Well building method and system for underground water environment monitoring wells of different aquifers
By obtaining monitoring area information of groundwater environmental monitoring areas and extracting well construction basis, training well construction planning models and generating well construction plans, the problem of unreasonable construction of groundwater monitoring wells in the existing technology is solved, and the accuracy of pollution monitoring is improved. Timely.
Patent Information
- Application Number
- CN202510045153.6
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-01-13
- Publication Date
- 2025-02-14
- Estimated Expiration
- Not applicable · inactive patent
AI Technical Summary
Most of the existing groundwater monitoring wells are built by experience, which leads to unreasonable well construction methods and the inability to effectively distinguish the pollution conditions of different aquifers, affecting the accuracy and timeliness of pollution monitoring.
By obtaining monitoring area information of the groundwater environment monitoring area, extracting the basis for monitoring well construction, and training the well construction planning model, automatically generating well construction plans to guide construction, and avoiding unreasonable well construction caused by artificial inadequate experience.
It improves the rationality of groundwater detection and timely pollution monitoring, and ensures real monitoring of groundwater environments in different aquifers.
Smart Images

Figure CN119443752A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of environmental monitoring, and in particular to a method and system for constructing groundwater environmental monitoring wells in different aquifers. Background Art
[0002] Groundwater dynamic monitoring is a basic means of obtaining information on groundwater pollution, groundwater resource distribution, geological stratification, etc. Building groundwater detection wells at different depths and obtaining groundwater pollution information in different strata can effectively promote key tasks such as tracing the source of groundwater pollution, determining the scope of pollution, and predicting the effect of restoration, and help environmental restoration projects.
[0003] At present, most of my country's groundwater monitoring wells are built by construction workers based on their experience. The effect of well construction depends greatly on the accurate analysis of the required monitoring area by construction workers. If the analysis is inappropriate, it will lead to unreasonable well construction methods, which will in turn cause the groundwater samples collected to be mixed samples of different aquifers, which cannot reflect the actual groundwater pollution situation of each aquifer.
[0004] In view of this, there is an urgent need for a method and system for constructing groundwater environment monitoring wells in different aquifers to at least solve the above-mentioned deficiencies. Summary of the invention
[0005] One of the purposes of the present invention is to provide a method and system for constructing groundwater environment monitoring wells in different aquifers, obtain monitoring area information of the area to be monitored for groundwater environment, extract the basis for constructing monitoring wells in the monitoring area information, and at the same time, train a well construction planning model. The model automatically generates a well construction plan based on the input monitoring well construction basis for use as a guide for subsequent well construction construction, thereby avoiding unreasonable well construction caused by manual experience or inappropriate preliminary analysis, improving the rationality of groundwater detection, and further improving the timeliness of pollution monitoring.
[0006] An embodiment of the present invention provides a method for constructing groundwater environment monitoring wells in different aquifers, comprising: Step 1: Obtain monitoring area information of the area to be monitored for groundwater environment; Step 2: Obtain the basis for building monitoring wells based on the monitoring area information; Step 3: Train the well construction planning model and obtain the well construction plan based on the monitoring well construction basis; Step 4: Provide guidance for well construction according to the well construction plan.
[0007] Preferably, step 1: obtaining monitoring area information of the area to be monitored for groundwater environment, comprises: Determine the areas to be monitored for groundwater environment; Obtain the regional label of the area to be monitored for groundwater environment; Obtain monitoring area information based on area labels and preset area information database.
[0008] Preferably, determining the area to be monitored for groundwater environment includes: Obtain the monitoring tasks issued by the environmental monitoring node, and determine the groundwater environment monitoring area based on the monitoring tasks; and / or, Obtain the basis for determining the monitoring needs of the area to be monitored for groundwater environment, and determine the area to be monitored for groundwater environment according to the basis for determining the monitoring needs and the information returned by the basis index node.
