Debris flow monitoring method based on multimode data communication
Through a multi-mode data communication method, data monitoring strategies are formulated based on the interference and radiation coefficient of the mudslide monitoring points, and monitoring parameters and transmission communication strategies are optimized, which solves the problem of difficult to take into account the accuracy of monitoring results and data redundancy in the existing technology, and improves the efficiency of mudslide monitoring data analysis.
Patent Information
- Application Number
- CN202510259125.4
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-03-06
- Publication Date
- 2025-04-08
- Estimated Expiration
- 2045-03-06
AI Technical Summary
The existing mudslide monitoring methods fail to optimize the parameter collection process in a timely manner based on the actual data conditions of each monitoring point, making it difficult to take into account the accuracy of monitoring results and data redundancy, thereby reducing the data processing efficiency.
The mudslide flow monitoring method based on multi-mode data communication is adopted, and the monitoring status is determined based on the point interference coefficient and radiation coefficient, and the data monitoring strategy is formulated, including associated monitoring strategies and reference monitoring strategies, and the monitoring parameters and transmission communication strategies are optimized to adapt to the actual situation of different monitoring points.
The timely optimization of the parameter acquisition process of mudslide monitoring points is achieved, the accuracy and data effectiveness of monitoring results are improved, data redundancy is reduced, and data analysis efficiency is improved.
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Figure CN119783004A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the field of debris flow monitoring, and in particular to a debris flow monitoring method based on multi-mode data communication. Background Art
[0002] During the debris flow monitoring process, the monitoring results are based on the monitoring results of the relevant parameters of each monitoring point. Therefore, the richness of the relevant parameters of the monitoring points obtained is likely to have a significant impact on the data processing efficiency and accuracy of the monitoring process. However, the existing debris flow monitoring method only adjusts the monitoring frequency of the overall monitoring points according to whether there is a debris flow risk signal, resulting in poor optimization results for the parameter collection process of the debris flow monitoring process. Therefore, how to optimize the monitoring frequency of the monitoring points in real time according to the actual parameters of different monitoring points to ensure the timeliness of the monitoring results while reducing data redundancy is a problem that needs to be urgently solved by technical personnel in this field.
[0003] Chinese patent application publication number CN116992097A discloses a contact-type debris flow motion parameter monitoring method and system, which relates to the field of debris flow monitoring technology, including: using the comprehensiveness principle to select a group of historical monitoring records as a group of parameter analysis records, sorting them according to the monitoring time sequence to obtain each motion parameter time series data sequence, obtaining the time series linkage between each motion parameter through time series linkage analysis, constructing a motion parameter linkage network through the time series linkage, marking the main nodes of the motion parameter linkage network, using the inclusive principle to select a group of historical monitoring records as a group of point analysis records, reusing each monitoring key parameter time series data sequence in each point analysis record to calculate the accuracy of debris flow warning, and using the motion parameter monitoring point determination model to determine the best monitoring point of the motion parameter.
[0004] However, the above scheme has the following problems: it fails to optimize the parameter collection process in a timely manner according to the actual data of each monitoring point, resulting in the inability to reduce the redundancy of the acquired key monitoring parameters while ensuring the accuracy of the monitoring results, which in turn leads to low data processing efficiency in the debris flow monitoring process. Summary of the invention
[0005] To this end, the present invention provides a debris flow monitoring method based on multi-mode data communication, so as to overcome the problem in the prior art that the parameter acquisition process is not optimized in a timely manner according to the actual data conditions of each monitoring point, resulting in an inability to reduce the redundancy of the acquired monitoring data while ensuring the accuracy of the monitoring results, thereby leading to low data processing efficiency in the debris flow monitoring process.
[0006] To achieve the above object, the present invention provides a debris flow monitoring method based on multi-mode data communication, comprising: Determine the monitoring status of each geological monitoring point in the target monitoring area according to the point interference coefficient and the point radiation coefficient, and determine the data monitoring strategy of each geological monitoring point according to the monitoring status. The data monitoring strategy is to monitor the point data of the geological monitoring point based on the association monitoring strategy, or to monitor the point data of the geological monitoring point based on the reference monitoring strategy; When monitoring is performed based on the associated monitoring strategy, the parameter setting method is determined according to the distribution status of each key monitoring point. The parameter setting method is to determine the point monitoring parameters according to the duration of the mutation and the monitoring mutation index, or to determine the point monitoring parameters according to the reference trend overlap of the point analysis set and the duration of the mutation; When monitoring is performed based on the reference monitoring strategy, the point monitoring parameters of each conventional monitoring point are periodically set, and based on the monitoring difference coefficient, it is determined whether to perform secondary adjustment on the point monitoring parameters; The transmission execution coefficient is periodically determined according to the proportion of key monitoring nodes and the data mutation coefficient, and the transmission communication strategy is determined according to the transmission execution coefficient of each data communication node. The transmission communication strategy is to adopt a compensation transmission strategy or an auxiliary transmission strategy to transmit the associated transmission data of the data communication node.
[0007] Furthermore, when the geological monitoring point is in a critical monitoring state where the point interference coefficient is greater than the preset point interference coefficient or the point radiation coefficient is greater than the preset point radiation coefficient, the point data of the geological monitoring point is monitored based on the associated monitoring strategy, and the associated monitoring strategy includes: Determine the parameter setting method according to the distribution status of each key monitoring point; If a key monitoring point is in a limited distribution state, periodically determine whether to adjust the monitoring parameters of the point according to the range mutation cycle index and the reference monitoring mutation index; If a key monitoring point is in a composite distribution state, the division method of the point analysis set of the key monitoring point is determined according to the radiation key ratio, and the point monitoring parameters are adjusted based on the point analysis set.
[0008] Furthermore, when the geological monitoring point is in a conventional monitoring state where the point interference coefficient is less than or equal to the preset point interference coefficient and the point radiation coefficient is less than or equal to the preset point radiation coefficient, the point data of the geological monitoring point is monitored based on the reference monitoring strategy, and the reference monitoring strategy includes: Periodically determine the point monitoring parameters of each conventional monitoring point based on the point assessment parameters and the risk reference coefficient, and determine whether to adjust the point monitoring parameters of each conventional monitoring point based on the monitoring difference coefficient; The point monitoring parameters are respectively positively correlated with the point assessment parameters and the risk reference coefficient; The conventional monitoring points are geological monitoring points that are in a conventional monitoring state.
