CN116112519A - Water environment three-dimensional monitoring application service system - Google Patents
Water environment three-dimensional monitoring application service system Download PDFInfo
- Publication number
- CN116112519A CN116112519A CN202211667567.5A CN202211667567A CN116112519A CN 116112519 A CN116112519 A CN 116112519A CN 202211667567 A CN202211667567 A CN 202211667567A CN 116112519 A CN116112519 A CN 116112519A
- Authority
- CN
- China
- Prior art keywords
- monitoring
- data
- water
- water environment
- dimensional
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
- 238000012544 monitoring process Methods 0.000 title claims abstract description 101
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 title claims abstract description 93
- 238000004458 analytical method Methods 0.000 claims abstract description 22
- 238000012545 processing Methods 0.000 claims abstract description 10
- 239000002352 surface water Substances 0.000 claims abstract description 8
- 230000008859 change Effects 0.000 claims description 10
- 230000007613 environmental effect Effects 0.000 claims description 7
- 239000003344 environmental pollutant Substances 0.000 claims description 7
- 231100000719 pollutant Toxicity 0.000 claims description 7
- 238000000034 method Methods 0.000 claims description 6
- 230000005540 biological transmission Effects 0.000 claims description 5
- 239000000126 substance Substances 0.000 claims description 5
- 230000008569 process Effects 0.000 claims description 4
- 238000005259 measurement Methods 0.000 claims description 3
- 238000012216 screening Methods 0.000 claims description 3
- 238000007619 statistical method Methods 0.000 claims description 3
- 238000003911 water pollution Methods 0.000 claims description 3
- 230000003442 weekly effect Effects 0.000 claims description 3
- 230000001186 cumulative effect Effects 0.000 claims description 2
- 238000007405 data analysis Methods 0.000 claims description 2
- 238000004364 calculation method Methods 0.000 abstract description 5
- 230000002159 abnormal effect Effects 0.000 abstract description 3
- 238000003860 storage Methods 0.000 abstract description 3
- OAICVXFJPJFONN-UHFFFAOYSA-N Phosphorus Chemical compound [P] OAICVXFJPJFONN-UHFFFAOYSA-N 0.000 description 2
- XKMRRTOUMJRJIA-UHFFFAOYSA-N ammonia nh3 Chemical compound N.N XKMRRTOUMJRJIA-UHFFFAOYSA-N 0.000 description 2
- 238000004422 calculation algorithm Methods 0.000 description 2
- 238000003891 environmental analysis Methods 0.000 description 2
- 229910052698 phosphorus Inorganic materials 0.000 description 2
- 239000011574 phosphorus Substances 0.000 description 2
- 241000195493 Cryptophyta Species 0.000 description 1
- QVGXLLKOCUKJST-UHFFFAOYSA-N atomic oxygen Chemical compound [O] QVGXLLKOCUKJST-UHFFFAOYSA-N 0.000 description 1
- 229930002868 chlorophyll a Natural products 0.000 description 1
- ATNHDLDRLWWWCB-AENOIHSZSA-M chlorophyll a Chemical compound C1([C@@H](C(=O)OC)C(=O)C2=C3C)=C2N2C3=CC(C(CC)=C3C)=[N+]4C3=CC3=C(C=C)C(C)=C5N3[Mg-2]42[N+]2=C1[C@@H](CCC(=O)OC\C=C(/C)CCC[C@H](C)CCC[C@H](C)CCCC(C)C)[C@H](C)C2=C5 ATNHDLDRLWWWCB-AENOIHSZSA-M 0.000 description 1
- 238000010586 diagram Methods 0.000 description 1
- 239000003651 drinking water Substances 0.000 description 1
- 235000020188 drinking water Nutrition 0.000 description 1
- 238000007499 fusion processing Methods 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 229910052760 oxygen Inorganic materials 0.000 description 1
- 239000001301 oxygen Substances 0.000 description 1
- 230000000737 periodic effect Effects 0.000 description 1
- 238000001556 precipitation Methods 0.000 description 1
- 238000009877 rendering Methods 0.000 description 1
- 230000009466 transformation Effects 0.000 description 1
- 230000000007 visual effect Effects 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
- G01N33/18—Water
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01D—MEASURING NOT SPECIALLY ADAPTED FOR A SPECIFIC VARIABLE; ARRANGEMENTS FOR MEASURING TWO OR MORE VARIABLES NOT COVERED IN A SINGLE OTHER SUBCLASS; TARIFF METERING APPARATUS; MEASURING OR TESTING NOT OTHERWISE PROVIDED FOR
- G01D21/00—Measuring or testing not otherwise provided for
- G01D21/02—Measuring two or more variables by means not covered by a single other subclass
-
- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B19/00—Alarms responsive to two or more different undesired or abnormal conditions, e.g. burglary and fire, abnormal temperature and abnormal rate of flow