[0009] Preferably, obtaining a basis for determining monitoring requirements for the area to be monitored for groundwater environment, and determining the area to be monitored for groundwater environment according to the basis for determining monitoring requirements and information returned by the basis index node, includes: Based on the environmental monitoring forum, connect to the target environmental monitoring node to obtain the historical monitoring tasks issued by the target environmental monitoring node; Analyze historical monitoring tasks and obtain the basis for determining pre-selected monitoring requirements and monitoring results; Determine whether the historical monitoring task meets the extraction conditions for the basis for determining the monitoring demand. If so, use the pre-selected basis for determining the monitoring demand of the corresponding historical monitoring task as the basis for determining the monitoring demand; Determine the access pre-selected index node based on monitoring requirements; Get the historical index records of the pre-selected index node; According to the historical index record, obtain the first verification value of the pre-selected basis index node; Obtain the node credit of the pre-selected index node and use it as the second verification value; Accumulate the first verification value and the second verification value corresponding to the pre-selected index node to obtain the verification degree; The pre-selected basis index node with the largest verification degree is used as the basis index node; Determine the access basis index node according to the monitoring requirements and obtain the returned information; Among them, the extraction conditions for determining monitoring needs include: The monitoring results showed groundwater environmental pollution; and / or, The amount of aggregate data in the set of pre-selected monitoring requirement determination bases to which the pre-selected monitoring requirement determination bases belong is greater than or equal to a preset threshold of aggregate data amount, and the pre-selected monitoring requirement determination bases are not similar to the remaining pre-selected monitoring requirement determination bases in the set of pre-selected monitoring requirement determination bases; and / or, The attribute similarity between the first geographical attribute of the monitoring area of the historical monitoring task and the second geographical attribute of the required monitoring area is greater than or equal to a preset attribute similarity threshold; and / or, The feature matching degree between the platform-associated feature set of the historical monitoring task and the preset target platform-associated feature set is greater than or equal to the preset feature matching degree threshold. The platform-associated features include: the platform recording time of the historical monitoring task, the number of user likes, the number of user forwardings, and the semantics of user evaluation.
[0010] Preferably, step 2: obtaining the basis for building the monitoring well according to the monitoring area information, including: Obtain information on construction specifications for environmental monitoring wells; Obtain the construction records of environmental monitoring wells; According to the environmental monitoring well construction specification information and environmental monitoring well construction records, select the target environmental monitoring well construction records that meet the environmental monitoring well construction specifications; Analyze the target environmental monitoring well construction records and obtain the well construction analysis process sub-records; According to the well construction analysis process sub-record, construct the information extraction template of the area to be monitored for groundwater environment; According to the information extraction template and monitoring area information, the basis for building monitoring wells is obtained.
[0011] Preferably, step 3: training a well construction planning model and obtaining a well construction plan based on the monitoring well construction basis includes: According to the well construction analysis process sub-records, a well construction planning model based on information extracted by the information extraction template is trained; Determine the well construction plan based on the monitoring well construction basis and the well construction planning model.
[0012] Preferably, step 4: providing guidance for well construction according to the well construction plan, including: The well construction plan will be delivered to the on-site construction personnel in the area to be monitored for groundwater environment to provide guidance on well construction.
[0013] Preferably, the well construction plan is delivered to the on-site construction personnel in the area to be monitored for groundwater environment to provide guidance on well construction, including: Get the current well construction progress information; According to the current well construction progress information and well construction plan, determine the construction specification process and acceptance standards of the current construction aquifer; Provide guidance for well construction according to construction specification process and acceptance standards.
[0014] Preferably, well construction guidance is provided according to the construction specification process and acceptance criteria, including: Monitor the well construction behavior of on-site construction personnel in real time according to the construction specification process and give real-time reminders for irregular well construction behavior; After the construction of the current construction aquifer is completed, determine the standard acceptance behavior of the construction of the current construction aquifer based on the acceptance criteria; According to the standard acceptance behavior and the acceptance process of the on-site acceptance personnel, obtain the non-standard acceptance behavior; Obtain the historical acceptance behaviors of on-site acceptance personnel that are consistent with the irregular acceptance behaviors; If the acquisition is successful, the experience value of the on-site acceptance personnel will be adjusted downward based on the average acquisition time interval of historical acceptance behaviors; If the acquisition fails, the first acceptance record containing the standard acceptance behavior corresponding to the non-standard acceptance behavior is acquired; Obtaining a second acceptance record containing irregular acceptance behavior; Determine the historical probability of occurrence of irregular acceptance behavior based on the first acceptance record and the second acceptance record; Obtain the current experience value of the on-site acceptance personnel; Correct the historical probability of occurrence according to the current experience value and obtain the target historical probability of occurrence; Based on the historical probability of occurrence of the target, the credit value of the on-site acceptance personnel is lowered.
[0015] Preferably, the well construction behavior of on-site construction personnel is monitored in real time according to the construction standard process and irregular well construction behavior is reminded in real time, including: Obtain the recorded information of the construction recorder worn by on-site construction personnel; Extracting the construction record screen based on the construction record screen extraction conditions and according to the record information; Extract the well construction behaviors of on-site construction personnel based on the construction record screen, and give real-time reminders for irregular well construction behaviors according to the construction standard process; Among them, the conditions for extracting the construction record screen include: The intersection point between the extended line of the shooting vector of the construction recorder corresponding to the recorded information and the ground is within the well construction area corresponding to the well construction plan; and / or, The vector starting points of the M shooting vectors are all within the target sphere of a preset volume, and at least one of the M shooting vectors has a vector angle with the remaining shooting vectors in the target sphere that is smaller than a preset angle threshold, and M is the total number of on-site construction personnel.
