Enterprise pollution emission monitoring method, device and medium based on industrial internet

Abstract

This specification discloses an enterprise pollution emission monitoring method, equipment, and medium based on the Industrial Internet. The method includes: dividing the area to be monitored into grids to obtain multiple sub-areas; determining the locations of pollutant discharge outlets and potential pollution sources in each sub-area, and using these locations as monitoring locations for the sub-areas; acquiring relevant environmental parameters for each monitoring location within the sub-areas; determining the current pollutant emission status at each monitoring location based on the relevant environmental parameters; determining the target monitoring location for the sub-area if the pollutant emission status level is greater than a preset level; and monitoring and analyzing the relevant environmental parameters at the target monitoring location to achieve emission monitoring of the area to be monitored.

Description

Technical Field

[0001] This specification relates to the field of industrial internet, and in particular to a method, equipment and medium for monitoring enterprise pollution emissions based on industrial internet. Background Technology

[0002] Rapid industrialization has brought economic prosperity, but it has also brought environmental pollution, including air and water pollution, which seriously harm our lives. Currently, the environmental situation is becoming increasingly severe, and the government is strengthening its oversight of environmental protection. To reduce the direct discharge of pollutants such as wastewater, the government stipulates that enterprises must use wastewater treatment equipment and other environmental protection facilities to treat wastewater and other pollutants before discharging them, in order to avoid environmental impact.

[0003] However, some companies, in pursuit of profits, take risks and secretly discharge pollutants. Because environmental protection facilities are installed inside and used by the companies, they can choose to shut down equipment or reduce the operating hours of these facilities to secretly discharge pollutants. Government departments, due to limited time and personnel, cannot monitor and enforce regulations against such illegal discharges around the clock. They primarily rely on regular inspections and surprise checks, but these methods require a large number of supervisors and, given the large number of companies, make comprehensive monitoring difficult.

[0004] Therefore, there is a need for a method that can effectively monitor corporate pollution emissions. Summary of the Invention

[0005] This specification provides one or more embodiments of a method, device, and medium for monitoring enterprise pollution emissions based on the Industrial Internet, which is used to solve the following technical problem: how to effectively monitor enterprise pollution emissions.

[0006] One or more embodiments of this specification employ the following technical solutions: This specification provides one or more embodiments of a method for monitoring enterprise pollution emissions based on the Industrial Internet, the method including: The area to be detected is divided into grids to obtain multiple sub-areas to be detected; Determine the location of each pollutant discharge outlet and the location of potential pollution sources in the plurality of sub-regions to be detected, and use the location of each pollutant discharge outlet and the location of the potential pollution sources as the monitoring location of the sub-region to be detected; Obtain relevant environmental parameters for each monitoring location within the sub-region to be detected; The current pollutant emission status of each monitoring location is determined based on the relevant environmental parameters of each monitoring location. Based on the current pollutant emission status at each monitoring location, if the level corresponding to the pollutant emission status is greater than a preset level, then the target monitoring location of the sub-area to be detected is determined. The relevant environmental parameters of the target monitoring location are monitored and analyzed to achieve emission monitoring of the area to be monitored.

[0007] In one or more embodiments of this specification, the monitoring and analysis of relevant environmental parameters at the target monitoring location to achieve emission monitoring of the area to be monitored specifically includes: Based on the relevant environmental parameters of each monitoring location and the historical data corresponding to the monitoring location, the influence weight of each parameter in the relevant environmental parameters on the pollutant data is determined. The influence value of each parameter in the relevant environmental data parameters is obtained by weighting the parameters according to the influence weight, and the pollution diffusion value of the pollutants in the target monitoring location is determined based on the sum of the influence values ​​of the parameters. The pollution emission index of the target monitoring location is calculated based on the pollution diffusion value. The pollution emission index of each location in the sub-region to be detected is obtained. The pollution emission index is then filtered based on a preset index threshold to obtain the non-compliant emission locations in the target monitoring location, thereby realizing emission monitoring of the area to be detected.

[0008] In one or more embodiments of this specification, determining the influence weight of each parameter among the relevant environmental parameters on the pollutant data based on the relevant environmental parameters of each monitoring location and the historical data corresponding to the monitoring location specifically includes: According to a preset first period, historical parameter data corresponding to each parameter in the relevant environmental parameters are obtained, and the change frequency of each data in the pollutant data within the preset period is determined based on the historical parameter data. Based on the frequency of change of each data point in the pollutant data, the initial weight of each parameter in the historical parameter data to each data point in the pollutant data is determined. The initial weights, the pollutant data, and relevant environmental parameters in the preset second period are input into the preset prediction learning model to output the predicted change rate of each data point in the pollutant data; wherein, the second period is obtained by dividing the first period into equal proportions; Multiple predicted change rates within multiple preset second periods are sequentially obtained, and the average error value of the predicted change rate of each data in the pollutant data is determined based on the multiple predicted change rates. The initial weights of each data point in the pollutant data are corrected based on the average error to obtain the influence weights of each parameter in the relevant environmental parameters on the pollutant data.

[0009] In one or more embodiments of this specification, determining the location of each pollutant discharge outlet and the location of potential pollution sources in the plurality of sub-regions to be detected specifically includes: Based on the registration information of each enterprise in the area to be detected, the location of each pollutant discharge outlet in the multiple sub-areas to be detected is determined; Acquire historical pollution distribution data and historical environmental data in the sub-region to be detected; Based on the historical pollution distribution data and historical environmental data of the sub-region to be detected, the pollution change path of the sub-region to be detected is determined, and the locations of multiple pollution sources in the sub-region to be detected are determined based on the pollution change path. Based on the locations of the multiple pollution sources and the locations of the pollutant discharge outlets, the locations of potential pollution sources in the sub-region to be detected are determined.