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16Y—INFORMATION AND COMMUNICATION TECHNOLOGY SPECIALLY ADAPTED FOR THE INTERNET OF THINGS [IoT]
- G16Y10/00—Economic sectors
- G16Y10/35—Utilities, e.g. electricity, gas or water
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16Y—INFORMATION AND COMMUNICATION TECHNOLOGY SPECIALLY ADAPTED FOR THE INTERNET OF THINGS [IoT]
- G16Y20/00—Information sensed or collected by the things
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16Y—INFORMATION AND COMMUNICATION TECHNOLOGY SPECIALLY ADAPTED FOR THE INTERNET OF THINGS [IoT]
- G16Y20/00—Information sensed or collected by the things
- G16Y20/20—Information sensed or collected by the things relating to the thing itself
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16Y—INFORMATION AND COMMUNICATION TECHNOLOGY SPECIALLY ADAPTED FOR THE INTERNET OF THINGS [IoT]
- G16Y40/00—IoT characterised by the purpose of the information processing
- G16Y40/10—Detection; Monitoring
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16Y—INFORMATION AND COMMUNICATION TECHNOLOGY SPECIALLY ADAPTED FOR THE INTERNET OF THINGS [IoT]
- G16Y40/00—IoT characterised by the purpose of the information processing
- G16Y40/20—Analytics; Diagnosis
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
- H04L67/12—Protocols specially adapted for proprietary or special-purpose networking environments, e.g. medical networks, sensor networks, networks in vehicles or remote metering networks
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N7/00—Television systems
- H04N7/18—Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04Q—SELECTING
- H04Q9/00—Arrangements in telecontrol or telemetry systems for selectively calling a substation from a main station, in which substation desired apparatus is selected for applying a control signal thereto or for obtaining measured values therefrom
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02A—TECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
- Y02A20/00—Water conservation; Efficient water supply; Efficient water use
- Y02A20/20—Controlling water pollution; Waste water treatment
Landscapes
- Engineering & Computer Science (AREA)
- Computing Systems (AREA)
- Health & Medical Sciences (AREA)
- General Physics & Mathematics (AREA)
- Physics & Mathematics (AREA)
- General Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Chemical & Material Sciences (AREA)
- Signal Processing (AREA)
- Computer Networks & Wireless Communication (AREA)
- Pathology (AREA)
- Multimedia (AREA)
- Biochemistry (AREA)
- Analytical Chemistry (AREA)
- Medical Informatics (AREA)
- Medicinal Chemistry (AREA)
- Food Science & Technology (AREA)
- Immunology (AREA)
- Biomedical Technology (AREA)
- Business, Economics & Management (AREA)
- Accounting & Taxation (AREA)
- Development Economics (AREA)
- Economics (AREA)
- General Business, Economics & Management (AREA)
- Alarm Systems (AREA)
Abstract
The invention relates to a water environment three-dimensional monitoring application service system which comprises a three-dimensional monitoring sensing layer, a data supporting layer and an intelligent application layer, wherein the intelligent application layer comprises a data statistics query module, a comprehensive analysis module, an alarm management module and a report management module. According to the invention, a three-dimensional Internet of things monitoring system integrating video images, satellite remote sensing, on-line monitoring, unmanned aerial vehicle and unmanned ship is built for different water environments such as surface water, water source areas and black and odorous water, and the system can help a user to comprehensively and multi-source know the current situation of the water environment through data processing, storage, calculation and application, and quickly respond to monitoring data through an intelligent application layer to identify abnormal conditions and pollution sources in the water environment, so that the receiving and processing of the monitoring data are realized, and the functions such as intelligent analysis and GIS panoramic display are realized.
Description
Technical Field
The invention relates to the field of three-dimensional monitoring application of water environment, in particular to a three-dimensional monitoring application service system of water environment.