[0016] An embodiment of the present invention provides a well construction system for groundwater environment monitoring wells in different aquifers, comprising: The monitoring area information acquisition subsystem is used to obtain the monitoring area information of the area to be monitored for groundwater environment; The well construction basis acquisition subsystem is used to obtain the basis for monitoring well construction based on the monitoring area information; the basis for monitoring well construction includes: groundwater environment monitoring records of different aquifers; The well construction plan acquisition subsystem is used to train the well construction planning model and obtain the well construction plan based on the monitoring well construction basis; The well construction guidance subsystem is used to provide well construction guidance according to the well construction plan.
[0017] The beneficial effects of the present invention are: The present invention obtains monitoring area information of the area to be monitored for groundwater environment, extracts the basis for well construction of monitoring wells in the monitoring area information, and at the same time, trains a well construction planning model. The model automatically generates a well construction plan based on the input monitoring well construction basis for use as a guide for subsequent well construction construction, thereby avoiding unreasonable well construction construction caused by insufficient experience or inappropriate preliminary analysis, improving the rationality of groundwater detection, and further improving the timeliness of pollution monitoring.
[0018] Other features and advantages of the present invention will be described in the following description, and partly become apparent from the description, or understood by practicing the present invention. The purpose and other advantages of the present invention can be realized and obtained by the structures specifically pointed out in the present application documents.
[0019] The technical solution of the present invention is further described in detail below through the accompanying drawings and embodiments. BRIEF DESCRIPTION OF THE DRAWINGS
[0020] The accompanying drawings are used to provide a further understanding of the present invention and constitute a part of the specification. Together with the embodiments of the present invention, they are used to explain the present invention and do not constitute a limitation of the present invention. In the accompanying drawings: Figure 1 A schematic diagram of a method for constructing groundwater environment monitoring wells in different aquifers according to an embodiment of the present invention; Figure 2 It is a schematic diagram of a well construction system for groundwater environment monitoring wells in different aquifers according to an embodiment of the present invention. DETAILED DESCRIPTION
[0021] The preferred embodiments of the present invention are described below in conjunction with the accompanying drawings. It should be understood that the preferred embodiments described herein are only used to illustrate and explain the present invention, and are not used to limit the present invention.
[0022] The embodiment of the present invention provides a method for constructing groundwater environment monitoring wells in different aquifers, such as Figure 1 As shown, including: Step 1: Obtain the monitoring area information of the area to be monitored for groundwater environment; the area to be monitored for groundwater environment is: a geographical area where groundwater environment monitoring is required (for example, an area with groundwater pollution risks); the monitoring area information includes: the geographical location, geological structure, hydrogeological conditions, land use, distribution of pollution sources and historical monitoring data of the monitoring area; Wherein, step 1: obtaining monitoring area information of the area to be monitored for groundwater environment, including: Determine the areas to be monitored for groundwater environment; Obtain the regional label of the area to be monitored for groundwater environment; wherein the regional label is: regional location ID; According to the regional label and the preset regional information database, the monitoring area information is obtained; wherein the location ID of the area to be matched in the regional information database and the area information to be determined are associated one by one, and are manually constructed and updated according to the historical monitoring records of the area to be monitored for groundwater environment; Among them, the areas to be monitored for groundwater environment include: Obtain the monitoring tasks issued by the environmental monitoring node, and determine the groundwater environment monitoring area according to the monitoring tasks; wherein, the environmental monitoring node is the network node where the groundwater environment monitoring tasks are distributed; the monitoring tasks include: the area information and monitoring content information of the groundwater environment to be monitored; and / or, Obtain the basis for determining the monitoring needs of the area to be monitored for groundwater environment, and determine the area to be monitored for groundwater environment according to the basis for determining the monitoring needs and the information returned by the index node; wherein, the basis for determining the monitoring needs is: the regional conditions that trigger groundwater environment monitoring, which are preset manually, such as: groundwater drinking water source protection area; the index node is: the network node for indexing the basis for determining the monitoring needs; the returned information is: the index result obtained by the index node according to the index for determining the basis for monitoring needs; when determining the area to be monitored for groundwater environment, determine the template for determining the needs according to the index result and the basis for determining the monitoring needs, and determine the area to be monitored for groundwater environment; Step 2: According to the monitoring area information, the basis for monitoring well construction is obtained; wherein the basis for monitoring well construction is: information used to guide the construction of groundwater environment monitoring wells in different aquifers in the area to be monitored, such as: geological structure and hydrogeological conditions of the area to be monitored; Among them, step 2: according to the monitoring area information, obtain the basis for the construction of the monitoring well, including: Obtaining environmental monitoring well construction specification information; wherein the environmental monitoring well construction specification information is: environmental monitoring well construction regulations and standards, which are manually preset; Obtaining environmental monitoring well construction records; wherein, environmental monitoring well construction