CN109598419A - A kind of method and device determining water environment hot spot grid based on water quality data - Google Patents

A kind of method and device determining water environment hot spot grid based on water quality data Download PDF

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CN109598419A
CN109598419A CN201811374385.2A CN201811374385A CN109598419A CN 109598419 A CN109598419 A CN 109598419A CN 201811374385 A CN201811374385 A CN 201811374385A CN 109598419 A CN109598419 A CN 109598419A
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grid
quality data
water quality
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廖炳瑜
滑东飞
黄思
田启明
范迎春
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Beijing Insights Value Technology Co Ltd
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Abstract

The application discloses a kind of method and device that water environment hot spot grid is determined based on water quality data.It is multiple grids that this method, which includes by the region division where water environment,;Obtain the water quality data of water inlet and water outlet in each grid;According to the water quality data of water inlet and water outlet, the pollution intensity of each grid is determined;According to the pollution intensity, hot spot grid is determined.

Description

A kind of method and device determining water environment hot spot grid based on water quality data
Technical field
The application belongs to environmental monitoring technology field, more particularly to one kind determines water environment hot spot grid based on water quality data Method and device.
Background technique
Water is in the dynamic balance state constantly recycled on earth.Water environment refers to the formation of water in nature, distribution With the environment for converting locating space.Water environment is mainly made of surface water environment and groundwater environment two parts.Surface water environment Including river, lake, reservoir, ocean, pond, marsh, glacier etc., groundwater environment includes spring, phreatic water, deep layer It is lauched.With the development of society, the pollution problem of water environment is increasingly paid attention to, monitoring water environment becomes environment monitoring One of project.
The method of monitoring water environment mainly has at present:
(1) based on the management method of administrative region, in each administrative region, according to the actual situation, arrangement is largely patrolled The personnel of looking into patrol, and supervise destruction, or find the problem by modes such as common people's report.This management method covers Range is excessive, and supervisory efficiency is low.
(2) the setting cross-section monitoring point of large area, is monitored, investigates unqualified region artificial every month.It should Method large area is laid with monitoring device, and inefficiency searches pollution sources work and carries out difficulty.
Summary of the invention
One embodiment of the application provides a kind of method for determining water environment hot spot grid based on water quality data, comprising: It is multiple grids by the region division where water environment;Obtain the water quality data of water inlet and water outlet in each grid;According to The water quality data of water inlet and water outlet determines the pollution intensity of each grid;According to the pollution intensity, heat is determined Dot grid.
In the above-mentioned method for determining water environment hot spot grid based on water quality data, the region division by where water environment For multiple grids, comprising: flow to data and data on flows according to the determination of the terrain data in the region;According to the data on flows Determine network of waterways data and water outlet;According to the water outlet and data are flowed to, are multiple charge for remittance blocks by the region division, with As the grid.
In the above-mentioned method for determining water environment hot spot grid based on water quality data, it is described obtain in each grid water inlet and The water quality data of water outlet, comprising: be monitored by monitoring device, obtain the water quality of water inlet and water outlet in each grid Data.
In the above-mentioned method for determining water environment hot spot grid based on water quality data, it is described obtain in each grid water inlet and The water quality data of water outlet, comprising: obtain the satellite remote sensing date in the region;Water quality is carried out according to the satellite remote sensing date Identification, obtains the water quality data of water inlet and water outlet in each grid.
In the above-mentioned method for determining water environment hot spot grid based on water quality data, the water according to water inlet and water outlet Prime number evidence determines the pollution intensity of each grid, comprising: by the water quality data of water outlet in the grid and water inlet Pollution intensity of the difference of water quality data as the grid.
In the above-mentioned method for determining water environment hot spot grid based on water quality data, the water according to water inlet and water outlet Prime number evidence determines the pollution intensity of each grid, comprising: according to the water quality data of water inlet and water outlet, determine described in The difference of the water quality data of the water quality data and water inlet of water outlet in grid;According to the difference, determine the difference with it is right Answer the ratio of grid area;Using the ratio as the pollution intensity of the grid.
One embodiment of the application also provides a kind of electronic equipment, including memory, processor and is stored in memory Computer program that is upper and can running on a processor, wherein the processor is realized above-mentioned based on water when executing described program Prime number is according to the method for determining water environment hot spot grid.
