number range of data file Level files;
E. background program imports base map, grid file and level files, generation and base map size by sufer API Isogram of the same size, and covered on base map, generate an isogram based on map geographic position.
Preferably, the grid file for isogram being generated in sub-step c is the Ke Lijin provided by background program by API Interpolation algorithm is realized.
Preferably, in sub-step d, the number of plies of the level document definitions isogram, each layer of number range and Show Styles;Background program calculates the number range of each level, and incite somebody to action according to the maximum and minimum value of Monitoring Data These information are saved in level files.
Preferably, also the isogram of generation is exported to assigned catalogue automatically including background program after sub-step e, and Named according to data time, parameter ID, so that Web programs browse isogram according to catalogue and querying condition.
(3) beneficial effect
Compared with prior art, the present invention has following beneficial effects:
(1) whole flow process whole automatic business processing, operating personnel only need the information of pre-configured data acquisition equipment, Necessary program is installed, system can self-timing gathered data, isogram is automatically generated and preserves, Web platforms end Can browsing pictures.
(2) the isogram accuracy of generation is high, and the Kriging method provided by Sufer API carries out the life of image Into, and combined with electronic map, it can accurately reflect the distribution situation of each number range.
(3) configuration is flexible, and user can select data acquisition equipment and the monitoring parameters specified, generation by platform end Required isogram.
(4) scalability is good, and user can voluntarily increase parameter and monitoring station, and the isogram of system generation can also Easily it is called and shows by C/S clients or mobile APP.
Brief description of the drawings
Isogram in Fig. 1 display background technologies;
Fig. 2 shows the Organization Chart that method is realized described in embodiment;
Fig. 3 shows embodiment medium value line chart product process figure;
Fig. 4, which is shown in embodiment, generates document format data.
Embodiment
For technical problem, technical scheme and beneficial effect solved by the invention is more clearly understood, below in conjunction with tool Body embodiment, and referring to the drawings, the present invention is described in further detail.
The present invention provides a kind of method for generating isogram in real time based on Monitoring Data, its framework such as Fig. 2 institute realized Show, as can be seen from Figure 2 its realize framework include data acquisition equipment, database, isogram automatic generating software, Sufer api interfaces, Web server and Web platforms.
Wherein, the data acquisition equipment is arranged on each monitoring site, to the monitoring number of timing acquiring each point position According to, and Web server is uploaded to, it is stored in database.
The Monitoring Data can be the conventional Various types of data in this area, such as include temperature, air pressure, humidity or pollution Concentration value of thing etc.;The data type of the timing acquiring refers to the data of all kinds of timing acquirings, such as including minute data, very Clock data or hour data etc..
In certain specific embodiments of the invention, framework that methods described is realized can also include mobile APP ends and/ Or C/S clients.
In certain specific embodiments of the invention, the framework that methods described is realized can be a set of characteristic contamination prison Temperature and humidity monitoring system in examining system or a set of factory floor.
In the preferred embodiment of the present invention, isogram product process is as shown in figure 3, can from Fig. 3 Go out, methods described comprises the following steps:
(1) data acquisition equipment timing acquiring primary monitoring data, and data are uploaded onto the server, is saved in database In;
(2) according to the distributing position of each monitoring site, the map of one monitored area of selection, the bottom as isogram Figure, and record the scope of base map longitude and latitude;
(3) background program reads real time data from database automatically, and generates isogram.
Wherein, the step (3) includes following sub-step:
A. all data acquisition equipment information is read from database, and the parameter of certainty equivalents line chart and data are adopted Collect the time;
B. background program regularly reads the Monitoring Data at the moment according to the information of data acquisition equipment from database, Generate the data file of form " longitude, latitude, numerical value " as shown in Figure 4;
C. background program reads data file, the grid file of isogram is generated, by net by calling sufer API Lattice file is combined with map, generates isogram;
D. after grid file generation, background program generates what sufer API were used according to the number range of data file Level files;
E. background program imports base map, grid file and level files, generation and base map size by sufer API Isogram of the same size, and covered on base map, generate an isogram based on map geographic position.
The grid file that isogram is generated in sub-step c is that the Kriging regression provided by background program by API is calculated Method is realized.
