CN113935861B - Method, system and computer equipment for water and soil conservation monitoring - Google Patents

Method, system and computer equipment for water and soil conservation monitoring Download PDF

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CN113935861B
CN113935861B CN202111363430.6A CN202111363430A CN113935861B CN 113935861 B CN113935861 B CN 113935861B CN 202111363430 A CN202111363430 A CN 202111363430A CN 113935861 B CN113935861 B CN 113935861B
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multispectral
information
comparing
multispectral information
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CN113935861A (en
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张翔宇
卓素娟
白芝兵
李红中
苏如坤
蒋秋玲
林冠玉
罗洪彬
黄碧柔
陈振
宋恒川
张雪
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Guangdong communication Planning and Design Institute Group Co Ltd
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Abstract

The present application relates to a method, system, computer device, storage medium and computer program product for soil and water conservation monitoring. The method comprises the following steps: acquiring multispectral information of a construction site and a key construction part acquired by a multispectral instrument at a designated acquisition time; the acquisition time includes: a plurality of construction time periods before and during construction, extreme weather time during construction and after construction is finished; the multispectral instrument is carried on the flying equipment for aerial photography; and comparing the multispectral information of the construction sites with different acquisition times to obtain a first analysis result, comparing the multispectral information of the key construction sites with different acquisition times to obtain a second analysis result, and obtaining the disturbance condition of construction on water and soil according to the first analysis result and the second analysis result. By adopting the method, the water and soil disturbance condition can be timely monitored.

Description

Method, system and computer equipment for water and soil conservation monitoring
Technical Field
The present application relates to the field of soil and water conservation monitoring technology, and in particular, to a method, a system, a computer device, a storage medium, and a computer program product for soil and water conservation monitoring.
Background
With the development of soil and water conservation monitoring technology and informatization, in order to realize large-scale monitoring and acquire a large amount of information monitoring information, a technology for monitoring soil and water conservation based on remote sensing information is developed.
In the traditional technology, water and soil loss is monitored based on remote sensing satellites, and meteorological satellites can be used for monitoring places with larger monitoring range, higher vegetation coverage and relatively uniform constituent substances. When higher spatial resolution and multi-time phase wave bands are needed, the resource satellite can be adopted for monitoring so as to acquire accurate observation earth surface information. In the concrete water and soil loss monitoring, the natural conditions such as topography, climate, vegetation and the like of the construction project area, the actual utilization status of the land, the water and soil loss conditions causing damage to the ground or preparation and the like are monitored in real time by means of remote sensing influence data of the original construction project area, the changes of vegetation coverage, monitoring area range, earth and stone excavation quantity, prevention measure quantity and the like are compared and analyzed after remote sensing image interpretation, and finally a perfect water and soil loss monitoring range database or picture library is established by using a remote sensing technology, and comprehensive analysis is carried out on the obtained data information according to the monitoring result.
However, due to the lag of the remote sensing satellite image, the water and soil disturbance situation can not be mastered in time, and the potential water and soil loss hazards possibly existing can be judged, so that the occurrence of water and soil loss is difficult to avoid in time.
Disclosure of Invention
In view of the foregoing, it is desirable to provide a method, system, computer device, storage medium and computer program product for soil and water conservation monitoring that can timely monitor soil and water disturbance conditions.
In a first aspect, the present application provides a method of soil and water conservation monitoring, the method comprising:
Acquiring multispectral information of a construction site and a key construction part acquired by a multispectral instrument at a designated acquisition time; the acquisition time includes: a plurality of construction time periods before and during construction, extreme weather time during construction and after construction is finished; the multispectral instrument is carried on flight equipment for aerial photography;
Comparing the multispectral information of the construction sites with different acquisition times to obtain a first analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the construction site in the construction process with the multispectral information of the construction site before the construction, comparing the multispectral information of the construction site in each construction time period in the construction process according to the acquisition time, comparing the multispectral information of the construction site after the construction with the multispectral information of the construction site in the construction process, and comparing the constructed spectrum information with the standard spectrum information of each water and soil element;
comparing the multispectral information of the key construction parts with different acquisition time to obtain a second analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the key construction part in the construction process with the multispectral information of the key construction part before the construction, comparing the multispectral information of the key construction part in each construction time period in the construction process according to the acquisition time, and comparing the multispectral information of the key construction part after the construction with the multispectral information of the key construction part in the construction process;
and obtaining disturbance conditions of construction on water and soil according to the first analysis result and the second analysis result.