One embodiment of the application also provides a kind of computer readable storage medium, is stored thereon with processor program, Wherein, the processor program is for executing the above-mentioned method for determining water environment hot spot grid based on water quality data.
One embodiment of the application also provides a kind of device that water environment hot spot grid is determined based on water quality data, packet Include: the region division where water environment is multiple grids by region division module;Data acquisition module obtains in each grid The water quality data of water inlet and water outlet;Data processing module determines each institute according to the water quality data of water inlet and water outlet State the pollution intensity of grid;Hot spot grid determining module determines hot spot grid according to the pollution intensity.
In the above-mentioned device for determining water environment hot spot grid based on water quality data, the region division module is according to the area The terrain data determination in domain flows to data and data on flows;Network of waterways data and water outlet are determined according to the data on flows;According to The water outlet and data are flowed to, be multiple charge for remittance blocks by the region division, using as the grid.
In the above-mentioned device for determining water environment hot spot grid based on water quality data, the data acquisition module is set by monitoring It is standby to be monitored, obtain the water quality data of water inlet and water outlet in each grid.
In the above-mentioned device for determining water environment hot spot grid based on water quality data, the data acquisition module obtains the area The satellite remote sensing date in domain;Water quality identification is carried out according to the satellite remote sensing date, obtains water inlet and water outlet in each grid The water quality data of mouth.
In the above-mentioned device for determining water environment hot spot grid based on water quality data, the data processing module is by the grid Pollution intensity of the difference of the water quality data of the water quality data and water inlet of interior water outlet as the grid.
In the above-mentioned device for determining water environment hot spot grid based on water quality data, the data processing module is according to water inlet With the water quality data of water outlet, the difference of the water quality data of the water quality data and water inlet of water outlet in the grid is determined;Root According to the difference, the ratio of the difference with corresponding grid area is determined;Using the ratio as the pollution intensity of the grid.
The application determines the method for water environment hot spot grid, electronic equipment, computer-readable storage medium based on water quality data The water environment region division that need to be monitored is multiple grids, passes through the water quality of each grid water inlet and water outlet by matter and device Data determine hot spot grid therein, continue to monitor to hot spot grid, realize to water environment region targetedly, have weight The monitoring of point, the pollution on-line monitoring system self-built independent of enterprise avoid the human interference to monitoring.It can also periodically more New hot spot grid is realized and precisely, is efficiently supervised.
Detailed description of the invention
Fig. 1 is that one embodiment of the application determines the method flow diagram of water environment hot spot grid based on water quality data.
Fig. 2 is the flow chart of one embodiment grid division of the application.
Fig. 3 is that one embodiment of the application determines the schematic device of water environment hot spot grid based on water quality data.
Specific embodiment
Below in conjunction with drawings and examples, a specific embodiment of the invention is described in more details, so as to energy The advantages of enough more fully understanding the solution of the present invention and its various aspects.However, specific embodiments described below and implementation Example is for illustrative purposes only, rather than limiting the invention.
Heretofore described " connection " unless otherwise specific regulation or is limited, should be broadly understood, can be directly It is connected, is also possible to be connected by intermediary.In the description of the present invention, it is to be understood that, "upper", "lower", " preceding ", The orientation or positional relationship of the instructions such as " rear ", "left", "right", " top ", " bottom end " is orientation based on the figure or position Relationship is merely for convenience of description of the present invention and simplification of the description, rather than the device or element of indication or suggestion meaning must have There is specific orientation, be constructed and operated in a specific orientation, therefore is not considered as limiting the invention.
Fig. 1 is that one embodiment of the application determines the method flow diagram of water environment hot spot grid based on water quality data.Such as Shown in Fig. 1, the present embodiment provides a kind of methods for determining water environment hot spot grid based on water quality data, include the following steps.
It step S101, is multiple grids by the region division where water environment.In this step, by the region where water environment (region for needing to monitor) carries out grid dividing, can take the region where different grids different Supervision Measures.
Step S102, the water quality data of water inlet and water outlet in each grid is obtained.Water quality data may include water quality Classification water quality classification is divided into and is divided into 1 class, 2 classes, 3 classes, 4 classes, 5 classes and bad five class in national standard.Water quality number It, can be according to reality according to that can also include the parameters such as the COD (Chemical Oxygen Demand) of water, ammonia nitrogen, turbidity, dissolved oxygen Situation is selected.