The semivariable function model that Kriging regression algorithm (Kriging interpolation methods) provides has Gauss, linear, spherical, resistance Buddhist nun's sine and exponential model etc., spherical simulation is relatively good when to meteorological element field interpolation.Both the random of reservoir parameter had been considered Property, there is the correlation for considering reservoir parameter, under conditions of interpolation variance minimum is met, provide Best Linear Unbiased interpolation, Give interpolation variance simultaneously;
Compared with traditional interpolation method (such as least square method, Triangulation Method, weighted distance average method), Kriging technique Advantage include:
A. the space correlation property of description object is considered during data gridding, make interpolation result it is more scientific, Closer to actual conditions;
B. the error (golden variance in gram) of interpolation can be provided, makes the degree of reliability of interpolation very clear
Interpolation variance:Just refer to the mathematic expectaion of both actual parameter value zv and estimate zv* deviation square:
And the zv* of interpolation point, obtained by N number of discrete point;
Wherein λ refers to weight coefficient with N number of discrete point;
There is certain relation in variogram and the distance h of stochastic variable, this relation can be represented with theoretical model.Often Variogram theoretical model include spherical model, Gauss model and exponential model (in addition to:Tool base station value linear model, Power function model, without base station value linear model);
A. spherical model formula:
B. Gauss model formula:
In formula:A is not to become journey, the change Cheng Yuewei √ 3a of Gauss model;
C. exponential model formula
In formula:A is not to become journey, the change Cheng Yuewei 3a of exponential model;
D. a base station value linear model is had
In formula:γ (hi)=b0+b1X1, i is linearly turned to when k is straight slope 0
E. power function model
γ (h)=hα0 < α < 2
In formula:For power exponent;In the absence of base station value.Take the logarithm to obtain ln (γ (h))=α lnh on both sides, linearly turns to γ (hi) =b1X1, i
F. without base station value linear model
In sub-step d, the number of plies, each layer of number range and the display sample of the level document definitions isogram Formula;Background program calculates the number range of each level, and these are believed according to the maximum and minimum value of Monitoring Data Breath is saved in level files.
Also the isogram of generation is exported to assigned catalogue automatically including background program after sub-step e, and according to number Named according to time, parameter ID, so that Web programs browse isogram according to catalogue and querying condition.
Several specific embodiments are named, are better illustrated with the implementation to the present invention and application effect.
Embodiment 1
There is a set of characteristic contamination monitoring system, tens monitoring points are mounted with a city, predominantly detect air In all kinds of pollutant concentrations, including sulfur dioxide, carbon monoxide, benzene homologues etc..
The system uses SqlServer database, carries out program development using ASP.net platforms, background service is by C# languages Speech is write.
A server is built first, database is installed on server, Web platform programs and automatically generates isopleth The background program of figure.
Then by all monitoring point Data Enter databases, and the GPS information of each monitoring point is recorded.Configuration is good every The data acquisition equipment parameter to be gathered on individual monitoring point.
After configuration is completed, data acquisition equipment will monitor the concentration of each pollutant automatically, and timing uploads data Be put in storage and preserve to server.
Background program on server, understand the data in timing reading database, and pass through sufer API and generate isopleth Figure, is saved in the catalogue of Web platform programs.
When user needs to check isogram, it is only necessary to log in Web platforms, select specific monitoring point can to browse Picture.
Embodiment 2
Temperature and humidity monitoring system in a set of factory floor.Each point position installation humiture in a workshop passes Sensor, real-time temperature and humidity value is monitored, and pass through giant-screen real-time display.
The system uses SqlServer database, carries out program development using ASP.net platforms, background service is by C# languages Speech is write.
A server is built first, database is installed on server, Web platform programs and automatically generates isopleth The background program of figure.
By the positional information input database of each point position, Temperature Humidity Sensor automatically can determine the temperature and humidity value of each point position When upload onto the server storage preserve.
Background program on server, data of the Temperature and Humidity module can be regularly read, with reference to room surface figure, passes through sufer API Isogram is generated, is saved in the catalogue of Web platform programs.