[0010] In one or more embodiments of this specification, determining the current pollutant emission status of each monitoring location based on relevant environmental parameters of each monitoring location specifically includes: The relevant environmental parameters of each monitoring location are divided to determine the first relevant environmental parameter related to pollution emissions and the second relevant environmental parameter related to socio-economic factors. The first relevant environmental parameters are analyzed to determine the first spatial range and the first time range of pollutant emissions, and the second relevant environmental parameters are analyzed to determine the second spatial range and the second time range of permissible pollutant emissions. If the first spatial range is larger than the first spatial range, and the first time range is larger than the second time range, then the pollutant emission status is determined to be Level 1; If the first spatial range is greater than the first spatial range, or the first time range is greater than the second time range, then the pollutant emission status is determined to be level two; If the first spatial range is smaller than the first spatial range and the first time range is smaller than the second time range, then the pollutant emission status is determined to be level three.

[0011] In one or more embodiments of this specification, after monitoring and analyzing relevant environmental parameters of the target monitoring location to achieve emission monitoring of the area to be monitored, if it is determined that the pollutant emissions at the target monitoring location exceed a preset threshold, the method further includes: If the target monitoring location is the location of the pollutant discharge outlet in the sub-region to be detected, then the enterprise corresponding to the pollutant discharge outlet location is determined based on the pollutant discharge outlet location; Obtain the company's historical pollution enforcement records, and adjust the discharge of pollutants at the discharge outlet location based on the company's historical pollution enforcement records; If the target monitoring location is a potential pollution source location in the sub-region to be detected, the region to which the potential pollution source location belongs is recorded, and the corresponding region manager is obtained based on the region to which it belongs, so as to adjust the pollutant emissions at the potential pollution source location.

[0012] In one or more embodiments of this specification, adjusting the discharge of pollutants at the discharge outlet location based on the enterprise's historical pollution enforcement records specifically includes: If, based on the company's historical pollution enforcement records, it is determined that the location of the pollutant discharge outlet has been adjusted multiple times and the number of adjustments exceeds a preset number, then it is determined to stop the discharge of pollutants from the outlet. If, based on the company's historical pollution enforcement records, it is determined that the number of enforcement adjustments to the location of the pollutant discharge outlet is less than a preset number, then the flow control valve of the pollutant discharge outlet will be adjusted to ensure that the pollutant emission value is within the normal range.

[0013] In one or more embodiments of this specification, the relevant environmental parameters include: total emissions of environmental pollutants, pollutant concentrations, air quality, inflow and outflow water data, and water level data.

[0014] This specification provides one or more embodiments of an enterprise pollution emission monitoring device based on the Industrial Internet, the device comprising: At least one processor; and, A memory communicatively connected to the at least one processor; wherein, The memory stores instructions executable by the at least one processor, which, when executed by the at least one processor, enable the at least one processor to: The area to be detected is divided into grids to obtain multiple sub-areas to be detected; Determine the location of each pollutant discharge outlet and the location of potential pollution sources in the plurality of sub-regions to be detected, and use the location of each pollutant discharge outlet and the location of the potential pollution sources as the monitoring location of the sub-region to be detected; Obtain relevant environmental parameters for each monitoring location within the sub-region to be detected; The current pollutant emission status of each monitoring location is determined based on the relevant environmental parameters of each monitoring location. Based on the current pollutant emission status at each monitoring location, if the level corresponding to the pollutant emission status is greater than a preset level, then the target monitoring location of the sub-area to be detected is determined. The relevant environmental parameters of the target monitoring location are monitored and analyzed to achieve emission monitoring of the area to be monitored.

[0015] This specification provides one or more embodiments of a non-volatile computer storage medium storing computer-executable instructions, wherein the computer-executable instructions are configured as follows: The area to be detected is divided into grids to obtain multiple sub-areas to be detected; Determine the location of each pollutant discharge outlet and the location of potential pollution sources in the plurality of sub-regions to be detected, and use the location of each pollutant discharge outlet and the location of the potential pollution sources as the monitoring location of the sub-region to be detected; Obtain relevant environmental parameters for each monitoring location within the sub-region to be detected; The current pollutant emission status of each monitoring location is determined based on the relevant environmental parameters of each monitoring location. Based on the current pollutant emission status at each monitoring location, if the level corresponding to the pollutant emission status is greater than a preset level, then the target monitoring location of the sub-area to be detected is determined. The relevant environmental parameters of the target monitoring location are monitored and analyzed to achieve emission monitoring of the area to be monitored.

[0016] The above-described at least one technical solution used in the embodiments of this specification can achieve the following beneficial effects: By dividing the area to be monitored, the computational and storage space requirements for large amounts of data during overall analysis are reduced. Determining the monitoring locations ensures effective monitoring of each pollution source within the monitored area, avoiding missed detections. Filtering monitoring locations based on pollutant emission status saves on ineffective monitoring and analysis of pollutant emissions, thus reducing the costs associated with monitoring and analysis. Attached Figure Description

[0017] To more clearly illustrate the technical solutions in the embodiments or prior art of this specification, the drawings used in the description of the embodiments or prior art will be briefly introduced below. Obviously, the drawings described below are only some embodiments recorded in this specification. For those skilled in the art, other drawings can be obtained based on these drawings without creative effort. In the drawings: Figure 1 A flowchart illustrating an enterprise pollution emission monitoring method based on the Industrial Internet, provided as an embodiment of this specification; Figure 2 A schematic diagram of the internal structure of an enterprise pollution emission monitoring device based on the Industrial Internet, provided as an embodiment of this specification; Figure 3This is a schematic diagram of the internal structure of a non-volatile storage medium provided in the embodiments of this specification. Detailed Implementation

[0018] This specification provides an embodiment of a method, equipment, and medium for monitoring enterprise pollution emissions based on the Industrial Internet.

[0019] To enable those skilled in the art to better understand the technical solutions in this specification, the technical solutions in the embodiments of this specification will be clearly and completely described below with reference to the accompanying drawings. Obviously, the described embodiments are only some embodiments of this specification, and not all embodiments. Based on the embodiments of this specification, all other embodiments obtained by those skilled in the art without creative effort should fall within the scope of protection of this specification.

[0020] like Figure 1 As shown, this specification provides a flowchart of an enterprise pollution emission monitoring method based on the Industrial Internet in one or more embodiments.

[0021] This solution is applied to the field of pollution emission monitoring, and is executed by the server or various implementing entities responsible for monitoring and analysis. Figure 1 It can be seen that the method includes the following steps: S101: Divide the area to be detected into a grid to obtain multiple sub-regions to be detected.

[0022] With increasing environmental awareness, there is a growing need for real-time pollution monitoring across multiple areas. Therefore, the scope of these monitoring areas can be quite broad. Real-time monitoring of an entire area would generate a large amount of data requiring analysis, potentially leading to excessive computational data and analytical errors. Therefore, dividing the monitoring area into grids creates multiple sub-regions. This allows for the assignment of responsible personnel to each sub-region, shortening monitoring and analysis time. It also distributes the computational load, avoiding errors and high computational space requirements associated with large-scale data analysis. It should be noted that the grid division can be tailored to the varying monitoring and analysis capabilities of each area. For example, the monitoring area could be divided into 300m x 300m sub-regions or 400m x 400m sub-regions, depending on actual needs. No specific size limit is imposed on the grid division.

[0023] S102: Determine the location of each pollutant discharge outlet and the location of potential pollution sources in the plurality of sub-regions to be detected, and use the location of each pollutant discharge outlet and the location of the potential pollution sources as the monitoring location of the sub-region to be detected.

[0024] In order to obtain the specific locations of established pollution sources and potential pollution sources in the sub-region to be detected, and to ensure comprehensive monitoring of pollution emissions, in one or more embodiments of this specification, the location of each pollutant discharge outlet and the location of potential pollution sources in the plurality of sub-regions to be detected are determined, specifically including the following steps: First, the locations of all enterprises within the sub-region to be monitored are identified. Then, based on the registration information of these enterprises, the locations of various pollutant discharge outlets within the sub-region are determined—that is, the locations of the pollution discharge outlets that have been registered and filed by the enterprises. However, due to the autonomy of human activities, the sources of pollution are uncertain. For example, straw burning and illegal wastewater discharge are not available based on enterprise registration information. Therefore, it is necessary to obtain the locations of potential pollution sources in each sub-region to achieve reliable monitoring of pollution emissions. Historical pollution distribution data and historical environmental data within the sub-region to be monitored are used as the basis for analyzing the locations of potential pollution sources. Then, based on the historical pollution distribution data and historical environmental data, the pollution change path of the sub-region to be monitored is determined, thereby identifying the locations of multiple pollution sources within the sub-region. Finally, based on the obtained locations of multiple pollution sources and the locations of the pollutant discharge outlets, the locations of potential pollution sources within the sub-region to be monitored are determined. When determining the location of a pollution source, taking water pollution as an example, the concentration of water pollution in different water areas within the sub-region to be tested can be obtained based on historical pollution distribution data. At the same time, the rate of change of pollution concentration in different water areas and the direction of pollution diffusion can be obtained based on changes in historical environmental data. Thus, the path of water pollution change can be deduced based on the rate of change and the direction of diffusion, so as to trace the source of water pollution diffusion based on the path of water pollution change.

[0025] S103: Obtain the relevant environmental parameters of each monitoring location within the sub-region to be detected.

[0026] In one or more embodiments of this specification, relevant environmental parameters include: total emissions of environmental pollutants, pollutant concentrations, air quality, inflow and outflow water data, water level data, and other data related to pollution emissions such as exhaust gas emissions, wastewater emissions, emission regulations, and regional environmental development plans.

[0027] S104: Determine the current pollutant emission status of each monitoring location based on the relevant environmental parameters of each monitoring location.

[0028] To facilitate real-time monitoring of pollution emissions, ensure the necessary monitoring locations are identified, and reduce unnecessary monitoring overhead, it is necessary to first determine the current pollutant emission status at each monitoring location. In one or more embodiments of this specification, determining the current pollutant emission status at each monitoring location based on relevant environmental parameters specifically includes the following steps: Firstly, based on the description of step S103 above, it can be understood that the relevant environmental parameters include not only parameters that directly affect changes in pollution concentration, such as smoke emission rates, but also parameters related to the socio-economic situation of the region, i.e., parameters that can indirectly affect and limit pollution emissions in the region. Therefore, the relevant environmental parameters are first divided to determine the first relevant environmental parameter related to pollution emissions and the second relevant environmental parameter related to socio-economic factors. Then, the first relevant environmental parameter is analyzed to determine the first spatial range and first temporal range of the pollutant emissions. That is, based on the pollution emission parameters in the first relevant environmental parameter, the space polluted by the pollutant emissions in the sub-region to be detected, as well as the start and end times of the pollution emissions, are determined. At the same time, the second relevant environmental parameter is analyzed to determine the second spatial range and second temporal range of the permissible pollutant emissions.

[0029] This refers to data in relevant environmental development regulations that limit the scope and time period for pollutant emissions. For example, regulations on exhaust gas emissions from heating plants restrict emissions during heating seasons and limit the height of exhaust gas emissions. Based on these restrictions, the first spatial range and first temporal range in the first relevant environmental parameters can be assessed to see if they comply with the limitations and pollution emission regulations.

[0030] If, among the first and second relevant environmental parameters obtained, it is determined that the first spatial range is greater than the first spatial range and the first time range is greater than the second time range, it indicates that the pollutant emission does not meet the restrictions in both space and time, and the pollutant emission status is determined to be Level 1.

[0031] If it can be determined that the first spatial range is larger than the second spatial range, or the first time range is larger than the second time range—meaning that the pollutant emission meets the restrictions in only one aspect (time and space)—then the pollutant emission status is determined to be Level 2. Conversely, if the first spatial range is smaller than the second spatial range, and the first time range is smaller than the second time range, the pollutant emission status meets the restrictions, and in this case, the pollutant emission status is determined to be Level 3. It can be understood that from Level 1 to Level 3, the severity of the pollutant emission decreases sequentially, with Level 3 representing a level that complies with the regulations.

[0032] S105: Based on the current pollutant emission status of each monitoring location, if the level corresponding to the pollutant emission status is greater than the preset level, then the target monitoring location of the sub-area to be detected is determined.

[0033] Because of companies' unpredictable strategy adjustments, there are instances of vacant pollution discharge outlets. Furthermore, due to personnel mobility, potential pollution sources may also exist without any emissions. Therefore, to conserve monitoring resources and subsequent analysis and computational resources, based on the current pollutant emission status of each monitoring location, if the corresponding level of the pollutant emission status is higher than a preset level, then that location needs to be monitored as a target monitoring location in the sub-area to be monitored. For example, if the preset level is level three, and the monitoring location is abandoned and has no emissions, or if the emissions are at level three (normal emissions that comply with environmental regulations), then monitoring of that location can be cancelled, or only intermittent monitoring data analysis can be performed to avoid the high monitoring costs associated with real-time monitoring. However, if the emissions level is higher than the preset level, it indicates that the location is hazardous and may require monitoring and alarms, necessitating real-time monitoring to ensure the reliability of pollution emission monitoring.

[0034] S106: Monitor and analyze the relevant environmental parameters of the target monitoring location to achieve emission monitoring of the area to be monitored.

[0035] After obtaining the target monitoring location in step S105 above, it is necessary to monitor emissions from the area to be monitored to determine whether alarms or adjustments are needed at each target monitoring location. In one or more embodiments of this specification, monitoring and analyzing relevant environmental parameters of the target monitoring location to achieve emission monitoring of the area to be monitored specifically includes the following steps: Based on historical data corresponding to relevant environmental parameters and monitoring locations, the influence weight of each parameter in the relevant environmental parameters on the pollutant data is determined. For example, for water pollution, the wastewater discharge concentration and the inflow and outflow volume have the heaviest influence weights, while the influence of air quality on water pollution is close to zero. In one or more embodiments of this specification, the influence weight of each parameter in the relevant environmental parameters on the pollutant data is determined based on historical data corresponding to relevant environmental parameters and monitoring locations. Specifically, this includes the following process: First, historical parameter data corresponding to each parameter in the relevant environmental parameters is obtained according to a preset first period, and the change frequency of each data point in the pollutant data within the preset first period is determined based on the historical parameter data. Then, based on the change frequency of each data point in the pollutant data, the initial weight of each parameter in the historical parameter data on each data point in the pollutant data is determined, that is, the higher the change frequency, the higher the initial weight of the data. Then, the initial weights, pollutant data, and relevant environmental parameters in a preset second period are input into a preset predictive learning model, and the predicted change rate of each data point in the pollutant data is output. It should be noted that the second period is obtained by proportionally dividing the first period. For example, if the first period is one month, the second period can be one day; if the first period is one week, the second period can be one day or a preset time period, etc. Multiple predicted change rates within multiple preset second periods are sequentially obtained, and the average error value of the predicted change rate of each data point in the pollutant data is determined based on these multiple predicted change rates. The initial weights of each data point in the pollutant data are corrected based on the calculated average error to obtain the influence weight of each parameter in the relevant environmental parameters on the pollutant data.

[0036] After determining the influence weight of each parameter on the pollutant data, the influence value of each parameter in the relevant environmental data parameters is obtained by weighted calculation based on the influence weight. Based on the sum of the influence values ​​of each parameter, the pollution diffusion value of the pollutant at the target monitoring location is determined, i.e., the area range that the pollution may affect. Then, the pollution emission index of the target monitoring location is calculated based on the pollution diffusion value, obtaining the pollution emission index of each location within the sub-region to be monitored. It can be understood that a higher pollution diffusion value indicates a larger area affected by the pollution, and the corresponding pollution emission index is also higher. Then, the pollution emission index is filtered according to a preset index threshold, and locations with pollution emission indices exceeding the preset threshold are identified as unqualified emission locations, thus achieving emission monitoring of the area to be monitored.