Step S103, according to the water quality data of water inlet and water outlet, the pollution intensity of each grid is determined.Each grid Pollution condition it is not identical, by the difference of water inlet and the water quality data of water outlet, can show that the pollution of each grid is strong Degree.
Step S104, according to pollution intensity, hot spot grid is determined.In this step, according to preset rules, from Hot spot grid is selected in the grid of division.
By the method for above embodiment, monitoring department can carry out grid dividing to the region supervised, and determine Hot spot grid carries out emphasis monitoring to hot spot grid and improves the effect of monitoring water environment so that the monitoring to water environment is targeted Rate.
Fig. 2 is the flow chart of one embodiment grid division of the application.As shown in Fig. 2, above-mentioned steps S101, by water ring Region division where border is multiple grids, comprising:
Step S201, data and data on flows are flowed to according to the determination of the terrain data in region.
In the present embodiment, the terrain data in the region where water environment can be digital elevation data (Digital Elevation Model), data and data on flows are flowed to according to digital elevation data to determine.Divisor is removed using hollow method is filled out Abnormal high level and abnormal low value in word altitude data.Using D8 algorithm, to filling out hollow method treated, digital elevation data are carried out Processing, obtains flowing to data and data on flows, data on flows is the flowing water cumulant of each grid point in D8 algorithm.
Step S202, network of waterways data and water outlet are determined according to data on flows.
1000 are more than or equal to one threshold value of flow data setting, such as flow, the grid point connection of threshold value is will be above, obtains river Network data.In the present embodiment, the grid point after connection forms water channel, and criss-cross water channel constitutes network of waterways data.Network of waterways data The grid point of intersection is that maximum is come down in torrents a little, and maximum is come down in torrents as water outlet.The quantity of water outlet is not fixed in region, root It is automatically generated according to landform.
Step S203, according to water outlet and data are flowed to, are multiple charge for remittance blocks by region division, using as grid.
According to each water outlet and by flowing to data grid point associated with it as a charge for remittance block.Region is drawn It is divided into multiple charge for remittance blocks, each charge for remittance block is as a grid.Using the water outlet of upstream charge for remittance block as downstream charge for remittance The water inlet of block.It only include a water outlet in each grid, water inlet can have multiple.
The grid number of division should not be excessive, and number of grid excessively will increase calculation amount.In the present embodiment, each grid covering Region area be more than or equal to 10 square kilometres.Invention is not limited thereto, and the size of grid can adjust according to actual needs.
Optionally, the water quality data of water inlet and water outlet in each grid is obtained in above-mentioned steps S102, comprising: pass through Monitoring device is monitored, and obtains the water quality data of water inlet and water outlet in each grid.Monitoring device can be automatic prison Measurement equipment is also possible to manual monitoring equipment.Water-quality Monitoring Points can be set for water inlet and water outlet in each grid, pass through The water quality data of automatic equipment acquisition water inlet and water outlet.It can also be obtained by way of artificial sample with manual equipment The water quality data of water inlet and water outlet.
In another scheme, the water quality data of water inlet and water outlet in each grid is obtained in above-mentioned steps S102, is wrapped It includes: obtaining the satellite remote sensing date in region;Carry out water quality identification according to satellite remote sensing date, obtain in each grid water inlet and The water quality data of water outlet.
The satellite remote sensing date of acquisition includes but is not limited to sentry, MODIS data, Himawari-8, TM series, high score defends Sing data etc..
By taking water quality data includes water quality classification as an example, in national standard, water quality classification is divided into and is divided into 1 class, 2 Class, 3 classes, 4 classes, 5 classes and black smelly class.The sample of water quality classification is trained with remotely-sensed data, obtains training pattern.According to instruction Practice model and inverting carried out to the remotely-sensed data of the satellite in region, obtains the water quality classification of water inlet and water outlet in multiple grids, Water quality data as water inlet and water outlet.
Optionally, the pollution of each grid is determined according to the water quality data of water inlet and water outlet in above-mentioned steps S103 Intensity, comprising: using the difference of the water quality data of water outlet in grid and the water quality data of water inlet as the pollution intensity of grid.
Another optional scheme determines each according to the water quality data of water inlet and water outlet in above-mentioned steps S103 The pollution intensity of grid, comprising: according to the water quality data of water inlet and water outlet, determine in grid the water quality data of water outlet with The difference of the water quality data of water inlet;According to difference, the ratio of difference with corresponding grid area is determined;Using ratio as grid Pollution intensity.