In one embodiment, a plurality of construction time periods in the construction process are determined according to a preset acquisition frequency; the preset acquisition frequency comprises once a quarter and once a month in a rainy season.
In one embodiment, extreme weather includes: and (3) heavy rainfall weather with rainfall larger than a preset value.
In one embodiment, if the disturbance condition of the construction to the water and soil obtained after the construction is completed can not pass through the water and soil conservation acceptance, indicating the multispectral instrument to carry out multispectral information on the construction site again at the preset time after the construction is completed;
comparing the multispectral information of the construction site acquired again after construction with the multispectral information acquired for the first time;
and (5) evaluating whether the test is accepted by water and soil conservation according to the comparison result.
In a second aspect, the present application also provides a soil and water conservation monitoring system, comprising: the system comprises a data acquisition module, an analysis processing module and an output module, wherein:
The data acquisition module is used for acquiring multispectral information of construction sites and key construction parts acquired by the multispectral instrument at appointed acquisition time; the acquisition time includes: a plurality of construction time periods before and during construction, extreme weather time during construction and after construction is finished; the multispectral instrument is carried on flight equipment for aerial photography;
The analysis processing module is used for comparing the multispectral information of the construction sites with different acquisition times to obtain a first analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the construction site in the construction process with the multispectral information of the construction site before the construction, comparing the multispectral information of the construction site in each construction time period in the construction process according to the acquisition time, comparing the multispectral information of the construction site after the construction with the multispectral information of the construction site in the construction process, and comparing the constructed spectrum information with the standard spectrum information of each water and soil element; comparing the multispectral information of the key construction parts with different acquisition time to obtain a second analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the key construction part in the construction process with the multispectral information of the key construction part before the construction, comparing the multispectral information of the key construction part in each construction time period in the construction process according to the acquisition time, and comparing the multispectral information of the key construction part after the construction with the multispectral information of the key construction part in the construction process;
And the output module is used for obtaining the disturbance condition of construction on water and soil according to the first analysis result and the second analysis result.
In one embodiment, the water and soil conservation monitoring system further comprises a communication module, and multispectral information of the construction site and the key construction site collected by the multispectral instrument is obtained through the communication module.
In one embodiment, the communication module includes any one of a USB serial port communication module unit, a WIFI communication module unit, and a mobile communication module unit.
In a third aspect, the present application also provides a computer device. The computer device comprises a memory storing a computer program and a processor which when executing the computer program performs the steps of:
Acquiring multispectral information of a construction site and a key construction part acquired by a multispectral instrument at a designated acquisition time; the acquisition time includes: a plurality of construction time periods before and during construction, extreme weather time during construction and after construction is finished; the multispectral instrument is carried on flight equipment for aerial photography;
Comparing the multispectral information of the construction sites with different acquisition times to obtain a first analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the construction site in the construction process with the multispectral information of the construction site before the construction, comparing the multispectral information of the construction site in each construction time period in the construction process according to the acquisition time, comparing the multispectral information of the construction site after the construction with the multispectral information of the construction site in the construction process, and comparing the constructed spectrum information with the standard spectrum information of each water and soil element;
comparing the multispectral information of the key construction parts with different acquisition time to obtain a second analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the key construction part in the construction process with the multispectral information of the key construction part before the construction, comparing the multispectral information of the key construction part in each construction time period in the construction process according to the acquisition time, and comparing the multispectral information of the key construction part after the construction with the multispectral information of the key construction part in the construction process;
and obtaining disturbance conditions of construction on water and soil according to the first analysis result and the second analysis result.