[0009] Furthermore, the distribution state is determined according to the point distribution parameters of the key monitoring points, and the point distribution parameters are determined according to the number of radiation key points within the distribution reference range and the distribution parameters; If the point distribution parameter of the key monitoring point is greater than the preset point distribution parameter, it is determined that the key monitoring point is in a composite distribution state; If the point distribution parameter of the key monitoring point is less than or equal to the preset point distribution parameter, it is determined that the key monitoring point is in a finite distribution state; The distribution reference range is determined according to the point radiation coefficient of the key monitoring points; The key monitoring points are geological monitoring points that are in a key monitoring state.
[0010] Furthermore, when the key monitoring point is in a composite distribution state, the division method of the point analysis set of the key monitoring point is determined according to the radiation key proportion; If the radiation key ratio of the key monitoring point is greater than the preset radiation key ratio, the point analysis set is determined according to the reference radiation matching index of each radiation key point; If the radiation key ratio of the key monitoring point is less than or equal to the preset radiation key ratio, the point analysis set is determined according to the interactive radiation coefficient of each radiation key point.
[0011] Furthermore, the data change trend overlap and mutation duration of each radiation key point in the point analysis set of the key monitoring points in the composite distribution state are periodically detected, and the point monitoring parameters are increased and adjusted according to the reference trend overlap and mutation duration; The increase value of the point monitoring parameter is positively correlated with the overlap degree of the reference trend and the duration of the mutation.
[0012] Furthermore, for any conventional monitoring point, if the monitoring difference coefficient of the conventional monitoring point is greater than the preset monitoring difference coefficient, the monitoring parameter of the point is increased and adjusted according to the monitoring difference coefficient; The monitoring difference coefficient is determined according to the monitoring difference value of the geological monitoring point having an interactive radiation relationship with the conventional monitoring point and the interactive radiation coefficient; The increase value of the point monitoring parameter is positively correlated with the monitoring difference coefficient.
[0013] Further, a transmission communication strategy is periodically determined according to the transmission execution coefficient of each data communication node; If the transmission execution coefficient of a data communication node is greater than the preset transmission execution coefficient, a compensation transmission strategy is adopted to transmit the associated transmission data of the data communication node; If the transmission execution coefficient of a data communication node is less than or equal to the preset transmission execution coefficient, an auxiliary transmission strategy is used to transmit the associated transmission data of the data communication node, and the transmission channel combination result is determined according to the static interference transmission coefficient and the transmission matching coefficient.
[0014] Furthermore, when the associated transmission data of a data communication node is transmitted based on the compensation transmission strategy, a correlation analysis is performed on the associated transmission data of the data communication node, including: Determine a data compensation method for associated transmission data according to the interactive radiation coefficient of the associated transmission point of the data communication node; If the data interaction radiation coefficient is greater than the preset data interaction radiation coefficient, determining the interaction data set based on the interaction radiation coefficient; If the data interaction radiation coefficient is less than or equal to the preset data interaction radiation coefficient, determining the transmission compensation data based on the mutation coverage period; The associated transmission data is a set of data to be transmitted of the associated transmission points of the data communication node, and the data to be transmitted is the point data of the associated transmission points acquired each time in the data transmission cycle.
[0015] Further, compensatory transmission data screening is performed for each interactive data set of the data communication node; For a single interactive data set, the compensation priority coefficient of each to-be-transmitted data in the interactive data set is determined according to the mutation coverage period and the mutation duration period of each associated transmission point corresponding to the interactive data set; The interaction radiation coefficient between the associated monitoring nodes in any interaction data set is greater than the preset set interaction coefficient.
[0016] Compared with the prior art, the beneficial effect of the present invention lies in that the data monitoring strategy is determined according to the monitoring status of each geological monitoring point in the technical scheme of the present invention to ensure that the optimization process of collecting the point monitoring parameters of each geological monitoring point is more in line with the actual point conditions, and the accuracy of the setting results of the point monitoring parameters of each geological monitoring point is ensured. While avoiding the redundancy of the acquired point data, the validity of the monitoring data acquired by the data analysis end is ensured. The present invention improves the data analysis efficiency in the debris flow monitoring process.
[0017] Furthermore, the present invention determines the monitoring status of each geological monitoring point according to the point interference coefficient and the point radiation coefficient, which is used to characterize the degree of influence of the geological monitoring point on other geological monitoring points and the susceptibility to the influence of other geological monitoring points. The data monitoring strategy of each geological monitoring point is determined in this way, and the parameter collection process of each geological monitoring point can be optimized in a timely and accurate manner, thereby ensuring the timeliness of the debris flow monitoring results.
[0018] Furthermore, the present invention determines the parameter setting method of each key monitoring point according to the distribution status of each key monitoring point, and further determines the change of the point data of each key monitoring point due to the fluctuation of the surrounding environment through the number of radiating key points and the distribution parameters within the distribution reference range. In the case of limited interference, the reference update index is determined according to the point evaluation parameters and the risk reference coefficient to characterize the probability of fluctuation of each key monitoring node in a limited distribution state at each update time, thereby improving the accuracy of the optimization results of the parameter acquisition process.
[0019] Furthermore, in the present invention, for key monitoring points in a complex distribution state, the interference to which such key monitoring points are subjected is relatively complex. The radiation critical ratio of such key monitoring points is used to characterize the points with greater interference capabilities, and then the division method of the point analysis set is determined to ensure the effectiveness of the data in the point analysis set as much as possible, thereby improving the accuracy of the optimization results of the parameter acquisition process.
[0020] Furthermore, in the present invention, the point monitoring parameters of each conventional monitoring point are determined according to the point assessment parameters and the risk reference coefficient, and whether to adjust the point monitoring parameters is determined according to the monitoring difference coefficient, so that the point monitoring parameters for the conventional monitoring points are set to ensure the analysis needs of the conventional monitoring points while ensuring the analysis needs of the nearby geological monitoring points, that is, while ensuring the accuracy requirements of the debris flow monitoring results, the redundancy of the acquired point data is reduced.