In above-mentioned steps S104, a preset value is set for pollution intensity, according to pollution intensity, pollution intensity is greater than etc. It is determined as hot spot grid in the grid of preset value.
In another scheme, each grid is ranked up according to pollution intensity, it is according to preset ratio value, pollution is strong It spends high grid and is determined as hot spot grid.Such as, grid is arranged according to the descending of pollution intensity, takes sequence is forward (to pollute strong Du Dugao) 30% grid is as hot spot grid.
The method for determining water environment hot spot grid based on water quality data of the present embodiment, the water environment location that will need to be monitored Domain is divided into multiple grids, determines that hot spot grid therein, hot spot grid can have as emphasis Polluted area based on water quality data What is stressed is monitored, and improves the effect of monitoring water environment, avoids the waste of manpower, financial resources.Hot spot grid can be determined The update of phase promotes the effect of supervision.
The present embodiment also provides a kind of electronic equipment, including memory, processor and storage on a memory and can located The computer program that runs on reason device, wherein processor is realized when executing program above-mentioned determines that water environment is hot based on water quality data The method of dot grid.
The present embodiment also provides a kind of computer readable storage medium, is stored thereon with processor program, wherein the processing Device program is for executing the above-mentioned method for determining water environment hot spot grid based on water quality data.
Fig. 3 is that one embodiment of the application determines the schematic device of water environment hot spot grid based on water quality data.Such as Shown in Fig. 3, the present embodiment also provides a kind of device that water environment hot spot grid is determined based on water quality data, comprising: region division Module 301, data acquisition module 302, data processing module 303, hot spot grid determining module 304.
Region division module 301, for being multiple grids by the region division where water environment.By the area where water environment Domain is divided into multiple grids, and the supervision of emphasis can be carried out to seriously polluted grid.
Data acquisition module 302, for obtaining the water quality data of water inlet and water outlet in each grid.It is set by monitoring Standby, satellite remote sensing date or other modes obtain the water quality data of water inlet and water outlet in grid.
Data processing module 303 determines that the pollution of each grid is strong for the water quality data according to water inlet and water outlet Degree.
Hot spot grid determining module 304, for determining hot spot grid according to pollution intensity.
Optionally, region division module 301 flows to data and data on flows according to the determination of the terrain data in region;According to stream Amount data determine network of waterways data and water outlet;According to water outlet and data are flowed to, are multiple charge for remittance blocks by region division, to make For grid.
Optionally, data acquisition module 302 is monitored by monitoring device, obtains water inlet and water outlet in each grid The water quality data of mouth.Monitoring device can be automated monitor and be also possible to manual monitoring equipment.
In another scheme, data acquisition module 302 obtains the satellite remote sensing date in region;According to satellite remote sensing date into The identification of row water quality, obtains the water quality data of water inlet and water outlet in each grid.
Optionally, data processing module 303 is by the difference of the water quality data of water outlet in grid and the water quality data of water inlet It is worth the pollution intensity as grid.
In another optional scheme, data processing module 303 determines net according to the water quality data of water inlet and water outlet The difference of the water quality data of the water quality data and water inlet of water outlet in lattice;According to difference, difference and corresponding grid area are determined Ratio;Using ratio as the pollution intensity of grid.
Hot spot grid determining module 304 sets a preset value for pollution intensity, according to pollution intensity, by pollution intensity Grid more than or equal to preset value is determined as hot spot grid.
Hot spot grid determining module 304 can also be ranked up each grid according to pollution intensity, according to preset ratio Example value, is determined as hot spot grid for the high grid of pollution intensity.
Determine that the method for water environment hot spot grid, electronic equipment, computer can based on water quality data in the embodiment of the present application Storage medium and device are read, is multiple grids by the water environment region division that need to be monitored, passes through the water quality data in each grid Determine hot spot grid therein, hot spot grid continued to monitor, realize to water environment region targetedly, have emphasis Monitoring.
It should be noted that each embodiment above by reference to described in attached drawing is only to illustrate the present invention rather than limits this The range of invention, those skilled in the art should understand that, it is right under the premise without departing from the spirit and scope of the present invention The modification or equivalent replacement that the present invention carries out, should all cover within the scope of the present invention.In addition, signified unless the context Outside, the word occurred in the singular includes plural form, and vice versa.In addition, unless stated otherwise, then any embodiment All or part of in combination with any other embodiment all or part of come using.