In a fourth aspect, the present application also provides a computer-readable storage medium. The computer readable storage medium having stored thereon a computer program which when executed by a processor performs the steps of:
Acquiring multispectral information of a construction site and a key construction part acquired by a multispectral instrument at a designated acquisition time; the acquisition time includes: a plurality of construction time periods before and during construction, extreme weather time during construction and after construction is finished; the multispectral instrument is carried on flight equipment for aerial photography;
Comparing the multispectral information of the construction sites with different acquisition times to obtain a first analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the construction site in the construction process with the multispectral information of the construction site before the construction, comparing the multispectral information of the construction site in each construction time period in the construction process according to the acquisition time, comparing the multispectral information of the construction site after the construction with the multispectral information of the construction site in the construction process, and comparing the constructed spectrum information with the standard spectrum information of each water and soil element;
comparing the multispectral information of the key construction parts with different acquisition time to obtain a second analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the key construction part in the construction process with the multispectral information of the key construction part before the construction, comparing the multispectral information of the key construction part in each construction time period in the construction process according to the acquisition time, and comparing the multispectral information of the key construction part after the construction with the multispectral information of the key construction part in the construction process;
and obtaining disturbance conditions of construction on water and soil according to the first analysis result and the second analysis result.
In a fifth aspect, the present application also provides a computer program product. The computer program product comprises a computer program which, when executed by a processor, implements the steps of:
Acquiring multispectral information of a construction site and a key construction part acquired by a multispectral instrument at a designated acquisition time; the acquisition time includes: a plurality of construction time periods before and during construction, extreme weather time during construction and after construction is finished; the multispectral instrument is carried on flight equipment for aerial photography;
Comparing the multispectral information of the construction sites with different acquisition times to obtain a first analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the construction site in the construction process with the multispectral information of the construction site before the construction, comparing the multispectral information of the construction site in each construction time period in the construction process according to the acquisition time, comparing the multispectral information of the construction site after the construction with the multispectral information of the construction site in the construction process, and comparing the constructed spectrum information with the standard spectrum information of each water and soil element;
comparing the multispectral information of the key construction parts with different acquisition time to obtain a second analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the key construction part in the construction process with the multispectral information of the key construction part before the construction, comparing the multispectral information of the key construction part in each construction time period in the construction process according to the acquisition time, and comparing the multispectral information of the key construction part after the construction with the multispectral information of the key construction part in the construction process;
and obtaining disturbance conditions of construction on water and soil according to the first analysis result and the second analysis result.
According to the method, the system, the computer equipment, the storage medium and the computer program for monitoring the soil and water conservation, the construction disturbance conditions of the construction site at different acquisition times are monitored, and multispectral information of the construction site acquired at each acquisition time is compared with multispectral information of the construction site acquired at the last acquisition time respectively, so that a first analysis result is obtained. And the construction disturbance conditions of the key construction part at different acquisition times are monitored, and multispectral information of the construction site acquired at each acquisition time is compared with multispectral information of the construction site acquired at the last acquisition time respectively to obtain a second analysis result. And according to the first analysis result and the second analysis result, the water and soil disturbance condition of the whole construction to the construction site can be determined. The method and the device can be used for timely grasping the disturbance condition of the construction corresponding to each current acquisition time on water and soil by monitoring the multispectral information change condition of the construction site and the key construction part corresponding to each current acquisition time and based on the multispectral information change condition, and can be used for continuously tracking through the close analysis of the multiple acquisition times. And is also beneficial to timely taking countermeasure to avoid water and soil loss.
Drawings
FIG. 1 is a diagram of an application environment for a method of soil conservation monitoring in one embodiment;
FIG. 2 is a flow chart of a method of soil conservation monitoring in one embodiment;
FIG. 3 is a block diagram of a system for soil conservation monitoring in one embodiment;
Fig. 4 is an internal structural diagram of a computer device in one embodiment.
Detailed Description
The present application will be described in further detail with reference to the drawings and examples, in order to make the objects, technical solutions and advantages of the present application more apparent. It should be understood that the specific embodiments described herein are for purposes of illustration only and are not intended to limit the scope of the application.
The method for monitoring the soil and water conservation provided by the application can be applied to an application environment shown in figure 1. Wherein the multispectral 102 is in communication with a server 104. The communication method may be any method such as wired or wireless. In order to collect the soil and water conservation condition of the construction site, before the multispectral information of the construction site is collected through the multispectral instrument 102, the multispectral instrument 102 needs to be carried on the flying equipment, and the flying equipment flies according to the preset flying track, so that aerial photography of the construction site can be realized to collect the multispectral information of the construction site. The construction site is a construction site in the process of being constructed or the construction is completed within a preset time period. The construction site comprises soil, vegetation and a green net (green net cover for construction), and the soil with different soil properties, the vegetation with different colors and the green net with confusion have multispectral information corresponding to each other. The multispectral information of the construction site refers to multispectral information including soil, vegetation, green nets and the like. In order to monitor construction disturbance conditions of the construction sites in different time periods, multispectral information of the construction sites collected in each time period is compared with multispectral information of the construction sites collected in the previous time period respectively, so that multispectral information change conditions of the construction sites corresponding to each current time period are obtained, disturbance conditions of construction corresponding to each current time period on water and soil can be obtained based on the multispectral information change conditions, and the disturbance conditions of the construction sites on water and soil can be continuously tracked through multi-time period compact analysis, so that the disturbance conditions of the water and the soil in the construction process can be timely mastered. The key construction part is a construction part with the probability of water, soil and running water higher than a threshold value in the construction process of a construction site. The multispectral information of the key construction parts is collected in the same way as the collection and comparison method of the construction sites, and the description is omitted. Optionally, the key construction part comprises a foundation pit and a construction area with serious road excavation disturbance. Taking a construction site as an expressway as an example, the key construction site comprises at least one of a typical interchange and a high-filling deep-excavation road section.
The server 104 may be implemented as a stand-alone server or a server cluster including a plurality of servers.
In one embodiment, as shown in fig. 2, a method for monitoring soil and water conservation is provided, and the method is applied to the server in fig. 1 for illustration, and includes the following steps:
Step 202, acquiring multispectral information of a construction site and a key construction part, which are acquired by a multispectral instrument at a designated acquisition time; the acquisition time includes: a plurality of construction time periods before and during construction, extreme weather time during construction and after construction is finished; the multispectral instrument is carried on flight equipment for aerial photography.
The multispectral instrument is a special instrument for multispectral information, and can be used for collecting multispectral information of construction sites and key construction sites. The acquisition time comprises a plurality of construction time periods before construction and during construction, extreme weather time during construction and after construction is finished. Before construction, the construction site and the key construction part are not constructed, so that the water and soil conservation of the construction site and the key construction part is relatively good, the water and soil disturbance situation and the water and soil conservation situation are opposite, and the corresponding water and soil disturbance situation is relatively weak. In the construction process, construction is carried out on a construction site and key construction parts, and water and soil conservation is inevitably damaged to different degrees, so that the water and soil conservation condition of the construction site and the key construction parts is poorer than that of the construction site before construction, and correspondingly, the water and soil disturbance condition is more obvious than that of the construction site before construction. Because construction usually requires a certain time, the construction process is divided into a plurality of construction time periods, and then the water and soil disturbance conditions corresponding to each construction time period can be monitored correspondingly. The extreme weather time in the construction process refers to the time when extreme weather is encountered in the construction process, and the time can be understood as a time period or the time of a preset number of days in the future when extreme weather is encountered. Taking the extreme weather time as an example, the time period of the extreme weather is taken as the time period of the extreme weather, and for the extreme weather with longer duration, as the extreme weather has a certain influence on water and soil disturbance, the original acquisition frequency strategy needs to be adjusted according to the extreme weather time, and multispectral information of a construction site and an important construction position is acquired through a multispectral instrument in the extreme weather time. After the construction is finished, multispectral information needs to be acquired again for the construction site and the key construction part, and the multispectral information is compared with the water and soil disturbance situation before the construction, so that the water and soil disturbance situation of the whole construction after the construction is finished can be determined.
In one embodiment, when acquiring initial multispectral information before construction of a construction site, the server sends a flight instruction and a preset flight track to the flight equipment, the flight equipment receives and responds to the flight instruction, carries a multispectral instrument according to the preset flight track to fly, and acquires the initial multispectral information before construction of the construction site through the multispectral instrument.
In one embodiment, when multispectral information in the construction process of the construction site is acquired, the server sends a flight instruction and a preset flight track to the flight equipment, the flight equipment receives and responds to the flight instruction, the multispectral instrument is carried on to fly according to the preset flight track, and the multispectral information in the construction process of the construction site is acquired through the multispectral instrument. The multispectral instrument sends multispectral information in the construction process to the server; the server receives multispectral information in the construction process.
In one embodiment, when the final multispectral information after construction of the construction site is obtained, the server sends a flight instruction and a preset flight track to the flight equipment, the flight equipment receives and responds to the flight instruction, carries a multispectral instrument to fly according to the preset flight track, and the final multispectral information after construction of the construction site is obtained through the multispectral instrument; the multispectral instrument sends the final multispectral information after construction to a server; and the server receives the final multispectral information after construction.
Step 204, comparing the multispectral information of the construction sites with different acquisition times to obtain a first analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the construction site in the construction process with the multispectral information of the construction site before the construction, comparing the multispectral information of the construction site in each construction time period in the construction process according to the acquisition time, comparing the multispectral information of the construction site after the construction with the multispectral information of the construction site in the construction process, and comparing the constructed spectrum information with the standard spectrum information of each water and soil element; comparing the multispectral information of the key construction parts with different acquisition time to obtain a second analysis result, wherein the comparison content comprises at least one of the following components: the multispectral information of the key construction part in the construction process is compared with the multispectral information of the key construction part before the construction, the multispectral information of the key construction part in each construction time period in the construction process is compared according to the acquisition time, and the multispectral information of the key construction part after the construction is compared with the multispectral information of the key construction part in the construction process.
The water and soil elements refer to related parameters for evaluating water and soil conservation, and the water and soil elements comprise soil, vegetation and building structures of a construction site. And (5) constructing sites with different acquisition times. And comparing the multispectral information of the construction sites with different acquisition times to obtain a first analysis result, wherein the first analysis result is the water and soil disturbance condition corresponding to each acquisition time in the construction process of the construction sites and after the construction is finished.
In one embodiment, when the current collection time is after the construction is finished, a comparison process for obtaining a first analysis result includes: the multispectral information of the construction site in the construction process is compared with the multispectral information of the construction site before the construction, the multispectral information of the construction site in each construction time period in the construction process is compared according to the acquisition time, the multispectral information of the construction site after the construction is compared with the multispectral information of the construction site in the construction process, and the spectrum information after the construction is compared with the standard spectrum information of each water and soil element to obtain a first analysis result. The standard spectral information of each water and soil element refers to a standard value of the spectral information of each element. When the multispectral information of the construction site acquired by the multispectral instrument is acquired, comparison can be carried out according to the standard spectral information, and then the type of the site contained in the construction site can be determined, and the type of the site represents the vegetation condition of the soil. For example, composite fields, generally refer to fields that include clutter, such as arbor, shrubs, turf, and flower plants.
In one embodiment, when the current collection time is a first construction time period in the construction process, a comparison process for obtaining a first analysis result includes: and comparing the multispectral information of the construction site in the first construction time period in the construction process with the multispectral information of the construction site before construction to obtain a first analysis result.
The plurality of construction time periods in the construction process can be understood as corresponding construction time periods determined according to each stage of the construction process, and the first construction time period refers to a time period of the first stage in the construction process.
And comparing the multispectral information of the key construction parts with different acquisition times to obtain a second analysis result, wherein the second analysis result is the water and soil disturbance condition corresponding to each acquisition time in each construction time period and after the construction is finished in the construction process of the key construction parts.
In one embodiment, when the current collection time is after the construction is finished, a comparison process for obtaining a second analysis result includes: the multispectral information of the key construction part in the construction process is compared with the multispectral information of the key construction part before the construction, the multispectral information of the key construction part in each construction time period in the construction process is compared according to the acquisition time, and the multispectral information of the key construction part after the construction is compared with the multispectral information of the key construction part in the construction process, so that a second analysis result is obtained.
In one embodiment, when the current collection time is the first construction time period in the construction process, a comparison process for obtaining the second analysis result includes: and comparing the multispectral information of the construction site in the first construction time period with the multispectral information of the construction site before construction in the construction process to obtain a second analysis result.
And 206, obtaining disturbance conditions of construction on water and soil according to the first analysis result and the second analysis result.
According to the first analysis result of the construction site at each collection time and the second analysis result of the corresponding key construction site, the comprehensive water and soil disturbance situation of the construction site can be obtained, and then the water and soil disturbance situation of the whole construction site on the construction site can be obtained. And determining the water and soil disturbance condition according to the areas of various places determined by multispectral information obtained after the construction is finished.
In the method for monitoring the water and soil conservation, the construction disturbance conditions of the construction site at different acquisition times are monitored, and multispectral information of the construction site acquired at each acquisition time is compared with multispectral information of the construction site acquired at the last acquisition time respectively to obtain a first analysis result. And the construction disturbance conditions of the key construction part at different acquisition times are monitored, and multispectral information of the construction site acquired at each acquisition time is compared with multispectral information of the construction site acquired at the last acquisition time respectively to obtain a second analysis result. And according to the first analysis result and the second analysis result, the water and soil disturbance condition of the whole construction to the construction site can be determined. The multi-spectrum information change conditions of the construction site and the key construction part corresponding to each current acquisition time are monitored, and the disturbance conditions of the building construction corresponding to each current acquisition time on water and soil can be obtained based on the multi-spectrum information change conditions, and the disturbance conditions of the water and soil in the construction process can be mastered in time by closely analyzing and continuously tracking the multi-acquisition time. And is also beneficial to timely taking countermeasure to avoid water and soil loss.
In one embodiment, a plurality of construction time periods in the construction process are determined according to a preset acquisition frequency; the preset acquisition frequency comprises once a quarter and once a month in a rainy season.
The construction time periods in the construction process are determined according to the preset acquisition frequency, and the number of the construction time periods in the construction process is the ratio of the construction period to the preset acquisition frequency. For example, when the preset collection frequency is once in each quarter and the construction period is six months, the construction time period in the construction process is two. The preset acquisition frequency in the construction process is preset in the server, the preset acquisition frequency can be set according to the predicted construction period, and the longer the predicted construction period is, the smaller the preset acquisition frequency is; the shorter the construction period is expected, the larger the preset acquisition frequency is. For example, the construction period is six months, and the preset collection frequency may be once a month; when the construction period is two months, the preset acquisition frequency can be once every two weeks. When no continuous extreme weather exists after the whole construction process is finished, the preset acquisition frequency comprises once in a quarter. When continuous extreme weather occurs during construction, the preset acquisition frequency may be set to once a month. According to the preset acquisition frequency, the flying equipment carries a multispectral instrument to monitor construction sites and key construction positions.
In this embodiment, the construction time period in the construction process is determined by presetting the acquisition frequency, so that the construction site and the key construction position can be monitored more regularly.
In one embodiment, extreme weather includes: and (3) heavy rainfall weather with rainfall larger than a preset value.
The preset value is preset and is used for judging rainfall intensity. The rainfall is larger than a preset value, which indicates that the weather is heavy rainfall weather. The rainfall is not less than the preset value, which indicates that the weather is not heavy rainfall. Heavy rainfall weather is one of extreme weather, which also includes continuous rainfall, and weather that is continuous rainfall and is heavy rainfall.
In this embodiment, when extreme weather time such as heavy rainfall occurs, the water and soil disturbance conditions of the construction site and the key construction part are monitored, so that the influence of the extreme weather on the water and soil disturbance can be timely dealt with.
In one embodiment, if the disturbance condition of the construction to the water and soil obtained after the construction is completed can not pass through the water and soil conservation acceptance check, indicating the multispectral instrument to carry out multispectral information on the construction site again at the preset time after the construction is completed; comparing the multispectral information of the construction site acquired again after construction with the multispectral information acquired for the first time; and (5) evaluating whether the test is accepted by water and soil conservation according to the comparison result.
When receiving the multispectral information sent by each acquisition time, the server compares the multispectral information with the standard spectral information to determine each area and the area of each area.
The acceptance of water and soil conservation refers to that the water and soil conservation of a construction site meets the national, local or industry standards. The water and soil conservation acceptance includes the minimum area occupied by each site of the construction site. After construction is completed, checking whether the water and soil disturbance condition of the construction site can pass through water and soil conservation inspection, and when the water and soil disturbance condition of the construction site can pass through water and soil conservation inspection, only collecting multispectral information of the construction site once after the construction is completed. When the water and soil disturbance condition of the construction site cannot pass through the water and soil conservation test, at least one multispectral information acquisition is needed to be carried out on the construction site after the construction is completed. And comparing the multispectral information of the construction site acquired again after the construction is completed with the multispectral information acquired for the first time after the construction is completed. And (5) evaluating whether the test can pass the water and soil conservation test or not according to the comparison result. And when the comparison result is that the acquired multispectral information is compared with the acquired multispectral information for the first time, and the determined area of each field meets the minimum area requirement of water and soil conservation check acceptance, determining that the construction of the current construction field passes the water and soil conservation check acceptance. The multispectral information of the construction site collected again can pass through water and soil conservation acceptance, because after the construction is finished, vegetation newly planted in the construction site grows to a certain degree or the construction site is partially or completely recovered after the multispectral information collected for the first time.
In this embodiment, after the construction is finished, the multispectral information of the construction site is collected again after the multispectral information is collected for the first time, and then whether the multispectral information can pass through the soil and water conservation inspection is estimated according to the comparison result of the multispectral information and the multispectral information, and the vegetation needs time to grow or recover is fully considered, so that the collected multispectral information is closer to the real soil and water disturbance condition after the construction is finished.
It should be understood that, although the steps in the flowcharts related to the above embodiments are sequentially shown as indicated by arrows, these steps are not necessarily sequentially performed in the order indicated by the arrows. The steps are not strictly limited to the order of execution unless explicitly recited herein, and the steps may be executed in other orders. Moreover, at least a part of the steps in the flowcharts related to the above embodiments may include a plurality of steps or a plurality of stages, which are not necessarily performed at the same time, but may be performed at different times, and the order of the steps or stages performed is not necessarily sequential, but may be performed alternately or alternately with at least a part of the steps or stages in other steps or other steps.
In one embodiment, as shown in FIG. 3, a system for soil and water conservation monitoring is provided, comprising: a data acquisition module 301, an analysis processing module 302 and an output module 303, wherein:
the data acquisition module 301 is configured to acquire multispectral information of a construction site and a key construction site acquired by the multispectral instrument at a designated acquisition time; the acquisition time includes: a plurality of construction time periods before and during construction, extreme weather time during construction and after construction is finished; the multispectral instrument is carried on flight equipment for aerial photography;
The analysis processing module 302 is configured to compare multispectral information of construction sites with different acquisition times to obtain a first analysis result, where the comparison content includes at least one of the following: comparing the multispectral information of the construction site in the construction process with the multispectral information of the construction site before the construction, comparing the multispectral information of the construction site in each construction time period in the construction process according to the acquisition time, comparing the multispectral information of the construction site after the construction with the multispectral information of the construction site in the construction process, and comparing the constructed spectrum information with the standard spectrum information of each water and soil element; comparing the multispectral information of the key construction parts with different acquisition time to obtain a second analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the key construction part in the construction process with the multispectral information of the key construction part before the construction, comparing the multispectral information of the key construction part in each construction time period in the construction process according to the acquisition time, and comparing the multispectral information of the key construction part after the construction with the multispectral information of the key construction part in the construction process;
and the output module 303 is used for obtaining the disturbance condition of the construction on water and soil according to the first analysis result and the second analysis result.