Background
In recent years, the protection of the quality of the surface water environment in China is very important, the digitization transformation of the ecological environment protection is greatly promoted, and in order to protect and improve the environmental water body, the collection, analysis and application of the information of the environmental water body are enhanced by adopting a scientific means in addition to the enhancement of the treatment force, the enhancement of the law and the administrative supervision and management, so that the water environment monitoring network is established.
In the current similar water environment monitoring service system, the related water environment monitoring means are single, and an omnibearing and multi-source three-dimensional monitoring network for the water environment is difficult to form, so that an environment manager cannot realize real-time and comprehensive knowledge of the current situation of the water environment, and a large amount of manpower time is required to input to perform fusion processing analysis on data.
Disclosure of Invention
The invention aims to provide a water environment three-dimensional monitoring application service system, which aims at the river, lake and reservoir, drinking water source, black and odorous water body and the like in the surface water environment, and constructs a water environment three-dimensional monitoring network by means of video monitoring in different monitoring modes such as water environment on-line monitoring, unmanned aerial vehicle, unmanned ship, satellite remote sensing, hydrological weather monitoring, pollution source on-line monitoring and the like, so as to realize the receiving and processing of monitoring data and realize the functions of intelligent analysis, GIS panoramic display and the like.
In order to achieve the above purpose, the invention provides a water environment three-dimensional monitoring intelligent application service system which comprises a three-dimensional monitoring sensing layer, a data supporting layer and an intelligent application layer.
The three-dimensional monitoring sensing layer is a three-dimensional monitoring network of water environment established by surface water on-line monitoring equipment, water source on-line monitoring equipment, water quality miniature monitoring equipment, unmanned plane, unmanned ship, water quality satellite remote sensing, water pollution source on-line monitoring, video monitoring, hydrological weather monitoring and the like, and the related monitoring indexes comprise environmental parameters, water quality physical index parameters, chemical index parameters, on-site audio-video data, satellite remote sensing data, GIS data and the like. And a data transmission network is established by establishing a sensor network and the like, so that the transmission processing of water environment sensing data is realized, and the water environment sensing data is accessed into a water environment application service system to form a three-dimensional visible Internet of things monitoring system.
The data support layer is composed of a background calculation support platform, various collected monitoring data are intelligently processed in parallel, the data support calculation platform for intelligent application is formed, the data are uniformly processed, and historical data and various statistical analysis results are stored.
The intelligent application layer comprises a data statistics inquiry module, a comprehensive analysis module, an alarm management module and a report management module.
The statistical query module is used for forming a statistical report form for the historical data and instrument and equipment parameters acquired by the water environment Internet of things sensing layer, supporting a user to perform statistical query according to the screening conditions of regions, time periods, types and the like, and generating the statistical report form.
Preferably, the comprehensive analysis module analyzes and applies the collected water environment monitoring data through the data support layer according to a specific algorithm, wherein the algorithm is to describe the actual pollution condition of pollutants in different places and different times by further using frequency distribution or accumulated frequency distribution, describe macroscopic pollution condition by using the average concentration of the whole measurement time, and realize data comparison, environmental analysis and change rule analysis by using analysis modes such as pollutant related change, time sequence change, water quality standard statistics and the like, and carry out single-factor, multi-factor and pollution index comprehensive analysis according to the attention factors selected by a user.
Preferably, the alarm management module is used for configuring alarm thresholds of total phosphorus, ammonia nitrogen, permanganate indexes and the like of different water quality monitoring factors, comparing and judging whether the monitoring value exceeds the alarm threshold according to the water environment monitoring data and the alarm threshold, and triggering an alarm if the monitoring value exceeds the alarm threshold, wherein the alarm mode comprises water environment intelligent platform PC end alarm information push, APP end alarm information push and short message transmission.
Preferably, the report management module processes, calculates and analyzes the collected data through the data support layer, generates daily reports, weekly reports, monthly reports or annual reports according to different time periods, and allows a user to export and store the generated report
Based on the technical scheme, the invention has the advantages that:
according to the water environment three-dimensional monitoring application service system, a three-dimensional Internet of things monitoring system integrating video images, satellite remote sensing, on-line monitoring, unmanned aerial vehicles and unmanned ships is built for different water environments such as surface water, water source areas and black and odorous water, a user can be helped to comprehensively and multi-source know the current situation of the water environment through data processing, storage, calculation and application, the intelligent application layer can quickly respond to monitoring data, and abnormal conditions and pollution sources in the water environment are identified.