[0021] Furthermore, the transmission communication strategy is determined according to the transmission execution coefficient of each data communication node, and the probability that key information for the debris flow abnormal monitoring situation judgment process exists in the associated transmission data to be transmitted is determined based on the transmission execution coefficient, so as to ensure that the determined data transmission scheme is more in line with the scene working scenario, while reducing the loss of key information in the transmission process, and ensuring the transmission efficiency of the associated transmission data. BRIEF DESCRIPTION OF THE DRAWINGS
[0022] Figure 1 A schematic diagram of a debris flow monitoring method based on multi-mode data communication according to the present invention; Figure 2It is a flow chart of the present invention for determining the monitoring status of each geological monitoring point in the target monitoring area according to the point interference coefficient and the point radiation coefficient; Figure 3 This is a flow chart of the present invention for determining a parameter setting method according to the distribution status of each key monitoring point; Figure 4 The present invention is a flow chart of determining a transmission communication strategy according to a transmission execution coefficient of each data communication node. DETAILED DESCRIPTION
[0023] 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.
[0024] 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.
[0025] 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 cannot be understood as a limitation on the present invention.
[0026] 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 it can be indirectly connected 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.
[0027] See also Figures 1 to 4 As shown, an embodiment of the present invention provides a debris flow monitoring method based on multi-mode data communication, including: Determine the monitoring status of each geological monitoring point in the target monitoring area according to the point interference coefficient and the point radiation coefficient, and determine the data monitoring strategy of each geological monitoring point according to the monitoring status. The data monitoring strategy is to monitor the point data of the geological monitoring point based on the association monitoring strategy, or to monitor the point data of the geological monitoring point based on the reference monitoring strategy; When monitoring is performed based on the associated monitoring strategy, the parameter setting method is determined according to the distribution status of each key monitoring point. The parameter setting method is to determine the point monitoring parameters according to the duration of the mutation and the monitoring mutation index, or to determine the point monitoring parameters according to the reference trend overlap of the point analysis set and the duration of the mutation; When monitoring is performed based on the reference monitoring strategy, the point monitoring parameters of each conventional monitoring point are periodically set, and based on the monitoring difference coefficient, it is determined whether to perform secondary adjustment on the point monitoring parameters; The transmission execution coefficient is periodically determined according to the proportion of key monitoring nodes and the data mutation coefficient, and the transmission communication strategy is determined according to the transmission execution coefficient of each data communication node. The transmission communication strategy is to adopt a compensation transmission strategy or an auxiliary transmission strategy to transmit the associated transmission data of the data communication node.
[0028] Among them, the present invention is used to monitor and analyze data in areas where debris flow monitoring is required. The target monitoring area is the area where debris flow monitoring is currently required. There are several geological monitoring points in the target monitoring area to obtain point data. The user can set the category of the point data to be obtained according to actual needs. The category of the point data that can be obtained includes but is not limited to soil moisture content and mud level. In addition, there are several data communication nodes in the target monitoring area. Each data communication node needs to complete the uploading of point data of several geological monitoring points. The geological monitoring points that need to complete the uploading of point data of several geological monitoring points are recorded as the associated transmission nodes of the corresponding data communication nodes. Each communication node can transmit point data through different transmission channels. The user can adjust the proportion of wired transmission channels according to the actual working scenario. The point monitoring parameter optimized in the present invention is the number of point data collection times per unit time at each geological monitoring point; The present invention applies several regional monitoring records, and any regional monitoring record records the point interference coefficient, point radiation coefficient, interactive radiation coefficient, data fluctuation range corresponding to the point data, point distribution parameters, radiation key proportion, reference radiation matching index, reference interactive radiation coefficient, monitoring difference coefficient, transmission execution coefficient, environmental interference parameters and mutation duration period in at least one process of debris flow monitoring for the target monitoring area, and each regional monitoring record corresponds to a qualified mark, which records whether the validity of the monitoring data meets the user's needs. It can be understood that the user can determine whether the validity of the monitoring data meets the needs based on self-set indicators. For example, the self-set indicators can be but are not limited to data processing efficiency. The data processing efficiency is the average value of the time taken by the user to determine whether there is an abnormality in each node based on the acquired monitoring data.
[0029] Specifically, when the geological monitoring point is in a critical monitoring state where the point interference coefficient is greater than the preset point interference coefficient or the point radiation coefficient is greater than the preset point radiation coefficient, the point data of the geological monitoring point is monitored based on the associated monitoring strategy. The associated monitoring strategy includes: Determine the parameter setting method according to the distribution status of each key monitoring point; If a key monitoring point is in a limited distribution state, periodically determine whether to adjust the monitoring parameters of the point according to the range mutation cycle index and the reference monitoring mutation index; If a key monitoring point is in a composite distribution state, the division method of the point analysis set of the key monitoring point is determined according to the radiation key ratio, and the point monitoring parameters are adjusted based on the point analysis set.
[0030] Among them, when the key monitoring points are in a limited distribution state, it is determined periodically whether to adjust the point monitoring parameters according to the range mutation cycle index and the reference monitoring mutation index. In the present invention, a cyclic limited reference monitoring cycle is applied, and the duration of the limited reference monitoring cycle can be determined by the user. The duration of a limited reference monitoring cycle is provided, and the limited reference monitoring cycle is 1h. At the end of each limited reference monitoring cycle, it is determined whether to adjust the point monitoring parameters used in the previous limited reference monitoring cycle according to the duration of the mutation and the monitoring mutation index; For a single key monitoring point in a limited distribution state, the monitoring mutation index of each radiation key point within its distribution reference range is periodically detected, and the adjustment necessary coefficient of the key monitoring point is determined according to the range mutation cycle index and the reference monitoring mutation index. The adjustment necessary coefficient = ln (range mutation cycle index × range monitoring mutation index). The range mutation cycle index is the average value of the number of mutation cycles of each radiation key point within the distribution reference range. The range monitoring mutation index is the average value of the monitoring mutation index of each radiation key point within the distribution reference range. For a single radiation key point, the monitoring mutation index is the average value of the absolute value of the difference between the point data of each mutation cycle of the radiation key point. If the adjustment necessary coefficient of the key monitoring point is greater than the preset adjustment necessary coefficient, the point monitoring parameter of the key monitoring point is increased and adjusted, and the increase value of the point monitoring parameter is positively correlated with the adjustment necessary coefficient.