[0037] To achieve early warning of locations with extremely high pollution emissions and to take corresponding measures to improve high pollution emissions and reduce environmental pollution, in one or more embodiments of this specification, relevant environmental parameters of the target monitoring location are monitored and analyzed. After monitoring emissions from the area to be monitored, if it is determined that pollutant emissions at the target monitoring location exceed a preset threshold, then to ensure environmental safety, the method further includes the following steps: If the target monitoring location is a pollutant discharge outlet location within the sub-region to be monitored—that is, if the target monitoring location is a pollutant discharge outlet that the enterprise has already registered—then it is necessary to first determine the enterprise corresponding to this pollutant discharge outlet location based on the pollutant discharge outlet location. Then, the enterprise's historical pollution enforcement records are reviewed, and the emission of pollutants at the stated discharge outlet location is adjusted based on these records. Specifically, if the enterprise has multiple historical pollution enforcement records, it indicates that the enterprise is not cooperating regarding pollution emissions. Specifically, in one or more embodiments of this specification, adjusting the emission of pollutants at the discharge outlet location based on the enterprise's historical pollution enforcement records specifically includes: If, based on the company's historical pollution enforcement records, it is determined that the location of the pollutant discharge outlet has been adjusted multiple times and the number of adjustments exceeds a preset number, it indicates that the company has repeatedly violated regulations and the number of violations exceeds the allowable number, requiring mandatory intervention to stop the discharge of pollutants from the outlet.

[0038] If, based on the company's historical pollution enforcement records, the number of enforcement adjustments to the location of the pollutant discharge outlet is less than the preset number, then the flow control valve of that pollutant discharge outlet needs to be adjusted to ensure that the pollutant emission value is within the normal range and to guarantee the company's normal operation.

[0039] If the target monitoring location is a potential pollution source within the sub-region to be monitored, it indicates that the location is an unregistered emission outlet, potentially causing pollution such as illegal burning of straw. In this case, the region to which the potential pollution source belongs is recorded, and the corresponding regional manager is identified. This allows the regional manager to adjust pollutant emissions from the potential pollution source location to ensure environmental safety in the region.

[0040] In one or more embodiments of this specification, adjusting the discharge of pollutants at the discharge outlet location based on the enterprise's historical pollution enforcement records specifically includes: If, based on the company's historical pollution enforcement records, it is determined that the location of the pollutant discharge outlet has been adjusted multiple times and the number of adjustments exceeds a preset number, then it is determined to stop the discharge of pollutants from the outlet. If, based on the company's historical pollution enforcement records, it is determined that the number of enforcement adjustments to the location of the pollutant discharge outlet is less than a preset number, then the flow control valve of the pollutant discharge outlet will be adjusted to ensure that the pollutant emission value is within the normal range.

[0041] like Figure 2 As shown in one or more embodiments of this specification, a schematic diagram of the internal structure of an enterprise pollution emission monitoring device based on the Industrial Internet is provided.

[0042] Depend on Figure 2 It can be seen that the equipment includes: At least one processor 201; and The memory 202 is communicatively connected to the at least one processor 201; wherein, The memory 202 stores executable instructions of the at least one processor 201, enabling the at least one processor 201 to: The area to be detected is divided into grids to obtain multiple sub-areas to be detected; Determine the location of each pollutant discharge outlet and the location of potential pollution sources in the plurality of sub-regions to be detected, and use the location of each pollutant discharge outlet and the location of the potential pollution sources as the monitoring location of the sub-region to be detected; Obtain relevant environmental parameters for each monitoring location within the sub-region to be detected; The current pollutant emission status of each monitoring location is determined based on the relevant environmental parameters of each monitoring location. Based on the current pollutant emission status at each monitoring location, if the level corresponding to the pollutant emission status is greater than a preset level, then the target monitoring location of the sub-area to be detected is determined. The relevant environmental parameters of the target monitoring location are monitored and analyzed to achieve emission monitoring of the area to be monitored.

[0043] like Figure 3 As shown, in one or more embodiments of this specification, a non-volatile storage medium is provided, storing computer-executable instructions 301, the executable instructions 301 including: The area to be detected is divided into grids to obtain multiple sub-areas to be detected; Determine the location of each pollutant discharge outlet and the location of potential pollution sources in the plurality of sub-regions to be detected, and use the location of each pollutant discharge outlet and the location of the potential pollution sources as the monitoring location of the sub-region to be detected; Obtain relevant environmental parameters for each monitoring location within the sub-region to be detected; The current pollutant emission status of each monitoring location is determined based on the relevant environmental parameters of each monitoring location. Based on the current pollutant emission status at each monitoring location, if the level corresponding to the pollutant emission status is greater than a preset level, then the target monitoring location of the sub-area to be detected is determined. The relevant environmental parameters of the target monitoring location are monitored and analyzed to achieve emission monitoring of the area to be monitored.

[0044] The various embodiments in this specification are described in a progressive manner. Similar or identical parts between embodiments can be referred to mutually. Each embodiment focuses on describing the differences from other embodiments. In particular, the embodiments of apparatus, devices, and non-volatile computer storage media are basically similar to the method embodiments, so the descriptions are relatively simple; relevant parts can be referred to the descriptions of the method embodiments.

[0045] The foregoing has described specific embodiments of this specification. Other embodiments are within the scope of the appended claims. In some cases, the actions or steps recited in the claims may be performed in a different order than that shown in the embodiments and may still achieve the desired result. Furthermore, the processes depicted in the drawings do not necessarily require the specific or sequential order shown to achieve the desired result. In some embodiments, multitasking and parallel processing are possible or may be advantageous.

[0046] The above description is merely one or more embodiments of this specification and is not intended to limit this specification. Various modifications and variations can be made to the one or more embodiments of this specification by those skilled in the art. Any modifications, equivalent substitutions, improvements, etc., made within the spirit and principle of one or more embodiments of this specification should be included within the scope of the claims of this specification.

Claims

1. An industrial internet-based enterprise pollution emission monitoring method, characterized in that, The method includes: The area to be detected is divided into grids to obtain multiple sub-areas to be detected; Determine the location of each pollutant discharge outlet and the location of potential pollution sources in the plurality of sub-regions to be detected, and use the location of each pollutant discharge outlet and the location of the potential pollution sources as the monitoring location of the sub-region to be detected; Obtain relevant environmental parameters for each monitoring location within the sub-region to be detected; Based on the relevant environmental parameters of each monitoring location, determine the current pollutant emission status of each monitoring location; Based on the current pollutant emission status at each monitoring location, if the level corresponding to the pollutant emission status is greater than a preset level, then the target monitoring location of the sub-area to be detected is determined. The relevant environmental parameters of the target monitoring location are monitored and analyzed to achieve emission monitoring of the area to be monitored; Monitoring and analyzing relevant environmental parameters at the target monitoring location to achieve emission monitoring of the area to be monitored, specifically including: Based on the relevant environmental parameters of each monitoring location and the historical data corresponding to the monitoring location, the influence weight of each parameter in the relevant environmental parameters on the pollutant data is determined. The influence values ​​of each parameter in the relevant environmental data parameters are calculated by weighting according to the influence weights to obtain the influence values ​​of each parameter. Based on the sum of the influence values ​​of each parameter, the pollution diffusion value of pollutants in the target monitoring location is determined. The pollution emission index of the target monitoring location is calculated based on the pollution diffusion value. The pollution emission index of each location in the sub-area to be detected is obtained. The pollution emission index is then filtered based on a preset index threshold to obtain the non-compliant emission locations in the target monitoring location, thereby realizing emission monitoring of the area to be detected. Based on the relevant environmental parameters of each monitoring location and the historical data corresponding to the monitoring location, the influence weight of each parameter in the relevant environmental parameters on the pollutant data is determined, specifically including: According to a preset first period, historical parameter data corresponding to each parameter in the relevant environmental parameters are obtained, and the change frequency of each data in the pollutant data within the preset period is determined based on the historical parameter data. Based on the frequency of change of each data point in the pollutant data, the initial weight of each parameter in the historical parameter data to each data point in the pollutant data is determined. The initial weights, the pollutant data, and relevant environmental parameters in the preset second period are input into the preset prediction learning model to output the predicted change rate of each data point in the pollutant data; wherein, the second period is obtained by dividing the first period into equal proportions; Multiple predicted change rates within multiple preset second periods are sequentially obtained, and the average error value of the predicted change rate of each data in the pollutant data is determined based on the multiple predicted change rates. Based on the average error, the initial weights of each data point in the pollutant data are corrected to obtain the influence weights of each parameter in the relevant environmental parameters on the pollutant data. The current pollutant emission status of each monitoring location is determined based on relevant environmental parameters at each monitoring location, specifically including: The relevant environmental parameters of each monitoring location are divided to determine the first relevant environmental parameter related to pollution emissions and the second relevant environmental parameter related to socio-economic factors. The first relevant environmental parameters are analyzed to determine the first spatial range and the first time range of pollutant emissions, and the second relevant environmental parameters are analyzed to determine the second spatial range and the second time range of permissible pollutant emissions. If the first spatial range is larger than the first spatial range, and the first time range is larger than the second time range, then the pollutant emission status is determined to be Level 1; If the first spatial range is greater than the first spatial range, or the first time range is greater than the second time range, then the pollutant emission status is determined to be level two; If the first spatial range is smaller than the first spatial range and the first time range is smaller than the second time range, then the pollutant emission status is determined to be level three. Determining the location of each pollutant discharge outlet and potential pollution source in the plurality of sub-regions to be detected specifically includes: Based on the registration information of each enterprise in the area to be detected, the location of each pollutant discharge outlet in the multiple sub-areas to be detected is determined; Obtain historical pollution distribution data and historical environmental data in the sub-region to be detected; Based on the historical pollution distribution data and historical environmental data of the sub-region to be detected, the pollution change path of the sub-region to be detected is determined, so as to determine the location of multiple pollution sources in the sub-region to be detected based on the pollution change path. Based on the locations of the multiple pollution sources, the locations of potential pollution sources in the sub-region to be detected are determined; After monitoring and analyzing relevant environmental parameters at the target monitoring location to achieve emission monitoring of the area to be monitored, if it is determined that the pollutant emissions at the target monitoring location exceed a preset threshold, the method further includes: If the target monitoring location is the location of the pollutant discharge outlet in the sub-region to be detected, then the enterprise corresponding to the pollutant discharge outlet location is determined based on the pollutant discharge outlet location; Obtain the company's historical pollution enforcement records, and adjust the discharge of pollutants at the discharge outlet location based on the company's historical pollution enforcement records; If the target monitoring location is a potential pollution source location in the sub-region to be detected, the region to which the potential pollution source location belongs is recorded, and the corresponding region manager is obtained based on the region to which it belongs, so as to adjust the pollutant emissions at the potential pollution source location.

2. The enterprise pollution emission monitoring method based on the Industrial Internet according to claim 1, characterized in that, The adjustment of the pollutant discharge location based on the enterprise's historical pollution enforcement records specifically includes: If, based on the company's historical pollution enforcement records, it is determined that the location of the pollutant discharge outlet has been adjusted multiple times and the number of adjustments exceeds a preset number, then it is determined to stop the discharge of pollutants from the outlet. If, based on the company's historical pollution enforcement records, it is determined that the number of enforcement adjustments to the location of the pollutant discharge outlet is less than a preset number, then the flow control valve of the pollutant discharge outlet will be adjusted to ensure that the pollutant emission value is within the normal range.

3. The enterprise pollution emission monitoring method based on the Industrial Internet according to claim 1, characterized in that, The relevant environmental parameters include: total emissions of environmental pollutants, pollutant concentrations, air quality, inflow and outflow water data, and water level data.

4. An enterprise pollution emission monitoring device based on the Industrial Internet, characterized in that, The device includes: At least one processor; and, A memory communicatively connected to the at least one processor; wherein, The memory stores instructions that can be executed by the at least one processor, the instructions being executed by the at least one processor to enable the at least one processor to: The area to be detected is divided into grids to obtain multiple sub-areas to be detected; Determine the location of each pollutant discharge outlet and the location of potential pollution sources in the plurality of sub-regions to be detected, and use the location of each pollutant discharge outlet and the location of the potential pollution sources as the monitoring location of the sub-region to be detected; Obtain relevant environmental parameters for each monitoring location within the sub-region to be detected; The current pollutant emission status of each monitoring location is determined based on the relevant environmental parameters of each monitoring location. Based on the current pollutant emission status at each monitoring location, if the level corresponding to the pollutant emission status is greater than a preset level, then the target monitoring location of the sub-area to be detected is determined. The relevant environmental parameters of the target monitoring location are monitored and analyzed to achieve emission monitoring of the area to be monitored; Monitoring and analyzing relevant environmental parameters at the target monitoring location to achieve emission monitoring of the area to be monitored, specifically including: Based on the relevant environmental parameters of each monitoring location and the historical data corresponding to the monitoring location, the influence weight of each parameter in the relevant environmental parameters on the pollutant data is determined. The influence values ​​of each parameter in the relevant environmental data parameters are calculated by weighting according to the influence weights to obtain the influence values ​​of each parameter. Based on the sum of the influence values ​​of each parameter, the pollution diffusion value of pollutants in the target monitoring location is determined. The pollution emission index of the target monitoring location is calculated based on the pollution diffusion value. The pollution emission index of each location in the sub-area to be detected is obtained. The pollution emission index is then filtered based on a preset index threshold to obtain the non-compliant emission locations in the target monitoring location, thereby realizing emission monitoring of the area to be detected. Based on the relevant environmental parameters of each monitoring location and the historical data corresponding to the monitoring location, the influence weight of each parameter in the relevant environmental parameters on the pollutant data is determined, specifically including: According to a preset first period, historical parameter data corresponding to each parameter in the relevant environmental parameters are obtained, and the change frequency of each data in the pollutant data within the preset period is determined based on the historical parameter data. Based on the frequency of change of each data point in the pollutant data, the initial weight of each parameter in the historical parameter data to each data point in the pollutant data is determined. The initial weights, the pollutant data, and relevant environmental parameters in the preset second period are input into the preset prediction learning model to output the predicted change rate of each data point in the pollutant data; wherein, the second period is obtained by dividing the first period into equal proportions; Multiple predicted change rates within multiple preset second periods are sequentially obtained, and the average error value of the predicted change rate of each data in the pollutant data is determined based on the multiple predicted change rates. Based on the average error, the initial weights of each data point in the pollutant data are corrected to obtain the influence weights of each parameter in the relevant environmental parameters on the pollutant data. The current pollutant emission status of each monitoring location is determined based on relevant environmental parameters at each monitoring location, specifically including: The relevant environmental parameters of each monitoring location are divided to determine the first relevant environmental parameter related to pollution emissions and the second relevant environmental parameter related to socio-economic factors. The first relevant environmental parameters are analyzed to determine the first spatial range and the first time range of pollutant emissions, and the second relevant environmental parameters are analyzed to determine the second spatial range and the second time range of permissible pollutant emissions. If the first spatial range is larger than the first spatial range, and the first time range is larger than the second time range, then the pollutant emission status is determined to be Level 1; If the first spatial range is greater than the first spatial range, or the first time range is greater than the second time range, then the pollutant emission status is determined to be level two; If the first spatial range is smaller than the first spatial range and the first time range is smaller than the second time range, then the pollutant emission status is determined to be level three. Determining the location of each pollutant discharge outlet and potential pollution source in the plurality of sub-regions to be detected specifically includes: Based on the registration information of each enterprise in the area to be detected, the location of each pollutant discharge outlet in the multiple sub-areas to be detected is determined; Obtain historical pollution distribution data and historical environmental data in the sub-region to be detected; Based on the historical pollution distribution data and historical environmental data of the sub-region to be detected, the pollution change path of the sub-region to be detected is determined, so as to determine the location of multiple pollution sources in the sub-region to be detected based on the pollution change path. Based on the locations of the multiple pollution sources, the locations of potential pollution sources in the sub-region to be detected are determined; After monitoring and analyzing relevant environmental parameters at the target monitoring location to achieve emission monitoring of the area to be monitored, if it is determined that the pollutant emissions at the target monitoring location exceed a preset threshold, the method further includes: If the target monitoring location is the location of the pollutant discharge outlet in the sub-region to be detected, then the enterprise corresponding to the pollutant discharge outlet location is determined based on the pollutant discharge outlet location; Obtain the company's historical pollution enforcement records, and adjust the discharge of pollutants at the discharge outlet location based on the company's historical pollution enforcement records; If the target monitoring location is a potential pollution source location in the sub-region to be detected, the region to which the potential pollution source location belongs is recorded, and the corresponding region manager is obtained based on the region to which it belongs, so as to adjust the pollutant emissions at the potential pollution source location.