Drawings
The accompanying drawings, which are included to provide a further understanding of the invention and are incorporated in and constitute a part of this application, illustrate embodiments of the invention and together with the description serve to explain the invention and do not constitute a limitation on the invention. In the drawings:
fig. 1 is a schematic diagram of a three-dimensional monitoring application service system architecture for water environment.
Detailed Description
The technical scheme of the invention is further described in detail through the drawings and the embodiments.
The invention provides a water environment three-dimensional monitoring application service system which comprises a three-dimensional monitoring sensing layer, a data supporting layer and an intelligent application layer.
As shown in fig. 1, the three-dimensional monitoring sensing layer establishes a three-dimensional monitoring network of water environment through surface water on-line monitoring equipment, water source on-line monitoring equipment, water quality miniature monitoring equipment, unmanned plane, unmanned ship, water quality satellite remote sensing, water pollution source on-line monitoring equipment, video monitoring and hydrological monitoring, monitoring indexes comprise environmental parameters, water quality physical index parameters, chemical index parameters, on-site audio video data, satellite remote sensing data and GIS data, and establishes a data transmission network through the established sensor network to transmit and process the water environment sensing data, and forms a three-dimensional visual internet of things monitoring system through accessing a water environment application service system.
The water environment monitoring related to the water environment three-dimensional monitoring sensing layer comprises physical and chemical indexes of water quality, environmental parameters, site videos, GIS data and the like. The physical index parameters and chemical index parameters of the water quality comprise water temperature, pH value, dissolved oxygen, conductivity, turbidity, algae density, chlorophyll a and the like. The environmental parameters refer to the water level, the historical water level, the flow, the precipitation and the like of the river water body. The field video and audio data refers to video image data formed by video monitoring of river water bodies, water source sites and the like. The GIS data comprises information such as river water system on-line monitoring, unmanned aerial vehicle cruising, unmanned ship cruising, on-line monitoring and distribution longitude and latitude, site name, coding, management level, site property and the like, and is visually displayed in a GIS map mode.
The data collected by the three-dimensional monitoring sensing layer of the water environment are transmitted to the data supporting layer for unified processing, the data supporting layer is stored and warehoused, the data supporting layer is composed of a background computing supporting platform, various collected monitoring data are intelligently processed in parallel, the data supporting computing platform for intelligent application is formed, the data are processed in a unified mode, and historical data and statistical analysis results are stored.
The data collected by the three-dimensional monitoring sensing layer is processed and analyzed by the data supporting layer, and is applied in different forms by different modules of the intelligent application layer, wherein the intelligent application layer comprises a data statistics query module, a comprehensive analysis module, an alarm management module and a report management module.
The statistical query module is used for carrying out data statistical query display on the historical data acquired by the water environment Internet of things sensing layer according to the screening conditions of regions, time periods, types and the like, and generating a statistical report. The historical data comprise water environment on-line monitoring, water quality remote sensing inversion images, video monitoring images, hydrological monitoring data, unmanned aerial vehicle video monitoring images, unmanned ship cruising GIS maps, monitoring data and the like.
The comprehensive analysis module analyzes and applies the collected water environment monitoring data according to a specific mode through the data supporting layer. The specific mode is to describe actual pollution conditions of pollutants in different places and different times by further describing actual pollution conditions of the pollutants in different places and different times by frequency distribution or cumulative frequency distribution, describe macroscopic pollution conditions by using average concentration of the whole measurement time, and realize data comparison, environmental analysis and change rule analysis by comparison in analysis modes of pollutant related change, time sequence change, water quality standard statistics and the like, and comprehensively analyze single factors, multiple factors and pollution indexes according to attention factors selected by users in a form of combining one or more forms of a line graph, a histogram, a radar graph, a rendering graph and the like.
The alarm information module supports the configuration of water quality alarm rules by users, including but not limited to the self-defining setting of monitoring factor limit values such as total phosphorus, ammonia nitrogen, PH, permanganate index and the like, and the alarm modes include PC end alarm, APP alarm, short message alarm and the like. The system compares the monitoring data acquired by the data acquisition module with an alarm threshold value, and when the monitoring data exceeds the threshold value, the system triggers an alarm, sends out alarm information and informs a user in the alarm mode.
The report management module processes, calculates and analyzes the acquired data through the data supporting layer, periodically analyzes reports according to different time periods, the analysis report content comprises comparison change statistics, standard reaching rate statistics, water quality condition list, text expression content and the like of water environment monitoring data, the periodic reports comprise daily reports, weekly reports, monthly reports or annual reports, and a user is allowed to export and store the generated report.