[0031] Specifically, when the geological monitoring point is in a conventional monitoring state where the point interference coefficient is less than or equal to the preset point interference coefficient and the point radiation coefficient is less than or equal to the preset point radiation coefficient, the point data of the geological monitoring point is monitored based on the reference monitoring strategy, and the reference monitoring strategy includes: Periodically determine the point monitoring parameters of each conventional monitoring point based on the point assessment parameters and the risk reference coefficient, and determine whether to adjust the point monitoring parameters of each conventional monitoring point based on the monitoring difference coefficient; The point monitoring parameters are respectively positively correlated with the point assessment parameters and the risk reference coefficient; The conventional monitoring points are geological monitoring points that are in a conventional monitoring state.
[0032] Among them, for a single geological monitoring point, the point interference coefficient = ln (the number of interfering monitoring points of the geological monitoring point × the average value of the interactive radiation coefficients of each interfering monitoring point of the geological monitoring point), the point radiation coefficient = ln (the number of radiation monitoring points of the geological monitoring point × the average value of the interactive radiation coefficients of each radiation monitoring point of the geological monitoring point), for any two geological monitoring points, if the interactive radiation coefficient between the above two geological monitoring points is greater than the preset interactive radiation coefficient, it is determined that there is an interactive radiation relationship between the above two geological monitoring points, and the geological monitoring point with a higher altitude is recorded as the other geological monitoring point. Radiation monitoring points, where a geological monitoring point with a lower altitude is recorded as an interference monitoring point of another geological monitoring point, the interactive radiation coefficient is the product of the number of interfering geological features and the propagation diffusion index, the interfering geological features are the fault area and the joint belt area between the two geological monitoring points, the propagation diffusion index = ln (point slope value / vegetation area), the point slope value is the slope value between the two geological monitoring points, the vegetation area is the area covered by vegetation between the two geological monitoring points, how to determine the fault area, joint belt area, slope value and vegetation area between the geological monitoring points is easy to understand for those skilled in the art, and will not be repeated here; The values of the preset point interference coefficient, the preset point radiation coefficient and the preset interactive radiation coefficient can be determined by the user according to the actual working scenario. For example, the user can set them according to the regional monitoring records. The higher the user's requirements for the validity of the monitoring data, the greater the value of the preset point interference coefficient, the greater the value of the preset point radiation coefficient, and the smaller the value of the preset interactive radiation coefficient. A method for determining the values of the preset point interference coefficient and the preset point radiation coefficient is provided. The minimum value of the point interference coefficient of each key monitoring point in the regional monitoring records that meets the user's requirements for the validity of the monitoring data is recorded as the preset point interference coefficient. The minimum value of the point radiation coefficient of each key monitoring point in the regional monitoring records that meets the user's requirements for the validity of the monitoring data is recorded as the preset point radiation coefficient. A method for determining the value of the preset interactive radiation coefficient is provided. The minimum value of the interactive radiation coefficient between geological monitoring points with interactive radiation relationships in the regional monitoring records that meets the user's requirements for the validity of the monitoring data is recorded as the preset interactive radiation coefficient. The present invention adopts a cyclic reference update cycle, and the duration of the reference update cycle can be determined by the user. A reference update cycle is provided, and the reference update cycle is 12 hours. At the end of each reference update cycle, the point monitoring parameters of each conventional monitoring point are updated according to the point evaluation parameters and the risk reference coefficient, and it is determined whether to adjust the point monitoring parameters of each conventional monitoring point based on the monitoring difference coefficient. For a single conventional monitoring point, a reference update index is determined according to the point evaluation parameters and the risk reference coefficient. The reference update index is the product of the point evaluation parameters and the risk reference coefficient. The point monitoring parameters are positively correlated with the reference update index. The point evaluation parameters are the cumulative sum of the absolute values of the differences between the point data corresponding to each mutation of the monitoring parameters of the conventional monitoring point in the current reference update cycle. The risk reference coefficient is the number of mutation cycles of the geological monitoring points that have an interactive radiation relationship with the conventional monitoring points in the regional monitoring records with the same environmental parameters as those in the current reference update cycle.
[0033] Specifically, the distribution state is determined according to the point distribution parameters of the key monitoring points, and the point distribution parameters are determined according to the number of radiation key points within the distribution reference range and the distribution parameters; If the point distribution parameter of the key monitoring point is greater than the preset point distribution parameter, it is determined that the key monitoring point is in a composite distribution state; If the point distribution parameter of the key monitoring point is less than or equal to the preset point distribution parameter, it is determined that the key monitoring point is in a finite distribution state; The distribution reference range is determined according to the point radiation coefficient of the key monitoring points; The key monitoring points are geological monitoring points that are in a key monitoring state.
[0034] Among them, for a single key monitoring point, the point distribution parameter of the key monitoring point is determined according to the number of radiation key points and distribution parameters within the distribution reference range of the key monitoring point, the point distribution parameter is the product of the number of radiation key points within the distribution reference range and the distribution parameter, the radiation key point is a geological monitoring point in the radiation monitoring points of the key monitoring point that is in a key monitoring state, the distribution parameter is the sum of the radiation reference distance and the radiation reference response time, the radiation reference distance is the average value of the interval distance between each radiation key point and the key monitoring point, the radiation reference response time is the average value of the mutation response time between each radiation key point and the key monitoring point, the distribution reference range of the key monitoring point is a circular area in the horizontal direction with the position of the key monitoring point as the center and the range reference length as the radius, and the range reference length is positively correlated with the point radiation coefficient of the key monitoring point; For any two key monitoring points with an interactive radiation relationship, if a monitoring parameter mutation occurs at one of the interference monitoring points, the interval between the moment when the monitoring parameter mutation occurs at the radiation monitoring point and the moment when the monitoring parameter mutation occurs at the interference monitoring point is detected is recorded as the mutation response duration between the two key monitoring points. For a single geological monitoring point, if the absolute value of the difference between the point data of the geological monitoring point obtained twice in a row is greater than the preset data mutation value, the moment closer to the current moment among the two moments of obtaining the point data is recorded as the moment when the monitoring parameter mutation occurs, and the time range between the two moments of obtaining the point data is recorded as a mutation cycle. The value of the preset data mutation value can be determined by the user according to the actual working scenario. For example, the user can set it according to the regional monitoring record. The higher the user's requirements for the validity of the monitoring data, the smaller the value of the preset data mutation value is. A value of a preset data mutation value is provided, and 5% of the numerical span of the data fluctuation range corresponding to the point data is recorded as the preset data mutation value. The numerical span of the data fluctuation range is the difference between the maximum value of the data fluctuation range and the minimum value of the data fluctuation range. The value of the preset point distribution parameter can be determined by the user according to the actual working scenario. For example, the user can set it according to the regional monitoring record. The higher the user's requirement for the validity of the monitoring data, the smaller the value of the preset point distribution parameter. A method for determining the value of the preset point distribution parameter is provided, and the minimum value of the point distribution parameter of the key monitoring points in the regional monitoring records that meet the user's requirement for the validity of the monitoring data is recorded as the preset point distribution parameter.
[0035] Specifically, when the key monitoring points are in a composite distribution state, the division method of the point analysis set of the key monitoring points is determined according to the radiation key proportion; If the radiation key ratio of the key monitoring point is greater than the preset radiation key ratio, the point analysis set is determined according to the reference radiation matching index of each radiation key point; If the radiation key ratio of the key monitoring point is less than or equal to the preset radiation key ratio, the point analysis set is determined according to the interactive radiation coefficient of each radiation key point.
[0036] Among them, for a single key monitoring point, the radiation key ratio = the number of radiation key points within the distribution reference range of the key monitoring point / the number of key monitoring points within the distribution reference range of the key monitoring point. The value of the preset radiation key ratio can be determined by the user according to the actual working scenario. For example, the user can set it according to the regional monitoring record, and a method for setting the value of the preset radiation key ratio is provided. The regional monitoring record of the point analysis set determined according to the reference radiation matching index of each radiation key point is recorded as the partition reference record, and the minimum value of the radiation key ratio of the key monitoring point in the partition reference record that meets the user's requirements for the validity of the monitoring data is recorded as the preset radiation key ratio; When the radiation key ratio of the key monitoring point is greater than the preset radiation key ratio, it is determined that the reference radiation matching index of each radiation key point in any point analysis set is greater than the preset reference radiation matching index. For the key monitoring point with a single radiation key ratio greater than the preset radiation key ratio, the reference radiation matching index of any radiation key point of the key monitoring point is the number of overlapping mutation cycles between the radiation key point and the key monitoring point; when the radiation key ratio of the key monitoring point is less than or equal to the preset radiation key ratio, it is determined that the reference interaction radiation coefficient of any point analysis set is greater than the preset set radiation coefficient. For the key monitoring point with a single radiation key ratio less than or equal to the preset radiation key ratio, the reference interaction radiation coefficient of the point analysis set of the key monitoring point is the average value of the interaction radiation coefficients between each radiation key point in the point analysis set and the key monitoring point; The values of the preset reference radiation matching index and the preset set radiation coefficient can be determined by the user according to the actual working scenario. For example, the user can set them according to the regional monitoring records. The higher the user's requirements for the validity of the monitoring data, the larger the value of the preset reference radiation matching index and the larger the value of the preset set radiation coefficient. A method for determining the value of the preset reference radiation matching index is provided. The regional monitoring record for determining the point analysis set according to the reference radiation matching index of each radiation key point is recorded as a first partition reference record, and the minimum value of the reference radiation matching index of each radiation key point in the point analysis set in the first partition reference record that meets the user's requirements for the validity of the monitoring data is recorded as the preset reference radiation matching index. A method for determining the value of the preset set radiation coefficient is provided. The regional monitoring record for determining the point analysis set according to the interactive radiation coefficient of each radiation key point is recorded as a second partition reference record, and the minimum value of the reference interactive radiation coefficient of each point analysis set in the second partition reference record that meets the user's requirements for the validity of the monitoring data is recorded as the preset reference interactive radiation coefficient.
[0037] Specifically, the data change trend overlap and mutation duration of each radiation key point in the point analysis set of the key monitoring points in the composite distribution state are periodically detected, and the point monitoring parameters are increased and adjusted according to the reference trend overlap and mutation duration; The increase value of the point monitoring parameter is positively correlated with the overlap degree of the reference trend and the duration of the mutation.
[0038] Among them, the present invention applies a cyclic composite reference monitoring cycle, the duration of the composite reference monitoring cycle can be determined by the user, and a composite reference monitoring cycle is provided. The composite reference monitoring cycle is 15 minutes. At the end of each composite reference monitoring cycle, the point monitoring parameters are adjusted according to the overlap of data change trends and the duration of mutations. For any key monitoring point that has completed the division of the point analysis set, the overlap of data change trends and the duration of mutations of each radiation key point in the point analysis set of the key monitoring point are detected, and the composite reference coefficient is determined according to the reference trend overlap and the reference mutation duration. The composite reference Coefficient = ln (reference trend overlap × reference mutation duration), reference trend overlap is the average value of the data change trend overlap of each radiation key point in the point analysis set, reference mutation duration is the maximum value of the mutation duration of each radiation key point in the point analysis set, for any radiation key point in the point analysis set of the key monitoring point, the mutation duration is the time between the moment when the monitoring parameter mutation of the radiation key point first occurs in the current composite reference monitoring cycle and the current moment, data change trend overlap = the overlap of the radiation key point with the key trend of the key monitoring node in the current composite reference monitoring cycle. The duration of the similar stage / the duration of the composite reference monitoring cycle, the end time of each composite reference monitoring cycle, generate a data change trend curve based on the point data obtained each time in the corresponding composite reference monitoring cycle, and divide the data change trend curve into several stage curves. The duration corresponding to each stage curve is the same. If the change trend difference coefficient of a set of several continuous stage curves between a radiation key point and the key monitoring point is less than the preset change trend difference coefficient, then the above several continuous stage curve sets are recorded as key trend similar stages. For a single key trend similar stage, the change trend difference coefficient of the set of corresponding two stage curves = ln (similar stage curve proportion / overall change difference value), the similar stage curve proportion = the number of similar stage curves / the number of stage curves contained in the similar stage of the key trend. If the absolute value of the difference in the data change values between two stage curves is less than the preset stage curve difference value, the two stage curves are determined to be similar stage curves to each other. The data change value is the difference between the point value corresponding to the end point of the stage curve and the point value corresponding to the starting point. The overall change difference value is the absolute value of the difference in the overall change values of the set of the two stage curves. The overall change value is the difference between the maximum point value and the minimum point value in the set of stage curves. The values of the preset change trend difference coefficient and the preset stage curve difference value can be determined by the user according to the actual working scenario. For example, the user can set them according to the regional monitoring records. The higher the user's requirements for the validity of the monitoring data, the smaller the value of the preset change trend difference coefficient and the smaller the value of the preset stage curve difference value. A value of the preset change trend difference coefficient is provided, and the value of the preset change trend difference coefficient is 1% of the numerical span of the data fluctuation range corresponding to the point data. A value of the preset stage curve difference value is provided, and the value of the preset stage curve difference value is 5% of the numerical span of the data fluctuation range corresponding to the point data.
[0039] Specifically, for any conventional monitoring point, if the monitoring difference coefficient of the conventional monitoring point is greater than the preset monitoring difference coefficient, the monitoring parameter of the point is increased and adjusted according to the monitoring difference coefficient; The monitoring difference coefficient is determined according to the monitoring difference value of the geological monitoring point having an interactive radiation relationship with the conventional monitoring point and the interactive radiation coefficient; The increase value of the point monitoring parameter is positively correlated with the monitoring difference coefficient.
[0040] Among them, for a single conventional monitoring point, the monitoring difference coefficient is the sum of the products of the average value of the monitoring difference values of the geological monitoring point that has an interactive radiation relationship with the conventional monitoring point and the corresponding difference evaluation coefficient. For a single geological monitoring point that has an interactive radiation relationship with the conventional monitoring point, the monitoring difference value is the absolute value of the difference between the point monitoring parameters of the geological monitoring point and the conventional monitoring point. The difference evaluation coefficient is positively correlated with the interactive radiation coefficient between the geological monitoring point and the conventional monitoring point. The value of the preset monitoring difference coefficient can be determined by the user according to the actual working scenario. For example, the user can set it according to the regional monitoring records. The higher the user's requirements for the validity of the monitoring data, the smaller the value of the preset monitoring difference coefficient. A method for setting the value of the preset monitoring difference coefficient is provided, and the average value of the monitoring difference coefficients of the conventional monitoring points that are secondary adjusted in the regional monitoring records that meet the user's requirements for the validity of the monitoring data is recorded as the preset monitoring difference coefficient.
[0041] Specifically, a transmission communication strategy is periodically determined based on the transmission execution coefficient of each data communication node; If the transmission execution coefficient of a data communication node is greater than the preset transmission execution coefficient, a compensation transmission strategy is adopted to transmit the associated transmission data of the data communication node; If the transmission execution coefficient of a data communication node is less than or equal to the preset transmission execution coefficient, an auxiliary transmission strategy is used to transmit the associated transmission data of the data communication node, and the transmission channel combination result is determined according to the interference transmission coefficient and the transmission matching coefficient.
[0042] Among them, a cyclic transmission evaluation cycle is applied in the present invention, and the duration of the transmission evaluation cycle can be determined by the user. A transmission evaluation cycle is provided, and the transmission evaluation cycle is 120 minutes. At the end of each transmission evaluation cycle, the transmission execution coefficient of each data communication node is detected, and the transmission communication strategy is determined according to the transmission execution coefficient, and in the next transmission evaluation cycle, the point data of the associated transmission point is uploaded according to the transmission communication strategy of each data communication node determined. A cyclic data transmission cycle is also applied in the present invention, and the duration of the data transmission cycle can be determined by the user. A data transmission cycle is provided, and the data transmission cycle is 5 minutes. At the end of each transmission evaluation cycle, the point data of each associated transmission point is uploaded, and the transmission execution coefficient is the sum of the key node proportion and the data mutation coefficient. For a single data communication node, the key node proportion = the number of key monitoring nodes in the associated transmission points of the data communication node / the number of associated transmission points of the data communication node, and the data mutation coefficient is the sum of the number of monitoring parameter mutations of each associated transmission point of the data communication node; The value of the preset transmission execution coefficient can be determined by the user according to the actual working scenario. For example, the user can set it according to the regional monitoring record. The higher the user's requirement for the validity of the monitoring data, the smaller the value of the preset transmission execution coefficient. A method for determining the value of the preset transmission execution coefficient is provided, and the regional monitoring record for transmitting the associated transmission data of the data communication node using the compensation transmission strategy is recorded as a transmission reference record, and the minimum value of the transmission execution coefficient of the data communication node in the transmission reference record that meets the user's requirement for the validity of the monitoring data is recorded as the preset transmission execution coefficient; For a data communication node whose single transmission execution coefficient is less than or equal to the preset transmission execution coefficient, the transmission channel combination result is determined according to the interference transmission coefficient and the transmission matching coefficient, and the interference transmission coefficient is determined according to the environmental interference parameter and the propagation loss parameter. The interference transmission coefficient is the sum of the environmental interference parameter and the propagation loss parameter. The environmental interference parameter is the humidity at the location of the data communication node, and the propagation loss parameter is the number of buildings and strong signal interference sources between the corresponding data communication node and the signal receiving location. How to determine the environmental interference parameter and the propagation loss parameter is easy to understand for those skilled in the art and will not be elaborated here. If the environmental interference parameter is greater than the preset environmental interference parameter, the proportion of wired transmission channels is adjusted according to the transmission matching coefficient, where the transmission matching coefficient is the product of the data mutation coefficient of the data communication node and the reference radiation coefficient, and the reference radiation coefficient is the average value of the interaction radiation coefficients of the associated transmission points of the data communication node. The proportion of wired transmission channels is increased and adjusted according to the transmission matching coefficient. The increase value of the proportion of wired transmission channels is positively correlated with the transmission matching coefficient. The proportion of wired transmission channels = the amount of data transmitted using the wired transmission channel / the amount of data of the associated transmission data of the data communication node; The value of the preset environmental interference parameter can be determined by the user according to the actual working scenario. For example, the user can set it according to the regional monitoring record. The higher the user's requirement for the validity of the monitoring data, the smaller the value of the preset environmental interference parameter. A method for setting the value of the preset environmental interference parameter is provided, and the average value of the environmental interference parameter of the data communication node that is adjusted to increase the proportion of wired transmission channels in the regional monitoring record that meets the user's requirement for the validity of the monitoring data is recorded as the preset environmental interference parameter.
[0043] Specifically, when transmitting the associated transmission data of a data communication node based on the compensation transmission strategy, a relevant analysis is performed on the associated transmission data of the data communication node, including: Determine a data compensation method for associated transmission data according to the interactive radiation coefficient of the associated transmission point of the data communication node; If the data interaction radiation coefficient is greater than the preset data interaction radiation coefficient, determining the interaction data set based on the interaction radiation coefficient; If the data interaction radiation coefficient is less than or equal to the preset data interaction radiation coefficient, determining the transmission compensation data based on the mutation duration period; The associated transmission data is a set of data to be transmitted of the associated transmission points of the data communication node, and the data to be transmitted is the point data of the associated transmission points acquired each time in the data transmission cycle.
[0044] Specifically, compensation transmission data screening is performed for each interactive data set of the data communication node; For a single interactive data set, the compensation priority coefficient of each to-be-transmitted data in the interactive data set is determined according to the mutation coverage period and the mutation duration period of each associated transmission point corresponding to the interactive data set; The interaction radiation coefficient between the associated monitoring nodes in any interaction data set is greater than the preset set interaction coefficient.
[0045] Among them, for a single data communication node, the data interaction radiation coefficient is the average value of the interaction radiation coefficients between the associated transmission points of the data communication node. The value of the preset data interaction radiation coefficient can be determined by the user according to the actual working scenario. For example, the user can set it according to the regional monitoring record, and a method for determining the value of the preset data interaction radiation coefficient is provided. The compensation judgment record of the interactive data set is determined based on the interaction radiation coefficient, and the minimum value of the data interaction radiation coefficient of each data communication node in the compensation judgment record that meets the user's requirements for the validity of the monitoring data is recorded as the preset data interaction radiation coefficient; For a data communication node whose single data interaction radiation coefficient is greater than the preset data interaction radiation coefficient, the data to be transmitted of the data communication node is divided to ensure that the interaction radiation coefficients between the associated monitoring nodes corresponding to each data to be transmitted in the divided interaction data set are greater than the preset set interaction coefficient, and the mutation coverage period and mutation duration period of each associated transmission point corresponding to each data to be transmitted in each interaction data set of the data communication node are detected. For any data to be transmitted in a single interaction data set, the compensation priority coefficient , a is the duration of the mutation coverage period of the associated transmission point corresponding to the data to be transmitted, b is the duration of the mutation duration period of the associated transmission point corresponding to the data to be transmitted, the mutation duration period is the set of mutation periods of the associated transmission point, the mutation coverage period is the set of overlapping mutation periods of the associated transmission point, if the associated transmission point has the same mutation period as other associated transmission points corresponding to the interactive data set, then the mutation period is recorded as the overlapping mutation period of the associated transmission point, the transmission compensation data of each interactive data set is determined according to the compensation priority coefficient, the data to be transmitted with a larger compensation priority coefficient has a higher priority as the transmission compensation data of the corresponding interactive data set, the user can determine the number of selected transmission compensation data according to actual needs, the higher the user's requirements for the accuracy of the monitoring results, the larger the number of selected transmission compensation data, the higher the user's requirements for the processing efficiency of the monitoring process, the smaller the number of selected transmission compensation data; For a data communication node whose single data interaction radiation coefficient is less than or equal to a preset data interaction radiation coefficient, the associated transmission point whose duration of the mutation duration period is greater than the preset compensation duration period is recorded as transmission compensation data; multiple communication modes are set for the determined transmission compensation data, that is, multiple communication transmission modes are used to transmit this part of the data, while avoiding redundancy of the point data to be transmitted, the validity of the monitoring result is guaranteed; the values of the preset set interaction coefficient and the preset compensation duration period can be determined by the user according to the actual working scenario, for example, the user can set them according to the regional monitoring record, the higher the user's requirements for the validity of the monitoring data, the larger the value of the preset set interaction coefficient, and the larger the value of the preset compensation duration period, a method for determining the value of the preset set interaction coefficient is provided, the average value of the interaction radiation coefficients between the associated monitoring nodes corresponding to each to-be-transmitted data in each interaction data set in the regional monitoring record that meets the user's requirements for the validity of the monitoring data is recorded as the preset set interaction coefficient, a method for determining the preset compensation duration period is provided, the average value of the duration of the mutation duration period of the compensation transmission data in the regional monitoring record that meets the user's requirements for the validity of the monitoring data is recorded as the preset compensation duration period.
[0046] 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.
[0047] 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 debris flow monitoring method based on multi-mode data communication, characterized in that: include: Determine the monitoring status of each geological monitoring point in the target monitoring area according to the point interference coefficient and the point radiation coefficient, and determine the data monitoring strategy of each geological monitoring point according to the monitoring status. The data monitoring strategy is to monitor the point data of the geological monitoring point based on the association monitoring strategy, or to monitor the point data of the geological monitoring point based on the reference monitoring strategy; When monitoring is performed based on the associated monitoring strategy, the parameter setting method is determined according to the distribution status of each key monitoring point. The parameter setting method is to determine the point monitoring parameters according to the duration of the mutation and the monitoring mutation index, or to determine the point monitoring parameters according to the reference trend overlap of the point analysis set and the duration of the mutation; When monitoring is performed based on the reference monitoring strategy, the point monitoring parameters of each conventional monitoring point are periodically set, and based on the monitoring difference coefficient, it is determined whether to perform secondary adjustment on the point monitoring parameters; The transmission execution coefficient is periodically determined according to the proportion of key monitoring nodes and the data mutation coefficient, and the transmission communication strategy is determined according to the transmission execution coefficient of each data communication node. The transmission communication strategy is to adopt a compensation transmission strategy or an auxiliary transmission strategy to transmit the associated transmission data of the data communication node.
2. The debris flow monitoring method based on multi-mode data communication according to claim 1, characterized in that: When the geological monitoring point is in a critical monitoring state where the point interference coefficient is greater than the preset point interference coefficient or the point radiation coefficient is greater than the preset point radiation coefficient, the point data of the geological monitoring point is monitored based on the associated monitoring strategy. The associated monitoring strategy includes: Determine the parameter setting method according to the distribution status of each key monitoring point; If a key monitoring point is in a limited distribution state, periodically determine whether to adjust the monitoring parameters of the point according to the range mutation cycle index and the reference monitoring mutation index; If a key monitoring point is in a composite distribution state, the division method of the point analysis set of the key monitoring point is determined according to the radiation key ratio, and the point monitoring parameters are adjusted based on the point analysis set.
3. The debris flow monitoring method based on multi-mode data communication according to claim 2 is characterized in that: When the geological monitoring point is in a conventional monitoring state where the point interference coefficient is less than or equal to the preset point interference coefficient and the point radiation coefficient is less than or equal to the preset point radiation coefficient, the point data of the geological monitoring point is monitored based on the reference monitoring strategy. The reference monitoring strategy includes: Periodically determine the point monitoring parameters of each conventional monitoring point based on the point assessment parameters and the risk reference coefficient, and determine whether to adjust the point monitoring parameters of each conventional monitoring point based on the monitoring difference coefficient; The point monitoring parameters are respectively positively correlated with the point assessment parameters and the risk reference coefficient; The conventional monitoring points are geological monitoring points that are in a conventional monitoring state.
4. The debris flow monitoring method based on multi-mode data communication according to claim 3 is characterized in that: The distribution state is determined according to the point distribution parameters of the key monitoring points, and the point distribution parameters are determined according to the number of radiation key points within the distribution reference range and the distribution parameters; If the point distribution parameter of the key monitoring point is greater than the preset point distribution parameter, it is determined that the key monitoring point is in a composite distribution state; If the point distribution parameter of the key monitoring point is less than or equal to the preset point distribution parameter, it is determined that the key monitoring point is in a finite distribution state; The distribution reference range is determined according to the point radiation coefficient of the key monitoring points; The key monitoring points are geological monitoring points that are in a key monitoring state.
5. The debris flow monitoring method based on multi-mode data communication according to claim 4 is characterized in that: When the key monitoring points are in a composite distribution state, the division method of the point analysis set of the key monitoring points is determined according to the radiation key proportion; If the radiation key ratio of the key monitoring point is greater than the preset radiation key ratio, the point analysis set is determined according to the reference radiation matching index of each radiation key point; If the radiation key ratio of the key monitoring point is less than or equal to the preset radiation key ratio, the point analysis set is determined according to the interactive radiation coefficient of each radiation key point.
6. The debris flow monitoring method based on multi-mode data communication according to claim 5, characterized in that: Periodically detect the overlap of data change trends and duration of mutations at each radiation key point in the point analysis set of key monitoring points in a composite distribution state, and increase and adjust the point monitoring parameters according to the reference trend overlap and duration of mutations; The increase value of the point monitoring parameter is positively correlated with the overlap degree of the reference trend and the duration of the mutation.
7. The debris flow monitoring method based on multi-mode data communication according to claim 3 is characterized in that: For any conventional monitoring point, if the monitoring difference coefficient of the conventional monitoring point is greater than the preset monitoring difference coefficient, the monitoring parameters of the point are increased and adjusted according to the monitoring difference coefficient; The monitoring difference coefficient is determined according to the monitoring difference value of the geological monitoring point having an interactive radiation relationship with the conventional monitoring point and the interactive radiation coefficient; The increase value of the point monitoring parameter is positively correlated with the monitoring difference coefficient.
8. The debris flow monitoring method based on multi-mode data communication according to claim 7, characterized in that: periodically determining a transmission communication strategy according to a transmission execution coefficient of each data communication node; If the transmission execution coefficient of a data communication node is greater than the preset transmission execution coefficient, a compensation transmission strategy is adopted to transmit the associated transmission data of the data communication node; If the transmission execution coefficient of a data communication node is less than or equal to the preset transmission execution coefficient, an auxiliary transmission strategy is used to transmit the associated transmission data of the data communication node, and the transmission channel combination result is determined according to the static interference transmission coefficient and the transmission matching coefficient.
9. The debris flow monitoring method based on multi-mode data communication according to claim 8, characterized in that: When transmitting the associated transmission data of a data communication node based on the compensation transmission strategy, performing correlation analysis on the associated transmission data of the data communication node, include, Determine a data compensation method for associated transmission data according to the interactive radiation coefficient of the associated transmission point of the data communication node; If the data interaction radiation coefficient is greater than the preset data interaction radiation coefficient, determining the interaction data set based on the interaction radiation coefficient; If the data interaction radiation coefficient is less than or equal to the preset data interaction radiation coefficient, determining the transmission compensation data based on the mutation coverage period; The associated transmission data is a set of data to be transmitted of the associated transmission points of the data communication node, and the data to be transmitted is the point data of the associated transmission points acquired each time in the data transmission cycle.
10. The debris flow monitoring method based on multi-mode data communication according to claim 9, characterized in that: Performing compensation transmission data screening for each interactive data set of the data communication node; For a single interactive data set, the compensation priority coefficient of each to-be-transmitted data in the interactive data set is determined according to the mutation coverage period and the mutation duration period of each associated transmission point corresponding to the interactive data set; The interaction radiation coefficient between the associated monitoring nodes in any interaction data set is greater than the preset set interaction coefficient.
Citation Information
Patent Citations
Method, system and device for monitoring moraine debris flow disaster and electronic equipment
CN116631157A
Contact debris flow motion parameter monitoring method and system
CN116992097A
Early warning system for remotely monitoring vibration state of power transmission line
CN119445809A
Petroleum pipeline leakage detection method and system
CN119468091A
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