5. A non-volatile storage medium storing computer-executable instructions, characterized in that, The executable instructions include: The area to be detected is divided into grids to obtain multiple sub-areas to be detected; Determine the location of each pollutant discharge outlet and the location of potential pollution sources in the plurality of sub-regions to be detected, and use the location of each pollutant discharge outlet and the location of the potential pollution sources as the monitoring location of the sub-region to be detected; Obtain relevant environmental parameters for each monitoring location within the sub-region to be detected; The current pollutant emission status of each monitoring location is determined based on the relevant environmental parameters of each monitoring location. Based on the current pollutant emission status at each monitoring location, if the level corresponding to the pollutant emission status is greater than a preset level, then the target monitoring location of the sub-area to be detected is determined. The relevant environmental parameters of the target monitoring location are monitored and analyzed to achieve emission monitoring of the area to be monitored; Monitoring and analyzing relevant environmental parameters at the target monitoring location to achieve emission monitoring of the area to be monitored, specifically including: Based on the relevant environmental parameters of each monitoring location and the historical data corresponding to the monitoring location, the influence weight of each parameter in the relevant environmental parameters on the pollutant data is determined. The influence values ​​of each parameter in the relevant environmental data parameters are calculated by weighting according to the influence weights to obtain the influence values ​​of each parameter. Based on the sum of the influence values ​​of each parameter, the pollution diffusion value of pollutants in the target monitoring location is determined. The pollution emission index of the target monitoring location is calculated based on the pollution diffusion value. The pollution emission index of each location in the sub-area to be detected is obtained. The pollution emission index is then filtered based on a preset index threshold to obtain the non-compliant emission locations in the target monitoring location, thereby realizing emission monitoring of the area to be detected. Based on the relevant environmental parameters of each monitoring location and the historical data corresponding to the monitoring location, the influence weight of each parameter in the relevant environmental parameters on the pollutant data is determined, specifically including: According to a preset first period, historical parameter data corresponding to each parameter in the relevant environmental parameters are obtained, and the change frequency of each data in the pollutant data within the preset period is determined based on the historical parameter data. Based on the frequency of change of each data point in the pollutant data, the initial weight of each parameter in the historical parameter data to each data point in the pollutant data is determined. The initial weights, the pollutant data, and relevant environmental parameters in the preset second period are input into the preset prediction learning model to output the predicted change rate of each data point in the pollutant data; wherein, the second period is obtained by dividing the first period into equal proportions; Multiple predicted change rates within multiple preset second periods are sequentially obtained, and the average error value of the predicted change rate of each data in the pollutant data is determined based on the multiple predicted change rates. Based on the average error, the initial weights of each data point in the pollutant data are corrected to obtain the influence weights of each parameter in the relevant environmental parameters on the pollutant data. The current pollutant emission status of each monitoring location is determined based on relevant environmental parameters at each monitoring location, specifically including: The relevant environmental parameters of each monitoring location are divided to determine the first relevant environmental parameter related to pollution emissions and the second relevant environmental parameter related to socio-economic factors. The first relevant environmental parameters are analyzed to determine the first spatial range and the first time range of pollutant emissions, and the second relevant environmental parameters are analyzed to determine the second spatial range and the second time range of permissible pollutant emissions. If the first spatial range is larger than the first spatial range, and the first time range is larger than the second time range, then the pollutant emission status is determined to be Level 1; If the first spatial range is greater than the first spatial range, or the first time range is greater than the second time range, then the pollutant emission status is determined to be level two; If the first spatial range is smaller than the first spatial range and the first time range is smaller than the second time range, then the pollutant emission status is determined to be level three. Determining the location of each pollutant discharge outlet and potential pollution source in the plurality of sub-regions to be detected specifically includes: Based on the registration information of each enterprise in the area to be detected, the location of each pollutant discharge outlet in the multiple sub-areas to be detected is determined; Obtain historical pollution distribution data and historical environmental data in the sub-region to be detected; Based on the historical pollution distribution data and historical environmental data of the sub-region to be detected, the pollution change path of the sub-region to be detected is determined, so as to determine the location of multiple pollution sources in the sub-region to be detected based on the pollution change path. Based on the locations of the multiple pollution sources, the locations of potential pollution sources in the sub-region to be detected are determined; After monitoring and analyzing relevant environmental parameters at the target monitoring location to achieve emission monitoring of the area to be monitored, if it is determined that the pollutant emissions at the target monitoring location exceed a preset threshold, the method further includes: If the target monitoring location is the location of the pollutant discharge outlet in the sub-region to be detected, then the enterprise corresponding to the pollutant discharge outlet location is determined based on the pollutant discharge outlet location; Obtain the company's historical pollution enforcement records, and adjust the discharge of pollutants at the discharge outlet location based on the company's historical pollution enforcement records; If the target monitoring location is a potential pollution source location in the sub-region to be detected, the region to which the potential pollution source location belongs is recorded, and the corresponding region manager is obtained based on the region to which it belongs, so as to adjust the pollutant emissions at the potential pollution source location.

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