records are: historical environmental monitoring well construction process records, including: historical well construction area information, historical construction methods; According to the environmental monitoring well construction specification information and environmental monitoring well construction records, select the target environmental monitoring well construction records that meet the environmental monitoring well construction specifications; Parse the target environmental monitoring well construction record to obtain the well construction analysis process sub-record; wherein the well construction analysis process sub-record is: a summary record of how the construction personnel conducted an exploration and analysis of the environment of the well construction area before construction in the target environmental monitoring well construction record; According to the well construction analysis process sub-record, construct an information extraction template for the area to be monitored for groundwater environment; wherein the information extraction template is constructed based on the analysis information in the well construction analysis process sub-record, and when constructing, the acquisition rules of the analysis information are collected to obtain the information extraction template; According to the information extraction template and the monitoring area information, the basis for the construction of the monitoring well is obtained; wherein, when obtaining the basis for the construction of the monitoring well, the monitoring area information is compared with the information extraction template, and the corresponding analysis information is extracted according to the acquisition rules of different analysis information to obtain the basis for the construction of the monitoring well; Step 3: training the well construction planning model and obtaining the well construction plan based on the monitoring well construction basis; wherein the well construction plan is: a well construction plan for the area to be monitored for groundwater environment; Among them, step 3: training the well construction planning model and obtaining the well construction plan according to the monitoring well construction basis, including: According to the well construction analysis process sub-record, a well construction planning model based on information extracted by the information extraction template is trained; wherein the well construction planning model is: an AI model for well construction planning based on pre-collected well construction area data (basis for monitoring well construction) before construction is trained using the well construction analysis process sub-record; Determine the well construction plan based on the monitoring well construction basis and well construction planning model; Step 4: Provide guidance on well construction according to the well construction plan; Among them, step 4: provide guidance for well construction according to the well construction plan, including: The well construction plan will be delivered to the on-site construction personnel in the area to be monitored for groundwater environment to provide guidance on well construction.
[0023] The working principle and beneficial effects of the above technical solution are: The present invention obtains monitoring area information of the area to be monitored for groundwater environment, extracts the basis for well construction of monitoring wells in the monitoring area information, and at the same time, trains a well construction planning model. The model automatically generates a well construction plan based on the input monitoring well construction basis for use as a guide for subsequent well construction construction, thereby avoiding unreasonable well construction construction caused by insufficient experience or inappropriate preliminary analysis, improving the rationality of groundwater detection, and further improving the timeliness of pollution monitoring.
[0024] In one embodiment, obtaining a basis for determining monitoring requirements of a groundwater environment monitoring area, and determining the groundwater environment monitoring area according to the basis for determining monitoring requirements and information returned by the basis index node, includes: Based on the environmental monitoring forum, the target environmental monitoring node is connected to obtain the historical monitoring tasks issued by the target environmental monitoring node; the environmental monitoring forum is: an environmental monitoring discussion platform; the target environmental monitoring node is: a network node of the monitoring party that performs environmental monitoring; the historical monitoring tasks are: the monitoring tasks and specific monitoring records of groundwater environmental monitoring in the past published by the monitoring party corresponding to the target environmental monitoring node on the environmental monitoring forum; Analyze historical monitoring tasks to obtain the basis for determining pre-selected monitoring needs and monitoring results; the basis for determining pre-selected monitoring needs is: the triggering content of historical monitoring tasks (for example: major environmental emergencies such as hazardous waste dumping causing groundwater pollution); the monitoring results are: whether there is new pollution; Determine whether the historical monitoring task meets the extraction conditions for the basis for determining the monitoring demand. If so, use the pre-selected basis for determining the monitoring demand of the corresponding historical monitoring task as the basis for determining the monitoring demand; Accessing the pre-selected basis index node according to the monitoring demand determination basis; wherein the pre-selected basis index node is: querying whether there is an index network node of the monitoring demand determination basis in the required monitoring area; Obtaining a historical index record of a pre-selected basis index node; wherein the historical index record is: a historical record of the monitoring party corresponding to the required monitoring area indexed using the pre-selected basis index node; According to the historical index records, a first verification value of the pre-selected basis index node is obtained; wherein, when determining the first verification value according to the historical index records, the length of the longest first time interval between the historical index records and the current time is obtained, the time difference between the first time interval length and the actual second time interval length between the historical index records and the current time is calculated, the time difference is divided by the second time interval length to obtain the evaluation weight of the historical index records, the evaluation weight is multiplied by the evaluation value of the historical index records to obtain a weighted evaluation of the historical index records, and the weighted evaluation average of the historical index records corresponding to the pre-selected basis index node is used as the first verification value; Obtaining the node credit of the pre-selected basis index node and using it as the second verification value; wherein the node credit is the trustworthy value of the index source of the pre-selected basis index node marked by the indexing platform, and is obtained based on the score given by the user of the indexing platform after indexing the pre-selected basis index node; Accumulate the first verification value and the second verification value corresponding to the pre-selected index node to obtain the verification degree; The pre-selected basis index node with the largest verification degree is used as the basis index node; According to the monitoring demand determination basis, the access basis index node is accessed to obtain the returned information; wherein the returned information is the index result of whether the required monitoring area returned by the index node has the relevant information of the monitoring demand determination basis (for example, whether a major environmental emergency caused by the dumping of hazardous wastes causing groundwater pollution occurs in area A); Among them, the extraction conditions for determining monitoring needs include: The monitoring results showed groundwater environmental pollution; and / or, The amount of collective data in the pre-selected monitoring demand determination basis set to which the pre-selected monitoring demand determination basis belongs is greater than or equal to a preset collective data amount threshold, and the pre-selected monitoring demand determination basis is not similar to the remaining pre-selected monitoring demand determination basis in the pre-selected monitoring demand determination basis set; wherein, the pre-selected monitoring demand determination basis set to which the pre-selected monitoring demand determination basis belongs is: a set of pre-selected monitoring demand determination bases that are consistent with the corresponding monitoring requirements of the pre-selected monitoring demand determination basis, for example: if the monitoring requirement is: causing groundwater pollution, then the pre-selected monitoring demand determination bases include: tailings pond leakage, petrochemical plant physical blasting accidents, and chemical plant pollution; the preset collective data amount threshold is manually set in advance; and / or, The attribute similarity between the first geographical attribute of the monitoring area of the historical monitoring task and the second geographical attribute of the required monitoring area is greater than or equal to a preset attribute similarity threshold; wherein the geographical attribute includes: pre-collected groundwater pollution, groundwater hydrology and groundwater hydrodynamics information in the area, etc.; the preset attribute similarity threshold is manually preset; and / or, The feature matching degree of the platform-related feature set of the historical monitoring task and the preset target platform-related feature set is greater than or equal to the preset feature matching degree threshold, and the platform-related features include: the platform recording time of the historical monitoring task, the number of user likes, the number of user forwardings, and the user evaluation semantics. Among them, the target platform-related feature set is: the platform recording time of the historical monitoring task is later than the preset time, the number of user likes is greater than the preset number of likes (for example: 100), the number of user forwardings is greater than the preset number of forwardings (for example: 20), and the user evaluation semantics does not contain questionable semantics. The preset feature matching degree threshold is preset manually.
[0025] The working principle and beneficial effects of the above technical solution are: The present invention crawls historical monitoring tasks from the environmental monitoring forum, determines the pre-selected monitoring demand determination basis and monitoring results, introduces the monitoring demand determination basis extraction conditions to filter the monitoring demand determination basis, and specifically, the monitoring demand determination basis extraction conditions include: Condition 1: The monitoring result is groundwater environmental pollution; if the monitoring result is groundwater environmental pollution, the corresponding pre-selected monitoring needs are extracted to avoid errors and omissions in the basis for groundwater environmental pollution; and / or, Condition 2: The amount of aggregate data in the pre-selected monitoring demand determination basis set to which the pre-selected monitoring demand determination basis belongs is greater than or equal to the preset aggregate data amount threshold, and the pre-selected monitoring demand determination basis and the remaining pre-selected monitoring demand determination basis in the pre-selected monitoring demand determination basis set are not similar; the aggregate data amount is greater than the aggregate data amount threshold, indicating that the monitoring demand corresponding to the pre-selected monitoring demand determination basis is a high-frequency demand, and the pre-selected monitoring demand determination basis and the remaining pre-selected monitoring demand determination basis in the pre-selected monitoring demand determination basis set do not have similar constraints. The pre-selected monitoring demand determination basis is a specific basis or a newly added basis for the high-frequency demand, and the extraction value is large; and / or, Condition 3: The attribute similarity between the first geographical attribute of the monitoring area of the historical monitoring task and the second geographical attribute of the required monitoring area is greater than or equal to the preset attribute similarity threshold; the corresponding historical monitoring tasks of the monitoring area whose attribute similarity is greater than or equal to the attribute similarity threshold are selected to improve the applicability of the basis; and / or, Condition 4: The feature matching degree between the platform-related feature set of the historical monitoring task and the preset target platform-related feature set is greater than or equal to the preset feature matching degree threshold. The platform-related features include: the platform recording time of the historical monitoring task, the number of user likes, the number of user reposts, and the semantics of user evaluation.
[0026] After extracting the basis for determining the monitoring needs, the pre-selected basis index node is accessed according to the basis for determining the monitoring needs. When there are multiple pre-selected basis index nodes for the same basis for determining the monitoring needs, the verification degree of the pre-selected basis index node is introduced, and the basis index node with the largest verification degree is selected for subsequent indexing, thereby improving the efficiency of obtaining the returned information.