According to the water environment three-dimensional monitoring application service system, a three-dimensional Internet of things monitoring system integrating video images, satellite remote sensing, on-line monitoring, unmanned aerial vehicle and unmanned ship is built for different water environments such as surface water, water source areas and black and odorous water, a user can be helped to comprehensively and multi-source know the current situation of the water environment through data processing, storage calculation and application, the intelligent application layer can quickly respond to monitoring data, abnormal conditions and pollution sources in the water environment are identified, receiving and processing of the monitoring data are achieved, and functions such as intelligent analysis and GIS panoramic display are achieved.
Finally, it should be noted that the above-mentioned embodiments are only for illustrating the technical scheme of the present invention and are not limiting; while the invention has been described in detail with reference to the preferred embodiments, those skilled in the art will appreciate that: modifications may be made to the specific embodiments of the present invention or equivalents may be substituted for part of the technical features thereof; without departing from the spirit of the invention, it is intended to cover the scope of the invention as claimed.
Claims (5)
1. The utility model provides a three-dimensional monitoring application service system of water environment which characterized in that: comprises a three-dimensional monitoring sensing layer, a data supporting layer and an intelligent application layer,
the three-dimensional monitoring sensing layer establishes a three-dimensional monitoring network of water environment through surface water on-line monitoring equipment, water source on-line monitoring equipment, water quality miniature monitoring equipment, unmanned aerial vehicle, unmanned ship, water quality satellite remote sensing, water pollution source on-line monitoring equipment, video monitoring and hydrological monitoring, monitoring indexes comprise environmental parameters, water quality physical index parameters, chemical index parameters, on-site audio-video data, satellite remote sensing data and GIS data, and establishes a data transmission network through establishing a sensor network to transmit the water environment sensing data;
the data support layer consists of a background computing support platform, performs unified processing on various collected monitoring data through parallel processing, and stores historical data and statistical analysis results;
the intelligent application layer comprises a data statistics query module, a comprehensive analysis module, an alarm management module and a report management module;
the statistical query module is used for forming a statistical report form for historical data and instrument and equipment parameters acquired by the water environment Internet of things sensing layer; the comprehensive analysis module analyzes and applies the collected water environment monitoring data through the data supporting layer; the alarm management module is used for configuring alarm thresholds of different water quality monitoring factors, comparing and judging whether the monitoring value exceeds the alarm threshold according to the water environment monitoring data and the alarm threshold, and triggering an alarm if the monitoring value exceeds the alarm threshold; the report management module processes, calculates and analyzes the acquired data through the data supporting layer, generates daily reports, weekly reports, monthly reports or annual reports according to different time periods, and exports and stores the generated report.
2. The water environment three-dimensional monitoring application service system according to claim 1, wherein: and the statistical query module performs statistical query according to the region, time period and type screening conditions and generates a statistical report.
3. The water environment three-dimensional monitoring application service system according to claim 1, wherein: the step of analyzing and applying by the comprehensive analysis module comprises the following steps:
describing actual pollution conditions of pollutants in different places and different times by frequency distribution or cumulative frequency distribution, describing macroscopic pollution conditions by average concentration of the whole measurement time, performing data comparison, control environment analysis and change rule analysis, and performing single-factor, multi-factor and pollution index comprehensive analysis according to the attention factors selected by a user.
4. The water environment three-dimensional monitoring application service system according to claim 1, wherein: the method for describing the macroscopic pollution condition adopts the methods of pollutant related change, time sequence change and water quality standard statistics.