Claims (14)

1. a kind of method for determining water environment hot spot grid based on water quality data characterized by comprising
It is multiple grids by the region division where water environment;
Obtain the water quality data of water inlet and water outlet in each grid;
According to the water quality data of water inlet and water outlet, the pollution intensity of each grid is determined;
According to the pollution intensity, hot spot grid is determined.
2. the method for determining water environment hot spot grid based on water quality data according to claim 1, which is characterized in that described to incite somebody to action Region division where water environment is multiple grids, comprising:
Data and data on flows are flowed to according to the determination of the terrain data in the region;
Network of waterways data and water outlet are determined according to the data on flows;
It is multiple charge for remittance blocks by the region division according to the water outlet and data are flowed to, using as the grid.
3. the method for determining water environment hot spot grid based on water quality data according to claim 1, which is characterized in that described to obtain Obtain the water quality data of water inlet and water outlet in each grid, comprising:
It is monitored by monitoring device, obtains the water quality data of water inlet and water outlet in each grid.
4. the method for determining water environment hot spot grid based on water quality data according to claim 1, which is characterized in that described to obtain Obtain the water quality data of water inlet and water outlet in each grid, comprising:
Obtain the satellite remote sensing date in the region;
Water quality identification is carried out according to the satellite remote sensing date, obtains the water quality data of water inlet and water outlet in each grid.
5. the method for determining water environment hot spot grid based on water quality data according to claim 1, which is characterized in that described According to the water quality data of water inlet and water outlet, the pollution intensity of each grid is determined, comprising:
The difference of the water quality data of water outlet in the grid and the water quality data of water inlet is strong as the pollution of the grid Degree.
6. the method for determining water environment hot spot grid based on water quality data according to claim 1, which is characterized in that described According to the water quality data of water inlet and water outlet, the pollution intensity of each grid is determined, comprising:
According to the water quality data of water inlet and water outlet, the water quality of the water quality data of water outlet and water inlet in the grid is determined The difference of data;
According to the difference, the ratio of the difference with corresponding grid area is determined;
Using the ratio as the pollution intensity of the grid.
7. a kind of electronic equipment including memory, processor and stores the calculating that can be run on a memory and on a processor Machine program, wherein the processor is realized true based on water quality data described in any one of claim 1 to 6 when executing described program Determine the method for water environment hot spot grid.
8. a kind of computer readable storage medium, is stored thereon with processor program, wherein the processor program is for executing State the method that water environment hot spot grid is determined based on water quality data described in any one of claim 1 to 6.
9. a kind of device for determining water environment hot spot grid based on water quality data characterized by comprising
Region division where water environment is multiple grids by region division module;
Data acquisition module obtains the water quality data of water inlet and water outlet in each grid;
Data processing module determines the pollution intensity of each grid according to the water quality data of water inlet and water outlet;
Hot spot grid determining module determines hot spot grid according to the pollution intensity.
10. the device of water environment hot spot grid is determined based on water quality data according to claim 1, which is characterized in that described Region division module flows to data and data on flows according to the determination of the terrain data in the region;It is determined according to the data on flows Network of waterways data and water outlet;Be multiple charge for remittance blocks by the region division according to the water outlet and data are flowed to, using as The grid.
11. the device of water environment hot spot grid is determined based on water quality data according to claim 9, which is characterized in that described Data acquisition module is monitored by monitoring device, obtains the water quality data of water inlet and water outlet in each grid.
12. the device of water environment hot spot grid is determined based on water quality data according to claim 9, which is characterized in that described Data acquisition module obtains the satellite remote sensing date in the region;Water quality identification is carried out according to the satellite remote sensing date, is obtained The water quality data of water inlet and water outlet in each grid.
13. the device of water environment hot spot grid is determined based on water quality data according to claim 9, which is characterized in that described Data processing module is using the difference of the water quality data of water outlet in the grid and the water quality data of water inlet as the grid Pollution intensity.
14. the device of water environment hot spot grid is determined based on water quality data according to claim 9, which is characterized in that described Data processing module determines the water quality data of water outlet in the grid and enters water according to the water quality data of water inlet and water outlet The difference of the water quality data of mouth;According to the difference, the ratio of the difference with corresponding grid area is determined;The ratio is made For the pollution intensity of the grid.
CN201811374385.2A 2018-11-19 2018-11-19 A kind of method and device determining water environment hot spot grid based on water quality data Pending CN109598419A (en)

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CN110261558A (en) * 2019-05-31 2019-09-20 广东盛逸建设项目管理有限公司 A kind of intelligent pipeline monitoring system and its monitoring method

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