[0027] In one embodiment, the well construction plan is delivered to the on-site construction personnel in the area to be monitored for groundwater environment to provide guidance on well construction, including: Obtaining the current well construction progress information; wherein the current well construction progress information is: the level information of the well construction operation currently being performed in the aquifer, such as: the well construction operation in the third aquifer; According to the current well construction progress information and well construction plan, determine the construction standard process and acceptance standard of the current construction aquifer; the construction standard process is: the standard construction process of the current construction aquifer, for example: laying the isolation water-stop layer, clay layer, quartz fine sand layer, current construction aquifer surrounding filter material, quartz fine sand layer, clay layer and isolation water-stop layer in sequence under the current construction aquifer; the acceptance standard is: the inspection standard of the construction result of the current construction aquifer, for example: the clay layer needs to be set to 600mm, and the allowable error range of this setting; According to the construction standard process, the construction behavior of on-site construction personnel is monitored in real time, and irregular construction behavior is reminded in real time; among them, the real-time monitoring is based on the construction recorder worn by the construction personnel at the construction site of the monitoring well; After the construction of the current construction aquifer is completed, the standard acceptance behavior of the current construction aquifer is determined based on the acceptance criteria; the standard acceptance behavior is specifically: the behavior of inspecting the construction results in accordance with the acceptance criteria; According to the standard acceptance behavior and the acceptance process of the on-site acceptance personnel, the non-standard acceptance behavior is obtained; wherein the non-standard acceptance behavior is specifically: the acceptance behavior of the on-site acceptance personnel whose behavior matching degree with the standard acceptance behavior is less than the preset behavior matching degree threshold, and the preset behavior matching degree threshold is manually preset, such as: 0.85; Obtain historical acceptance behaviors of the on-site acceptance personnel that are consistent with the irregular acceptance behaviors; the historical acceptance behaviors specifically refer to: the acceptance behaviors of the on-site acceptance personnel that are consistent with the irregular acceptance behaviors; If the acquisition is successful, the experience value of the on-site acceptance personnel is adjusted downward according to the average acquisition time interval of historical acceptance behaviors; the average acquisition time interval is the average of the time intervals of historical acceptance behaviors that are adjacent to each other in time; the average acquisition time interval and the downward adjustment experience value are inversely proportional, and the specific proportional relationship can be set manually according to needs; If the acquisition fails, the first acceptance record containing the standard acceptance behavior corresponding to the non-standard acceptance behavior is acquired; Obtaining a second acceptance record containing irregular acceptance behavior; According to the first acceptance record and the second acceptance record, the historical probability of occurrence of the non-standard acceptance behavior is determined; wherein the historical probability of occurrence is specifically: ; Obtain the current experience value of the on-site acceptance personnel; the current experience value is: the number of years of experience of the on-site acceptance personnel in monitoring well operations; According to the current experience value, the historical probability of occurrence is corrected to obtain the target historical probability of occurrence; among which, the target historical probability of occurrence α i The calculation formula is:
[0028] Among them, μ i is the current experience value of the on-site acceptance personnel, I is the total number of acceptance personnel, n1 is the number of first acceptance records, and n2 is the number of second acceptance records; According to the target historical probability of occurrence, the credit value of the on-site acceptance personnel will be lowered. The greater the target historical probability of occurrence, the less the credit value of the on-site acceptance personnel will be lowered. The specific ratio relationship is set by the staff according to needs.
[0029] The working principle and beneficial effects of the above technical solution are: The present invention determines the construction standard process and acceptance standard based on the acquired current well construction progress information and well construction plan; monitors the well construction behavior in real time based on the construction recorder worn by the construction personnel at the monitoring well construction site, and gives real-time reminders for the monitored irregular well construction behavior according to the construction standard process; obtains the standard acceptance behavior corresponding to the current construction aquifer, detects the irregular acceptance behavior of the on-site acceptance personnel, and when the irregular acceptance behavior of the on-site acceptance personnel is detected, it is necessary to adjust the personnel information of the on-site acceptance personnel (such as: credit value (characterizing the credibility of the on-site acceptance personnel), experience value (characterizing the proficiency of the on-site acceptance personnel)), which is used as the adjustment guide for the subsequent acceptance personnel. Specifically, the adjustment of the personnel information of the on-site acceptance personnel includes: Try to obtain the historical acceptance behavior of the on-site acceptance personnel that is consistent with the irregular acceptance behavior. If the acquisition is successful, it means that the historical acceptance behavior is a habitual irregular action of the on-site acceptance personnel. The average acquisition time interval of the historical acceptance behavior is obtained. The shorter the average acquisition time interval, the more frequent the habitual irregular actions of the on-site acceptance personnel occur, and the more the experience value of the on-site acceptance personnel is lowered. If the acquisition fails, the on-site acceptance personnel may have intentional irregular operations. Therefore, the historical occurrence probability is calculated based on the first acceptance record containing the standard acceptance behavior corresponding to the irregular acceptance behavior and the second acceptance record containing the irregular acceptance behavior. The current experience value of the on-site acceptance personnel is read through the personnel information database. The probability of the on-site acceptance personnel performing the irregular acceptance behavior (target historical occurrence probability) is determined based on the historical occurrence probability and the adaptability of the current experience value. The credit value of the on-site acceptance personnel is lowered based on the target historical occurrence probability. The smaller the target historical occurrence probability, the more the corresponding credit value is lowered. The personnel information database is updated in a timely manner to improve the suitability of the basis for calling subsequent on-site acceptance personnel.