5. The water environment three-dimensional monitoring application service system according to claim 1, wherein: the alarm mode comprises PC end alarm information pushing, APP end alarm information pushing and short message sending.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202211667567.5A CN116112519A (en) | 2022-12-23 | 2022-12-23 | Water environment three-dimensional monitoring application service system |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202211667567.5A CN116112519A (en) | 2022-12-23 | 2022-12-23 | Water environment three-dimensional monitoring application service system |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN116112519A true CN116112519A (en) | 2023-05-12 |
Family
ID=86255343
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202211667567.5A Pending CN116112519A (en) | 2022-12-23 | 2022-12-23 | Water environment three-dimensional monitoring application service system |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN116112519A (en) |
Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| KR100901779B1 (en) * | 2008-10-21 | 2009-06-11 | (주)시그너스시스템 | Monitering control system for measuring water of internetb-ased |
| CN104931669A (en) * | 2015-06-02 | 2015-09-23 | 苏州高新区、虎丘区环境监测站 | Automatic water quality monitoring integrated system for surface water |
| CN105868533A (en) * | 2016-03-23 | 2016-08-17 | 四川理工学院 | River basin water environment integrated perception and application method based on Internet of Things and 3S technology |
| CN110456015A (en) * | 2019-07-30 | 2019-11-15 | 苏州雷蓝遥感科技有限公司 | A kind of monitoring water environment and early warning system of the multi-source remote sensing technology based on big data |
| US20210389293A1 (en) * | 2020-06-12 | 2021-12-16 | Chinese Research Academy Of Environmental Sciences | Methods and Systems for Water Area Pollution Intelligent Monitoring and Analysis |
-
2022
- 2022-12-23 CN CN202211667567.5A patent/CN116112519A/en active Pending
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| KR100901779B1 (en) * | 2008-10-21 | 2009-06-11 | (주)시그너스시스템 | Monitering control system for measuring water of internetb-ased |
| CN104931669A (en) * | 2015-06-02 | 2015-09-23 | 苏州高新区、虎丘区环境监测站 | Automatic water quality monitoring integrated system for surface water |
| CN105868533A (en) * | 2016-03-23 | 2016-08-17 | 四川理工学院 | River basin water environment integrated perception and application method based on Internet of Things and 3S technology |
| CN110456015A (en) * | 2019-07-30 | 2019-11-15 | 苏州雷蓝遥感科技有限公司 | A kind of monitoring water environment and early warning system of the multi-source remote sensing technology based on big data |
| US20210389293A1 (en) * | 2020-06-12 | 2021-12-16 | Chinese Research Academy Of Environmental Sciences | Methods and Systems for Water Area Pollution Intelligent Monitoring and Analysis |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN111928888B (en) | Intelligent monitoring and analyzing method and system for water pollution | |
| CN112085241B (en) | Environmental big data analysis and decision platform based on machine learning | |
| Miry et al. | Water monitoring and analytic based ThingSpeak | |
| Wu et al. | Quality risk analysis for sustainable smart water supply using data perception | |
| CN112734694A (en) | Water quality monitoring method based on big data | |
| Nair et al. | Predictive models for river water quality using machine learning and big data techniques-a Survey | |
| CN113267607B (en) | Characteristic parameter identification system for field organic pollutant migration process | |
| Hintz et al. | Collecting and utilising crowdsourced data for numerical weather prediction: Propositions from the meeting held in Copenhagen, 4–5 December 2018 | |
| CN106991491B (en) | RBF neural network's environmental pollution monitoring system based on genetic algorithm optimization | |
| CN115790611B (en) | Unmanned aerial vehicle acquisition navigation method and system for smart city water conservancy information | |
| CN112949167A (en) | Dynamic monitoring and early warning system and method for drinking water source | |
| CN115372571A (en) | Intelligent water environment monitoring system | |
| CN110514246A (en) | A kind of county domain pollution of area source on-line monitoring and method for early warning | |
| CN114154702A (en) | Pollutant concentration prediction method and device based on multi-granularity graph space-time neural network | |
| CN116112519A (en) | Water environment three-dimensional monitoring application service system | |
| CN201583656U (en) | Radar early-warning device based on GIS | |
| CN117390804A (en) | Marine environment monitoring method and device, electronic equipment and storage medium | |
| CN116340768A (en) | Intelligent road dust accumulation load monitoring method and monitoring device | |
| CN110456015A (en) | A kind of monitoring water environment and early warning system of the multi-source remote sensing technology based on big data | |
| CN116523407A (en) | Rural environment quality comprehensive evaluation supervision system and method | |
| CN116451034A (en) | Analysis method and system for pressure source and water quality relation based on xgboost algorithm | |
| Boubakri et al. | The Contribution Of GIS to Display and Analyze the Water Quality Data Collected by a Wireless Sensor Network: Case Of Bouregreg Catchment, Morocco | |
| CN112084350A (en) | Big data management system based on 5G network | |
| CN115049180A (en) | Risk estimation method based on real population, house and unit data analysis on standard address | |
| Beveridge et al. | Interpretable spatiotemporal forecasting of arctic sea ice concentration at seasonal lead times |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination |