Construction method of environmentally adaptive drainage device based on intelligent control
By collecting three-dimensional data and actual soil data, and determining the installation location and parameters of the drainage device in combination with model analysis, the problem of inaccurate installation of drainage devices in the prior art is solved, and drainage efficiency and system reliability are improved.
Patent Information
- Application Number
- CN202411048681.9
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2024-08-01
- Publication Date
- 2025-05-02
- Estimated Expiration
- 2044-08-01
AI Technical Summary
The existing deep foundation pit construction support devices and their support methods lack accurate analysis and evaluation of the specific conditions of the foundation pit, resulting in the inaccurate selection of the installation location and parameters of the drainage device, which affects the drainage effect.
By collecting three-dimensional data and actual soil data, combining model analysis to determine the installation location and parameters of the drainage device, and using intelligent control adaptive environmental drainage device construction method to optimize the layout and configuration of the drainage device.
It improves the installation accuracy and adaptability of the drainage device, reduces installation risks, improves the reliability and drainage efficiency of the system, and ensures the effectiveness and reliability of the drainage device in different environments.
Smart Images

Figure CN119026286B_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of drainage device construction, and in particular to a construction method of an environment-adaptive drainage device based on intelligent control. Background Art
[0002] With the acceleration of urbanization, drainage systems are facing increasingly severe challenges. Most traditional drainage systems adopt fixed drainage methods and cannot be flexibly adjusted according to environmental changes, resulting in low drainage efficiency and serious waste of resources.
[0003] The patent document with Chinese patent publication number CN118360953A discloses a deep foundation pit construction support device and a support method thereof, including a bottom plate; the bottom plate can be installed on the bottom wall of the foundation pit, and a support plate is hinged on the side wall of the bottom plate; the support plate can be installed on the inner side wall of the foundation pit, and a drainage pipe is installed on the support plate; the drainage pipe can be inserted into the interior of the foundation pit, and an opening is provided on the side wall of the drainage pipe; a filter is installed on the inner side wall of the opening; a water tank is provided on the support plate; a suction mechanism is provided on the water tank; the suction mechanism can transport water in the drainage pipe to the water tank; the rainwater in the side wall of the foundation pit is drained into the drainage pipe through the drainage pipe inserted into the side wall of the foundation pit, and the rainwater stored in the drainage pipe is pumped out by the pump body and transported to the water tank, so as to realize the discharge of rainwater inside the foundation pit.
[0004] The existing deep foundation pit construction support device and support method lack accurate analysis and evaluation of the specific conditions of the foundation pit, resulting in inaccurate installation position and parameter selection of the drainage device, affecting the drainage effect. Summary of the invention
[0005] To this end, the present invention provides a construction method for an environmentally adaptive drainage device based on intelligent control. By collecting three-dimensional data and actual soil data and combining model analysis to determine the installation position and parameters of the drainage device, the problem of low construction and installation accuracy can be solved.
[0006] To achieve the above object, the present invention provides a construction method of an environmentally adaptive drainage device based on intelligent control, the method comprising:
[0007] Collecting three-dimensional data of the area to be installed, analyzing the three-dimensional data based on model construction, and determining several initial installation areas of the drainage device based on the analysis results;
[0008] Dividing any of the initial installation areas into a number of initial installation sub-areas, collecting actual soil data of the initial installation sub-areas, calculating installation scores based on the actual soil data, and selecting actual installation areas based on the number of installation scores;
[0009] Acquire historical environmental data corresponding to any of the actual installation areas, and determine initial installation data of any drainage device based on analysis results of the historical environmental data;
[0010] Building an installation model of the area to be installed based on the actual installation areas and the initial installation data, performing a stability test on the installation model, adjusting the actual installation area and the initial installation data based on the stability test result, and acquiring a target installation area and target installation data;
[0011] The drainage device is installed according to the target installation areas and the corresponding target installation data, so as to complete the construction of the drainage device in the area to be installed.
[0012] Furthermore, the step of determining a number of initial installation areas of the drainage device based on the analysis results includes:
[0013] Scanning the area to be installed by a drone, and constructing a three-dimensional model of the area to be installed based on the scanning result;
[0014] Identify the three-dimensional model of the area to be installed, and determine the model terrain of the three-dimensional model of the area to be installed according to the identification result;
[0015] Analyze the terrain of the model, and determine a number of low-lying terrains in the three-dimensional model of the area to be installed based on the analysis results;
[0016] The slope values of adjacent areas of the low-lying terrain are detected, and an area of the low-lying terrain whose absolute value of the difference between the slope value and the preset slope value is smaller than the preset difference is selected as the initial installation area.
[0017] Furthermore, the step of determining a number of low-lying terrains in the three-dimensional model of the area to be installed based on the analysis results includes:
[0018] Based on the elevation analysis algorithm, the elevation of several points in the three-dimensional model of the area to be installed is calculated to obtain several model elevation values, and the elevation distribution map is drawn based on the several model elevation values;
[0019] Marking points in the elevation distribution map where the model elevation value is lower than the preset elevation value, and obtaining a number of marked points;
[0020] Analyze the distribution of several marking points, and divide several distribution areas based on the distribution analysis results;
[0021] The number of marking points in a number of distribution areas is obtained, and if the number of markings is greater than a preset number, the distribution area is regarded as the low-lying terrain.
[0022] Furthermore, the step of calculating the installation score based on the actual soil data includes:
[0023] collecting actual soil density and actual water content of a number of the initial installation sub-areas;
[0024] Calculating a soil score based on the actual soil density and a preset soil density range;
[0025] Calculating a moisture score based on the actual moisture content and a preset moisture content range;
[0026] The installation score is calculated according to the soil score, the moisture score and a preset weight.
[0027] Furthermore, the step of selecting the actual installation area based on a number of installation scores includes:
[0028] Drawing a plan view of the initial installation area and a plurality of the initial installation sub-areas;
[0029] Marking the installation scores respectively on the initial installation sub-areas corresponding to the plan view;
[0030] Marking the initial installation sub-areas corresponding to the installation scores being greater than the preset scores, to obtain a plurality of marked areas;
[0031] The installation scores of adjacent areas of several marked areas are calculated, and the marked area with the largest correspondence to the calculated result is taken as the actual installation area.
[0032] Furthermore, the step of determining the initial installation data of the drainage device based on the analysis results of the historical environmental data includes:
[0033] Obtain historical rainfall and historical surface water levels;
[0034] Matching the historical rainfall with the historical surface water level to determine the correlation between the rainfall and the surface water level;
[0035] constructing a rainfall prediction model based on the historical rainfall according to a time series model;
[0036] Predicting the maximum rainfall in a preset period based on the predicted rainfall model, and determining the maximum surface water level according to the correlation and the maximum rainfall;
[0037] An initial installation depth and an initial installation cross-sectional area are determined according to the maximum surface water level.
[0038] Furthermore, the step of determining the initial installation depth and the initial installation cross-sectional area according to the maximum surface water level comprises:
[0039] Determining the safe water depth according to the difference between the maximum surface water level and the preset safe water level;
[0040] Calculating a target drainage flow rate according to the safe water depth and a preset soil permeability coefficient;
[0041] The initial installation depth is calculated according to the maximum surface water level, and the initial installation cross-sectional area is calculated based on the target drainage flow rate.
[0042] Furthermore, the step of performing stability testing on the installation model includes:
[0043] Performing dynamic testing on the installation model to simulate the response results of the installation model under different rainfall conditions;
[0044] Acquire the real-time water level change and real-time drainage efficiency of the installation model based on the response result;
[0045] The stability is determined based on the real-time water level change and the real-time drainage efficiency.
[0046] Further, the step of adjusting the actual installation area and the initial installation data based on the stability test result includes:
[0047] When the real-time water level change is less than or equal to the preset water level change and the real-time drainage efficiency is less than or equal to the preset drainage efficiency, the initial installation data is added;
[0048] When the real-time water level change is greater than the preset water level change or the real-time drainage efficiency is greater than the preset drainage efficiency, the actual installation area is reduced or the initial installation data is reduced.
[0049] Furthermore, the step of adding the initial installation data includes:
[0050] Calculating a water level difference according to the real-time water level change and the preset water level change;
[0051] Calculating an efficiency difference according to the real-time drainage efficiency and the preset drainage efficiency;
[0052] The increment data of the initial installation data is calculated based on the water level difference value and the efficiency difference value.
[0053] Compared with the prior art, the beneficial effects of the present invention are that, by collecting three-dimensional data, the geographical features of the area to be installed can be accurately understood, accurate information can be provided for the installation of the drainage device, the layout of the drainage device can be optimized based on model analysis, potential installation conflicts and design defects can be avoided, and customized installation can be performed according to the soil characteristics of different areas by dividing the initial installation sub-areas and collecting soil data, thereby improving the accuracy and adaptability of the installation. The calculation of installation scores helps to evaluate the suitability of different sub-areas and reduce installation risks. The use of historical environmental data ensures that the installation parameters of the drainage device adapt to long-term environmental changes and improves the reliability of the system. The impact of future environmental changes on the drainage system is predicted by analyzing historical data, so that the installation plan is adjusted to cope with potential risks. The stability test ensures the stability and durability of the installation model under complex environmental conditions. By adjusting the actual installation area and the initial installation data, the installation layout and configuration of the drainage device are optimized to achieve the best performance and effect, making the construction results of the drainage device more accurate and efficient.
[0054] In particular, by using drones for scanning, high-precision terrain data can be quickly acquired and a detailed three-dimensional model can be constructed, providing an accurate basis for subsequent analysis. By identifying the terrain of the three-dimensional model, the geographical features of the area to be installed can be fully understood, providing an important reference for the design of the drainage system. By analyzing the low-lying terrain in the model, the installation location of the drainage device can be selected in a targeted manner, providing an accurate basis for the installation of the drainage device. By detecting the slope values of adjacent areas of low-lying terrain, the misjudgment and omission of the installation location can be reduced, ensuring effective coverage of the drainage device. The preset slope values and differences help to quickly screen out eligible areas, reduce judgment time, and improve construction efficiency. By accurately selecting the initial installation area, the drainage device can be avoided from being installed on unsuitable terrain, thereby reducing the risk during the construction process and improving the accuracy of the installation location of the entire drainage device.
[0055] In particular, the elevation values of the points in the model are calculated through the elevation analysis algorithm, and the elevation distribution map is drawn to accurately identify low-lying terrain, providing accurate information for the installation of drainage devices. The visualization of the elevation distribution map makes the analysis process more intuitive and improves the efficiency of the analysis process. By marking points below the preset elevation values, the terrain characteristics of the entire area to be installed are comprehensively evaluated. The distribution area of low-lying terrain is effectively divided based on the distribution analysis of the marked points, providing a zoning basis for the design of the drainage system. By obtaining the number of marked points in the distribution area and setting a preset number threshold, it is quantitatively determined whether a certain area is regarded as low-lying terrain, thereby increasing the accuracy of the judgment. Accurate identification of low-lying terrain helps to optimize the design of drainage devices, ensure that the drainage devices can effectively collect and drain accumulated water, and ensure the effectiveness and reliability of the drainage devices in different environments. BRIEF DESCRIPTION OF THE DRAWINGS
[0056] Figure 1 A schematic flow chart of a construction method of an environmentally adaptive drainage device based on intelligent control provided by an embodiment of the present invention;
[0057] Figure 2 An elevation view of a drainage device according to a construction method of an environment-adaptive drainage device based on intelligent control provided by an embodiment of the present invention;
[0058] Figure 3 A plan view of an initial installation area of a construction method of an environmentally adaptive drainage device based on intelligent control provided by an embodiment of the present invention;
[0059] Figure 4 A schematic flow chart of determining initial installation data of any drainage device in a construction method of an environment-adaptive drainage device based on intelligent control provided in an embodiment of the present invention. DETAILED DESCRIPTION
[0060] In order to make the objects and advantages of the present invention more clearly understood, the present invention is further described below in conjunction with embodiments; it should be understood that the specific embodiments described herein are only used to explain the present invention and are not used to limit the present invention.
[0061] The preferred embodiments of the present invention are described below with reference to the accompanying drawings. It should be understood by those skilled in the art that these embodiments are only used to explain the technical principles of the present invention and are not intended to limit the protection scope of the present invention.
[0062] It should be noted that, in the description of the present invention, terms such as "up", "down", "left", "right", "inside" and "outside" indicating directions or positional relationships are based on the directions or positional relationships shown in the drawings. This is merely for the convenience of description and does not indicate or imply that the device or element must have a specific orientation, be constructed and operated in a specific orientation. Therefore, it should not be understood as a limitation on the present invention.
[0063] In addition, it should be noted that in the description of the present invention, unless otherwise clearly specified and limited, the terms "installed", "connected" and "connected" should be understood in a broad sense, for example, it can be a fixed connection, a detachable connection, or an integral connection; it can be a mechanical connection or an electrical connection; it can be a direct connection or an indirect connection through an intermediate medium, or it can be the internal communication of two components. For those skilled in the art, the specific meanings of the above terms in the present invention can be understood according to specific circumstances.
[0064] See also Figure 1 As shown, an embodiment of the present invention provides a construction method of an environment-adaptive drainage device based on intelligent control, the method comprising:
[0065] Step S100, collecting three-dimensional data of the area to be installed, analyzing the three-dimensional data based on model building, and determining several initial installation areas of the drainage device based on the analysis results;
[0066] Step S200, dividing any of the initial installation areas into a number of initial installation sub-areas, collecting actual soil data of the initial installation sub-areas, calculating installation scores based on the actual soil data, and selecting actual installation areas based on the installation scores;
[0067] Step S300, obtaining historical environmental data corresponding to any of the actual installation areas, and determining initial installation data of any drainage device based on analysis results of the historical environmental data;
[0068] Step S400, constructing an installation model of the area to be installed based on the actual installation areas and the initial installation data, performing a stability test on the installation model, adjusting the actual installation area and the initial installation data based on the stability test result, and acquiring a target installation area and target installation data;
[0069] Step S500, installing the drainage device according to the target installation areas and the corresponding target installation data, and completing the construction of the drainage device in the area to be installed.
[0070] Specifically, the embodiment of the present invention collects three-dimensional data to accurately understand the geographical features of the area to be installed, provides accurate information for the installation of the drainage device, optimizes the layout of the drainage device based on model analysis, avoids potential installation conflicts and design defects, divides the initial installation sub-areas and collects soil data, performs customized installation according to the soil characteristics of different areas, improves the accuracy and adaptability of the installation, calculates the installation score to help evaluate the suitability of different sub-areas and reduce installation risks, uses historical environmental data to ensure that the installation parameters of the drainage device adapt to long-term environmental changes and improve the reliability of the system, predicts the impact of future environmental changes on the drainage system by analyzing historical data, and adjusts the installation plan to deal with potential risks. The stability test ensures the stability and durability of the installation model under complex environmental conditions, and optimizes the installation layout and configuration of the drainage device by adjusting the actual installation area and the initial installation data to achieve the best performance and effect, so that the construction results of the drainage device are more accurate and efficient.
[0071] Specifically, in the embodiment of the present invention, the initial installation area can be divided into uniform divisions according to the shape and size of the initial installation area, and each initial installation sub-area after division is 1 / 10 of the size of the initial installation area.
[0072] Specifically, the embodiment of the present invention installs the drainage device according to the target installation areas and the corresponding target installation data, including:
[0073] Taking the center position of the target installation area as the installation position;
[0074] aligning the installation position with the center position of the drainage device;
[0075] The drainage device is installed according to the target installation data.
[0076] See also Figure 2 As shown, an elevation view of a drainage device of an embodiment of the present invention is a construction method of an environmentally adaptive drainage device based on intelligent control. A waterproof layer of sand + clay is laid on the double-row pile surface layer and inside the steel pipe piles to concentrate precipitation into the water collection well through the waterproof layer, while ensuring the stability of the internal steel sheet piles. A fine stone layer and geotextile are arranged inside the steel pipe piles to ensure that the sand layer is not easily brought out when pumping water.
[0077] Specifically, the step of determining several initial installation areas of the drainage device based on the analysis results includes:
[0078] Scanning the area to be installed by a drone, and constructing a three-dimensional model of the area to be installed based on the scanning result;
[0079] Identify the three-dimensional model of the area to be installed, and determine the model terrain of the three-dimensional model of the area to be installed according to the identification result;
[0080] Analyze the terrain of the model, and determine a number of low-lying terrains in the three-dimensional model of the area to be installed based on the analysis results;
[0081] The slope values of adjacent areas of the low-lying terrain are detected, and an area of the low-lying terrain whose absolute value of the difference between the slope value and the preset slope value is smaller than the preset difference is selected as the initial installation area.
[0082] Specifically, the drone described in the embodiment of the present invention carries out a comprehensive scan of the area to be installed by carrying a high-definition camera or a laser scanner, obtains data of a number of areas to be installed, inputs the data of the several areas to be installed into the three-dimensional modeling software, and converts the two-dimensional image or point cloud data into a three-dimensional model through image processing technology and three-dimensional reconstruction algorithm.
[0083] Specifically, the preset slope value in the embodiment of the present invention is 25°;
[0084] The preset difference is 5°.
[0085] Specifically, the embodiment of the present invention uses drones for scanning to quickly obtain high-precision terrain data and construct a detailed three-dimensional model, which provides an accurate basis for subsequent analysis. By identifying the terrain of the three-dimensional model, the geographical characteristics of the area to be installed are fully understood, providing an important reference for the design of the drainage system. By analyzing the low-lying terrain in the model, the installation location of the drainage device is selected in a targeted manner, providing an accurate basis for the installation of the drainage device. By detecting the slope value of the adjacent area of the low-lying terrain, the misjudgment and omission of the installation location is reduced, ensuring the effective coverage of the drainage device. The preset slope value and difference help to quickly screen out qualified areas, reduce judgment time, and improve construction efficiency. By accurately selecting the initial installation area, the drainage device is avoided from being installed on unsuitable terrain, thereby reducing the risk in the construction process and improving the accuracy of the installation position of the entire drainage device.
[0086] Specifically, the step of determining a number of low-lying terrains in the three-dimensional model of the area to be installed based on the analysis results includes:
[0087] Based on the elevation analysis algorithm, the elevation of several points in the three-dimensional model of the area to be installed is calculated to obtain several model elevation values, and the elevation distribution map is drawn based on the several model elevation values;
[0088] Marking points in the elevation distribution map where the model elevation value is lower than the preset elevation value, and obtaining a number of marked points;
[0089] Analyze the distribution of several marking points, and divide several distribution areas based on the distribution analysis results;
[0090] The number of marking points in a number of distribution areas is obtained, and if the number of markings is greater than a preset number, the distribution area is regarded as the low-lying terrain.
[0091] Specifically, the preset elevation value in the embodiment of the present invention is the average of several model elevation values;
[0092] The preset number is 5.
[0093] Specifically, the embodiment of the present invention calculates the elevation values of points in the model through an elevation analysis algorithm, draws an elevation distribution map, accurately identifies low-lying terrain, and provides accurate information for the installation of drainage devices. The visualization of the elevation distribution map makes the analysis process more intuitive and improves the efficiency of the analysis process. By marking points below the preset elevation values, the terrain characteristics of the entire area to be installed are comprehensively evaluated. The distribution area of low-lying terrain is effectively divided based on the distribution analysis of the marked points, providing a zoning basis for the design of the drainage system. By obtaining the number of marked points in the distribution area and setting a preset number threshold, it is quantitatively determined whether a certain area is regarded as low-lying terrain, thereby increasing the accuracy of the judgment. Accurate low-lying terrain identification helps to optimize the design of the drainage device, ensure that the drainage device can effectively collect and drain accumulated water, and ensure the effectiveness and reliability of the drainage device in different environments.
[0094] Specifically, the step of calculating the installation score based on actual soil data includes:
[0095] collecting actual soil density and actual water content of a number of the initial installation sub-areas;
[0096] Calculating a soil score based on the actual soil density and a preset soil density range;
[0097] Calculating a moisture score based on the actual moisture content and a preset moisture content range;
[0098] The installation score is calculated according to the soil score, the moisture score and a preset weight.
[0099] Specifically, the actual soil density can be collected by using a professional soil density tester, such as a nuclear density meter, a penetrometer, etc. to measure the soil in the selected area on the spot and record the soil density data of each sample point;
[0100] The actual moisture content can be collected by using a soil moisture meter, such as a time domain reflectometer TDR, a frequency domain reflectometer FDR, etc. to measure the actual moisture content of the soil.
[0101] Specifically, the preset soil density range of the embodiment of the present invention is 1.5-2.0g / cm3, and the preset moisture content is 15%-25%. The preset soil density and the preset moisture content are determined based on the maximum and minimum values of the soil density and the maximum and minimum values of the moisture content at the historical drainage device installation location.
[0102] Specifically, the soil score in the embodiment of the present invention is that when the actual soil density is within the preset soil density range, the soil score is 1;
[0103] When the actual soil density is greater than the maximum value of the preset soil density range, the soil score is 0;
[0104] When the actual soil density is less than the preset minimum value of the soil density range, the soil score is the difference between the preset minimum value of the soil density range and the actual soil density divided by the preset minimum value of the soil density range.
[0105] Specifically, the moisture score in the embodiment of the present invention is that when the actual moisture content is within the preset moisture content range, the moisture score is 1;
[0106] When the actual water content is greater than the maximum value of the preset water content range, the water content score is 0;
[0107] When the actual water content is less than the minimum value of the preset water content range, the water content score is the difference between the minimum value of the preset water content range and the actual water content divided by the minimum value of the preset water content range.
[0108] Specifically, the installation score described in the embodiment of the present invention is installation score=(soil score×soil weight)+(water content score×water content weight), wherein the sum of the soil weight and the water content weight is 1.
[0109] Specifically, the step of selecting the actual installation area based on a number of installation scores includes:
[0110] Drawing a plan view of the initial installation area and a plurality of the initial installation sub-areas;
[0111] Marking the installation scores respectively on the initial installation sub-areas corresponding to the plan view;
[0112] Marking the initial installation sub-areas corresponding to the installation scores being greater than the preset scores, to obtain a plurality of marked areas;
[0113] The installation scores of adjacent areas of several marked areas are calculated, and the marked area with the largest correspondence to the calculated result is taken as the actual installation area.
[0114] Specifically, the preset score in the embodiment of the present invention is 0.5.
[0115] See also Figure 3 As shown, it is an embodiment of the plan view of the initial installation area of the construction method of the environmental adaptive drainage device based on intelligent control provided by the embodiment of the present invention.
[0116] Specifically, the embodiment of the present invention draws a plan view to intuitively display the installation score on the initial installation sub-area, which is convenient for quickly understanding the soil conditions of each area, and screens out the initial installation sub-areas that meet the conditions through preset scores, thereby reducing unnecessary construction volume and reducing construction costs. By calculating and comparing the installation scores of adjacent areas, the area with the largest score sum is selected as the actual installation area, ensuring that the drainage device is installed under the optimal soil conditions, thereby improving the use effect and reliability of the drainage device.
[0117] See also Figure 4 As shown, the step of determining the initial installation data of the drainage device based on the analysis results of the historical environmental data includes:
[0118] Step S310, obtaining historical rainfall and historical surface water level;
[0119] Step S320, matching the historical rainfall with the historical surface water level to determine the correlation between the rainfall and the surface water level;
[0120] Step S330, constructing a rainfall prediction model based on the historical rainfall according to a time series model;
[0121] Step S340, predicting the maximum rainfall in a preset period based on the predicted rainfall model, and determining the maximum surface water level according to the correlation and the maximum rainfall;
[0122] Step S350: determining an initial installation depth and an initial installation cross-sectional area according to the maximum surface water level.
[0123] Specifically, the embodiments of the present invention provide a basis for subsequent analysis by acquiring historical rainfall and surface water level data, thereby ensuring the accuracy of the basis for installation decisions, and provide important references for prediction and design by matching the correlation between rainfall and surface water level analysis. By constructing a time series model and a rainfall prediction model, rainfall conditions are predicted to provide information for the design of the drainage system, and by predicting the correlation between the maximum rainfall and the surface water level, the maximum water level is predicted to provide an accurate basis for the initial installation depth and cross-sectional area setting of the drainage device.
[0124] Specifically, the embodiment of the present invention can determine the correlation between rainfall and surface water level by using statistical methods such as Pearson correlation coefficient to analyze the matched data and calculate the correlation coefficient to determine the correlation between rainfall and surface water level through the correlation coefficient.
[0125] Specifically, the time series model described in the embodiment of the present invention includes common time series models including autoregressive model (AR), moving average model (MA), autoregressive moving average model (ARMA), differential autoregressive moving average model (ARIMA), seasonal ARIMA (SARIMA);
[0126] Constructing a rainfall prediction model based on the historical rainfall according to a time series model includes calculating model parameters using a model fitting algorithm based on a number of the historical rainfall data, and verifying the effectiveness of the model through a model diagnostic technique of residual analysis to obtain the rainfall prediction model.
[0127] Specifically, the step of determining the initial installation depth and the initial installation cross-sectional area according to the maximum surface water level includes:
[0128] Determining the safe water depth according to the difference between the maximum surface water level and the preset safe water level;
[0129] Calculating a target drainage flow rate according to the safe water depth and a preset soil permeability coefficient;
[0130] The initial installation depth is calculated according to the maximum surface water level, and the initial installation cross-sectional area is calculated based on the target drainage flow rate.
[0131] Specifically, the preset safety water level in the embodiment of the present invention is the average of several historical surface water levels;
[0132] The preset soil permeability coefficient is a soil permeability coefficient measured by a permeability experiment on a plurality of soil samples collected from the area to be installed.
[0133] Specifically, the target drainage flow rate in the embodiment of the present invention = safe water depth × soil permeability coefficient × area of the area to be installed;
[0134] The initial installation depth = maximum surface water level + safety margin, wherein the safety margin is calculated based on the average of the difference between the installation depth of several historical drainage devices and the maximum surface water level;
[0135] The initial installation cross-sectional area = drainage volume / (target drainage flow×target time), wherein the drainage volume is obtained by the maximum rainfall and the area of the area to be installed, and the target time is the average of historical drainage times.
[0136] Specifically, an example of calculating the initial installation cross-sectional area according to an embodiment of the present invention is that the predicted maximum rainfall is 600 mm, the drainage area is 10,000 square meters, the drainage volume is 600 mm × 10,000 square meters = 6,000 cubic meters, the target drainage flow rate is 500 cubic meters / hour, and the target drainage time is within 6 hours, then the initial installation cross-sectional area = 6,000 cubic meters / (500 cubic meters / hour × 6 hours) = 20 square meters.
[0137] Specifically, the step of performing stability testing on the installation model includes:
[0138] Performing dynamic testing on the installation model to simulate the response results of the installation model under different rainfall conditions;
[0139] Acquire the real-time water level change and real-time drainage efficiency of the installation model based on the response result;
[0140] The stability is determined based on the real-time water level change and the real-time drainage efficiency.
[0141] Specifically, the different rainfall conditions described in the embodiment of the present invention include different rainfall amounts, different rainfall frequencies and / or different rainfall durations.
[0142] Specifically, the step of constructing the installation model of the area to be installed based on the actual installation areas and the initial installation data in the embodiment of the present invention includes:
[0143] Identify a number of actual installation areas in the area to be installed, install the drainage device in the actual installation area according to the initial installation data, and obtain an initial model;
[0144] According to the initial model, the operation status of the drainage device under different rainfall conditions is simulated by simulation software, and the real-time water level change and real-time drainage efficiency of each actual installation area are recorded.
[0145] Specifically, the step of adjusting the actual installation area and the initial installation data based on the stability test result includes:
[0146] When the real-time water level change is less than or equal to the preset water level change and the real-time drainage efficiency is less than or equal to the preset drainage efficiency, the initial installation data is added;
[0147] When the real-time water level change is greater than the preset water level change or the real-time drainage efficiency is greater than the preset drainage efficiency, the actual installation area is reduced or the initial installation data is reduced.
[0148] Specifically, the preset water level change in the embodiment of the present invention is 1 / 10 of the maximum water level drop per hour;
[0149] The preset drainage efficiency is the target drainage flow rate.
[0150] Specifically, the step of adding the initial installation data includes:
[0151] Calculating a water level difference according to the real-time water level change and the preset water level change;
[0152] Calculating an efficiency difference according to the real-time drainage efficiency and the preset drainage efficiency;
[0153] The increase data of the initial installation data is calculated based on the water level difference value and the efficiency difference value, and the initial installation depth and the initial installation cross-sectional area are increased according to the increase data.
[0154] Specifically, the step of reducing the actual installation area or reducing the initial installation data in the embodiment of the present invention includes:
[0155] Calculating a water level difference according to the real-time water level change and the preset water level change;
[0156] Calculating an efficiency difference according to the real-time drainage efficiency and the preset drainage efficiency;
[0157] Calculate the reduction value of the actual installation area based on the water level difference and the efficiency difference, sort the calculation results of the sum of the installation scores of adjacent areas corresponding to several actual installation areas in several low-lying terrains from small to large, and select the actual installation area before the sorting in the sorting result based on the reduction value to reduce;
[0158] Or, based on the water level difference and the efficiency difference, reduction data of the initial installation data is calculated, and the initial installation depth and the initial installation cross-sectional area are reduced according to the reduction data.
[0159] Specifically, an example of reducing the actual installation area or reducing the initial installation data in the embodiment of the present invention is:
[0160] Calculate the water level difference:
[0161] The real-time monitored water level change is 0.5 meters, while the preset water level change is 0.3 meters.
[0162] Water level difference = real-time water level change - preset water level change = 0.5 m - 0.3 m = 0.2 m.
[0163] Calculate the efficiency difference:
[0164] The real-time drainage efficiency is 80%, while the preset drainage efficiency is 90%.
[0165] Efficiency difference = real-time drainage efficiency - preset drainage efficiency = 80% - 90% = -10%.
[0166] Calculate the reduction in the actual installation area:
[0167] Assume that based on the water level difference and efficiency difference, the reduction value is determined to be 2 actual installation areas.
[0168] The sum of the installation scores of adjacent areas of each actual installation area was calculated and ranked.
[0169] Sort and select the actual installation area to reduce:
[0170] The installation scores and ranking results are as follows:
[0171] Area A: 85 points
[0172] Area B: 75 points
[0173] Area C: 70 points
[0174] Area D: 65 points
[0175] According to the reduction value 2, the first two regions (region C and region D) in the sorting result are selected for reduction.
[0176] Calculate the reduction in initial installation data:
[0177] Assuming that based on the water level difference and efficiency difference, the reduction data is determined to be a 0.2 meter reduction in installation depth and a 5 square meter reduction in cross-sectional area, the initial installation depth and cross-sectional area are adjusted according to the reduction data.
[0178] So far, the technical solutions of the present invention have been described in conjunction with the preferred embodiments shown in the accompanying drawings. However, it is easy for those skilled in the art to understand that the protection scope of the present invention is obviously not limited to these specific embodiments. Without departing from the principle of the present invention, those skilled in the art can make equivalent changes or substitutions to the relevant technical features, and the technical solutions after these changes or substitutions will fall within the protection scope of the present invention.
[0179] The above description is only a preferred embodiment of the present invention and is not intended to limit the present invention. For those skilled in the art, the present invention may have various modifications and variations. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of the present invention shall be included in the protection scope of the present invention.
Claims
1. A construction method of an environmentally adaptive drainage device based on intelligent control, characterized in that: include: Collecting three-dimensional data of the area to be installed, analyzing the three-dimensional data based on model construction, and determining several initial installation areas of the drainage device based on the analysis results; The step of determining a number of initial installation areas of the drainage device based on the analysis results comprises: Scanning the area to be installed by a drone, and constructing a three-dimensional model of the area to be installed based on the scanning result; Identify the three-dimensional model of the area to be installed, and determine the model terrain of the three-dimensional model of the area to be installed according to the identification result; Analyze the terrain of the model, and determine a number of low-lying terrains in the three-dimensional model of the area to be installed based on the analysis results; Detecting the slope values of adjacent areas of the low-lying terrain, and selecting an area of the low-lying terrain whose absolute value of the difference between the slope value and the preset slope value is smaller than the preset difference corresponding to the preset difference as the initial installation area; Dividing any of the initial installation areas into a number of initial installation sub-areas, collecting actual soil data of the initial installation sub-areas, calculating installation scores based on the actual soil data, and selecting actual installation areas based on the number of installation scores; Acquire historical environmental data corresponding to any of the actual installation areas, and determine initial installation data of any drainage device based on analysis results of the historical environmental data; Building an installation model of the area to be installed based on the actual installation areas and the initial installation data, performing a stability test on the installation model, adjusting the actual installation area and the initial installation data based on the stability test result, and acquiring a target installation area and target installation data; The drainage device is installed according to the target installation areas and the corresponding target installation data, so as to complete the construction of the drainage device in the area to be installed.
2. The construction method of the environmentally adaptive drainage device based on intelligent control according to claim 1 is characterized in that: The step of determining a number of low-lying terrains in the three-dimensional model of the area to be installed based on the analysis results comprises: Based on the elevation analysis algorithm, the elevation of several points in the three-dimensional model of the area to be installed is calculated to obtain several model elevation values, and the elevation distribution map is drawn based on the several model elevation values; Marking points in the elevation distribution map where the model elevation value is lower than the preset elevation value, and obtaining a number of marked points; Analyze the distribution of several marking points, and divide several distribution areas based on the distribution analysis results; The number of marking points in a number of distribution areas is obtained, and if the number of markings is greater than a preset number, the distribution area is regarded as the low-lying terrain.
3. The construction method of the environmentally adaptive drainage device based on intelligent control according to claim 2 is characterized in that: The step of calculating the installation score based on the actual soil data comprises: collecting actual soil density and actual water content of a number of the initial installation sub-areas; Calculating a soil score based on the actual soil density and a preset soil density range; Calculating a moisture score based on the actual moisture content and a preset moisture content range; The installation score is calculated according to the soil score, the moisture score and a preset weight.
4. The construction method of the environmentally adaptive drainage device based on intelligent control according to claim 3 is characterized in that: The step of selecting the actual installation area based on a number of installation scores comprises: Drawing a plan view of the initial installation area and a plurality of the initial installation sub-areas; Marking the installation scores respectively on the initial installation sub-areas corresponding to the plan view; Marking the initial installation sub-areas corresponding to the installation scores being greater than the preset scores, to obtain a plurality of marked areas; The installation scores of adjacent areas of several marked areas are calculated, and the marked area with the largest correspondence to the calculated result is taken as the actual installation area.
5. The construction method of the environmentally adaptive drainage device based on intelligent control according to claim 4 is characterized in that: The step of determining the initial installation data of the drainage device based on the analysis results of the historical environmental data comprises: Obtain historical rainfall and historical surface water levels; Matching the historical rainfall with the historical surface water level to determine the correlation between the rainfall and the surface water level; constructing a rainfall prediction model based on the historical rainfall according to a time series model; Predicting the maximum rainfall in a preset period based on the rainfall prediction model, and determining the maximum surface water level according to the correlation and the maximum rainfall; An initial installation depth and an initial installation cross-sectional area are determined according to the maximum surface water level.
6. The construction method of the environmentally adaptive drainage device based on intelligent control according to claim 5 is characterized in that: The step of determining the initial installation depth and the initial installation cross-sectional area according to the maximum surface water level comprises: Determining the safe water depth according to the difference between the maximum surface water level and the preset safe water level; Calculating a target drainage flow rate according to the safe water depth and a preset soil permeability coefficient; The initial installation depth is calculated according to the maximum surface water level, and the initial installation cross-sectional area is calculated based on the target drainage flow rate.
7. The construction method of the environmentally adaptive drainage device based on intelligent control according to claim 6 is characterized in that: The steps of performing stability testing on the installed model include: Performing dynamic testing on the installation model to simulate the response results of the installation model under different rainfall conditions; Acquire the real-time water level change and real-time drainage efficiency of the installation model based on the response result; The stability is determined based on the real-time water level change and the real-time drainage efficiency.
8. The construction method of the environmentally adaptive drainage device based on intelligent control according to claim 7 is characterized in that: The step of adjusting the actual installation area and the initial installation data based on the stability test result comprises: When the real-time water level change is less than or equal to the preset water level change and the real-time drainage efficiency is less than or equal to the preset drainage efficiency, the initial installation data is added; When the real-time water level change is greater than the preset water level change or the real-time drainage efficiency is greater than the preset drainage efficiency, the actual installation area is reduced or the initial installation data is reduced.
9. The construction method of the environmentally adaptive drainage device based on intelligent control according to claim 8 is characterized in that: The step of adding the initial installation data comprises: Calculating a water level difference according to the real-time water level change and the preset water level change; Calculating an efficiency difference according to the real-time drainage efficiency and the preset drainage efficiency; The increment data of the initial installation data is calculated based on the water level difference value and the efficiency difference value.
Citation Information
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