[0030] In one embodiment, the well construction behavior of on-site construction personnel is monitored in real time according to the construction standard process and irregular well construction behavior is reminded in real time, including: Obtaining recorded information from a construction recorder worn by on-site construction personnel; wherein the recorded information is: all images captured by the construction recorder; Extracting the construction record screen based on the construction record screen extraction conditions and according to the record information; Extract the well construction behaviors of on-site construction personnel based on the construction record screen, and give real-time reminders for irregular well construction behaviors according to the construction standard process; Among them, the conditions for extracting the construction record screen include: The intersection point of the extended line of the shooting vector of the construction recorder corresponding to the recorded information and the ground is within the well construction area corresponding to the well construction plan; wherein the shooting vector is a vector constructed based on the lens and shooting direction of the construction recorder; and / or, The vector starting points of the M shooting vectors are all within the target sphere of the preset volume, and at least one of the M shooting vectors has a vector angle with the remaining shooting vectors in the target sphere that is less than the preset angle threshold, where M is the total number of on-site construction personnel. The target sphere of the preset volume is a sphere with a radius of 2 meters, and the monitoring well is within the target sphere; the preset angle threshold is manually preset, for example, 30 degrees.
[0031] The working principle and beneficial effects of the above technical solution are: When extracting construction record images based on a construction recorder, the present invention introduces construction record image extraction conditions, specifically including: the intersection of an extension line of a shooting vector of a construction recorder corresponding to the recording information and the ground is within a well construction area corresponding to the well construction plan (the shooting area is constrained to be a construction area), and / or, vector starting points of a total number of shooting vectors of on-site construction personnel are all within a target sphere, the target sphere is a sphere with a radius of 2 meters and including a monitoring well, which further constrains the construction area of the monitoring well to be photographed, and the construction personnel are all within the area; the vector angles between the existing shooting vectors and the remaining shooting vectors in the target sphere are all less than a preset angle threshold, which constrains as many monitoring well construction personnel as possible to be photographed, thereby greatly improving the extraction efficiency of subsequent well construction behaviors.
[0032] The embodiment of the present invention provides a system for constructing groundwater environment monitoring wells in different aquifers, such as Figure 2 As shown, including: The monitoring area information acquisition subsystem 1 is used to acquire the monitoring area information of the area to be monitored for groundwater environment; The well construction basis acquisition subsystem 2 is used to obtain the basis for monitoring well construction based on the monitoring area information; the basis for monitoring well construction includes: groundwater environment monitoring records of different aquifers; Well construction plan acquisition subsystem 3, used to train the well construction planning model and obtain the well construction plan according to the monitoring well construction basis; The well construction guidance subsystem 4 is used to provide well construction guidance according to the well construction plan.
[0033] Obviously, those skilled in the art can make various changes and modifications to the present invention without departing from the spirit and scope of the present invention. Thus, if these modifications and variations of the present invention fall within the scope of the claims of the present invention and their equivalents, the present invention is also intended to include these modifications and variations.
Claims
1. A method for constructing groundwater environment monitoring wells in different aquifers, characterized in that: include: Step 1: Obtain monitoring area information of the area to be monitored for groundwater environment; Step 2: Obtain the basis for building monitoring wells based on the monitoring area information; Step 3: Train the well construction planning model and obtain the well construction plan based on the monitoring well construction basis; Step 4: Provide guidance for well construction according to the well construction plan.
2. A method for constructing groundwater environment monitoring wells in different aquifers as claimed in claim 1, characterized in that: Step 1: Obtain the monitoring area information of the groundwater environment monitoring area, including: Determine the areas to be monitored for groundwater environment; Obtain the regional label of the area to be monitored for groundwater environment; Obtain monitoring area information based on area labels and preset area information database.
3. A method for constructing groundwater environment monitoring wells in different aquifers as claimed in claim 2, characterized in that: Determine the areas to be monitored for groundwater environment, including: Obtain the monitoring tasks issued by the environmental monitoring node, and determine the groundwater environment monitoring area based on the monitoring tasks; and / or, Obtain the basis for determining the monitoring needs of the area to be monitored for groundwater environment, and determine the area to be monitored for groundwater environment according to the basis for determining the monitoring needs and the information returned by the basis index node.