Real-time humiture isogram is shown by giant-screen, producers is paid close attention at any time in workshop The distribution situation of humiture, and influence situation of the production activity to humiture.
To sum up, according to the isogram generation method of the present invention, a set of data acquisition, automatic storage can rapidly be built And the system for generating isogram in real time, the function of data monitoring platform can be made more rich, there is provided more professional data point Analyse solution.
Particular embodiments described above, the purpose of the present invention, technical scheme and beneficial effect are carried out further in detail Describe in detail bright, it should be understood that the foregoing is only the present invention specific embodiment, be not intended to limit the invention, it is all Within the spirit and principles in the present invention, any modification, equivalent substitution and improvements done etc., the protection of the present invention should be included in Within the scope of.

Claims (9)

  1. A kind of 1. method for generating isogram in real time based on Monitoring Data, it is characterised in that:The framework bag that methods described is realized Include data acquisition equipment, database, isogram automatic generating software, Sufer api interfaces, Web server and Web platforms.
  2. A kind of 2. method for generating isogram in real time based on Monitoring Data according to claim 1, it is characterised in that:Institute Stating the framework of method realization also includes mobile APP ends and/or C/S clients.
  3. A kind of 3. method for generating isogram in real time based on Monitoring Data according to claim 1, it is characterised in that:Institute Data acquisition equipment is stated on each monitoring site, to the Monitoring Data of timing acquiring each point position, and is uploaded to Web clothes Business device, is stored in database.
  4. A kind of 4. method for generating isogram in real time based on Monitoring Data according to claim 3, it is characterised in that:Institute Stating Monitoring Data includes the concentration value of temperature, air pressure, humidity or pollutant;The data type of the timing acquiring includes the number of minutes According to, ten minute datas or hour data.
  5. A kind of 5. method for generating isogram in real time based on Monitoring Data according to claim 1, it is characterised in that:Institute The method of stating comprises the following steps:
    (1) data acquisition equipment timing acquiring Monitoring Data, and Monitoring Data is uploaded onto the server, is saved in database;
    (2) according to the distributing position of each monitoring site, the map of a monitored area is chosen, as the base map of isogram, and Record the scope of base map longitude and latitude;
    (3) background program reads real time data from database automatically, and generates isogram.
  6. A kind of 6. method for generating isogram in real time based on Monitoring Data according to claim 5, it is characterised in that:Its Middle step (3) includes following sub-step:
    A. all data acquisition equipment information is read from database, and when the parameter of certainty equivalents line chart and data acquisition Between;
    B. background program regularly reads the Monitoring Data at the moment from database, generated according to the information of data acquisition equipment Form is the data file of " longitude, latitude, numerical value ";
    C. background program reads data file, generates the grid file of isogram, by grid text by calling sufer API Part is combined with map, generates isogram;
    D. after grid file generation, background program is according to the number range of data file, the level that generation sufer API are used File;
    E. background program imports base map, grid file and level files, generation and base map size by sufer API Consistent isogram, and covered on base map, generate an isogram based on map geographic position.
  7. A kind of 7. method for generating isogram in real time based on Monitoring Data according to claim 5, it is characterised in that:Son The grid file that isogram is generated in step c is that the Kriging regression algorithm provided by background program by API is realized.
  8. A kind of 8. method for generating isogram in real time based on Monitoring Data according to claim 5, it is characterised in that:Son In step d, the number of plies, each layer of number range and the Show Styles of the level document definitions isogram;Background program According to the maximum and minimum value of Monitoring Data, the number range of each level is calculated, and these information are saved in In level files.
  9. A kind of 9. method for generating isogram in real time based on Monitoring Data according to claim 5, it is characterised in that:Son Also the isogram of generation is exported to assigned catalogue automatically including background program after step e, and according to data time, parameter ID is named, so that Web programs browse isogram according to catalogue and querying condition.
CN201710901179.1A 2017-09-28 2017-09-28 A kind of method for generating isogram in real time based on Monitoring Data Pending CN107680148A (en)

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WO2023010856A1 (en) * 2021-08-02 2023-02-09 上海派森诺生物科技有限公司 Online drawing method and apparatus for combined density plot, and electronic device

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