4. A method for constructing groundwater environment monitoring wells in different aquifers as claimed in claim 3, characterized in that: Obtain the basis for determining the monitoring needs of the area to be monitored for groundwater environment, and determine the area to be monitored for groundwater environment according to the basis for determining the monitoring needs and the information returned by the basis index node, including: Based on the environmental monitoring forum, connect to the target environmental monitoring node to obtain the historical monitoring tasks issued by the target environmental monitoring node; Analyze historical monitoring tasks and obtain the basis for determining pre-selected monitoring requirements and monitoring results; Determine whether the historical monitoring task meets the extraction conditions for the basis for determining the monitoring demand. If so, use the pre-selected basis for determining the monitoring demand of the corresponding historical monitoring task as the basis for determining the monitoring demand; Determine the access pre-selected index node based on monitoring requirements; Get the historical index records of the pre-selected index node; According to the historical index record, obtain the first verification value of the pre-selected basis index node; Obtain the node credit of the pre-selected index node and use it as the second verification value; Accumulate the first verification value and the second verification value corresponding to the pre-selected index node to obtain the verification degree; The pre-selected basis index node with the largest verification degree is used as the basis index node; Determine the access basis index node based on monitoring requirements and obtain the return information.
5. The method for constructing groundwater environment monitoring wells in different aquifers as claimed in claim 1, characterized in that: Step 2: Based on the monitoring area information, obtain the basis for monitoring well construction, including: Obtain information on construction specifications for environmental monitoring wells; Obtain the construction records of environmental monitoring wells; According to the environmental monitoring well construction specification information and environmental monitoring well construction records, select the target environmental monitoring well construction records that meet the environmental monitoring well construction specifications; Analyze the target environmental monitoring well construction records and obtain the well construction analysis process sub-records; According to the well construction analysis process sub-record, construct the information extraction template of the area to be monitored for groundwater environment; According to the information extraction template and monitoring area information, the basis for building monitoring wells is obtained.
6. A method for constructing groundwater environment monitoring wells in different aquifers as claimed in claim 1, characterized in that: Step 3: Train the well construction planning model and obtain the well construction plan based on the monitoring well construction basis, including: According to the well construction analysis process sub-records, a well construction planning model based on information extracted by the information extraction template is trained; Determine the well construction plan based on the monitoring well construction basis and the well construction planning model.
7. A method for constructing groundwater environment monitoring wells in different aquifers as claimed in claim 1, characterized in that: Step 4: Provide guidance on well construction according to the well construction plan, including: The well construction plan will be delivered to the on-site construction personnel in the area to be monitored for groundwater environment to provide guidance on well construction.
8. A method for constructing groundwater environment monitoring wells in different aquifers as claimed in claim 7, characterized in that: The well construction plan will be sent to the on-site construction personnel in the area to be monitored for groundwater environment to provide guidance on well construction, including: Get the current well construction progress information; According to the current well construction progress information and well construction plan, determine the construction specification process and acceptance standards of the current construction aquifer; Provide guidance for well construction according to construction specification process and acceptance standards.
9. A method for constructing groundwater environment monitoring wells in different aquifers as claimed in claim 8, characterized in that: Provide guidance on well construction according to construction specification process and acceptance standards, including: Monitor the well construction behavior of on-site construction personnel in real time according to the construction specification process and give real-time reminders for irregular well construction behavior; After the construction of the current construction aquifer is completed, determine the standard acceptance behavior of the construction of the current construction aquifer based on the acceptance criteria; According to the standard acceptance behavior and the acceptance process of the on-site acceptance personnel, obtain the non-standard acceptance behavior; Obtain the historical acceptance behaviors of on-site acceptance personnel that are consistent with the irregular acceptance behaviors; If the acquisition is successful, the experience value of the on-site acceptance personnel will be adjusted downward based on the average acquisition time interval of historical acceptance behaviors; If the acquisition fails, the first acceptance record containing the standard acceptance behavior corresponding to the non-standard acceptance behavior is acquired; Obtaining a second acceptance record containing irregular acceptance behavior; Based on the first acceptance record and the second acceptance record, the historical probability of occurrence of irregular acceptance behavior is determined, and the credit value of the on-site acceptance personnel is updated.
10. A system for constructing groundwater environment monitoring wells in different aquifers, characterized in that: include: The monitoring area information acquisition subsystem is used to obtain the monitoring area information of the area to be monitored for groundwater environment; The well construction basis acquisition subsystem is used to obtain the basis for monitoring well construction based on the monitoring area information; the basis for monitoring well construction includes: groundwater environment monitoring records of different aquifers; The well construction plan acquisition subsystem is used to train the well construction planning model and obtain the well construction plan based on the monitoring well construction basis; The well construction guidance subsystem is used to provide well construction guidance according to the well construction plan.
Citation Information
Patent Citations
Method for determining underground water pollution plume profile morphology and stratification characteristics
CN111798335A
Damage monitoring and evaluation method and system for underground water environment monitoring well
CN115081945A
Land parcel monitoring well layout method suitable for pollutants
CN116502816A
Monitoring well layout evaluation method and device
CN117473688A
Ardealite polluted site groundwater pollution monitoring well pattern optimization method based on BPNN
CN118839630A