In this embodiment, the first analysis result is obtained by monitoring construction disturbance conditions of the construction site at different collection times and comparing the multispectral information of the construction site collected at each collection time with the multispectral information of the construction site collected at the previous collection time. And the construction disturbance conditions of the key construction part at different acquisition times are monitored, and multispectral information of the construction site acquired at each acquisition time is compared with multispectral information of the construction site acquired at the last acquisition time respectively to obtain a second analysis result. And according to the first analysis result and the second analysis result, the water and soil disturbance condition of the whole construction to the construction site can be determined. The multi-spectrum information change conditions of the construction site and the key construction part corresponding to each current acquisition time are monitored, and the disturbance conditions of the building construction corresponding to each current acquisition time on water and soil can be obtained based on the multi-spectrum information change conditions, and the disturbance conditions of the water and soil in the construction process can be mastered in time by closely analyzing and continuously tracking the multi-acquisition time. And is also beneficial to timely taking countermeasure to avoid water and soil loss.
In one embodiment, as shown in fig. 3, the data acquisition module 303 stores multispectral parameters of various places in advance, where the multispectral parameters refer to the composite places or the spectrum information with confusion.
In one embodiment, as shown in FIG. 3, the analysis processing module 302 includes a calculation module unit, and a correction module unit, where:
the calculation module unit is used for processing the collected multispectral information, converting the multispectral information into a chart to obtain the area of each land class, wherein the icon comprises a land class distribution chart and a contrast change chart of different collection times;
and the correction module unit is used for comparing the multispectral parameters with the standard spectrum information and analyzing and correcting the acquired multispectral parameters.
In one embodiment, as shown in fig. 3, the system further includes a communication module 304, where multispectral information of the construction site and the key construction site collected by the multispectral instrument is obtained by the communication module.
In one embodiment, as shown in fig. 3, the communication module 304 includes any one of a USB serial port communication module unit, a WIFI communication module unit, and a mobile communication module unit.
Specific limitations regarding the system of soil and water conservation monitoring may be found in the limitations of the method of soil and water conservation monitoring hereinabove and are not repeated here. The modules in the device for water and soil conservation monitoring can be realized in whole or in part by software, hardware and a combination thereof. The above modules may be embedded in hardware or may be independent of a processor in the computer device, or may be stored in software in a memory in the computer device, so that the processor may call and execute operations corresponding to the above modules.
In one embodiment, a computer device is provided, which may be a server, the internal structure of which may be as shown in fig. 4. The computer device includes a processor, a memory, and a network interface connected by a system bus. Wherein the processor of the computer device is configured to provide computing and control capabilities. The memory of the computer device includes a non-volatile storage medium and an internal memory. The non-volatile storage medium stores an operating system, computer programs, and a database. The internal memory provides an environment for the operation of the operating system and computer programs in the non-volatile storage media. The database of the computer device is used to store the collected multispectral information. The network interface of the computer device is used for communicating with an external terminal through a network connection. The computer program is executed by a processor to implement a soil and water conservation monitoring method.
It will be appreciated by persons skilled in the art that the architecture shown in fig. 4 is merely a block diagram of some of the architecture relevant to the present inventive arrangements and is not limiting as to the computer device to which the present inventive arrangements are applicable, and that a particular computer device may include more or fewer components than shown, or may combine some of the components, or have a different arrangement of components.
In an embodiment, there is also provided a computer device comprising a memory and a processor, the memory having stored therein a computer program, the processor implementing the steps of the method embodiments described above when the computer program is executed.
In one embodiment, a computer-readable storage medium is provided, on which a computer program is stored which, when executed by a processor, carries out the steps of the method embodiments described above.
Those skilled in the art will appreciate that implementing all or part of the above described methods may be accomplished by way of a computer program stored on a non-transitory computer readable storage medium, which when executed, may comprise the steps of the embodiments of the methods described above. Any reference to memory, storage, database, or other medium used in embodiments provided herein may include at least one of non-volatile and volatile memory. The nonvolatile Memory may include Read-Only Memory (ROM), magnetic tape, floppy disk, flash Memory, optical Memory, or the like. Volatile memory can include random access memory (Random Access Memory, RAM) or external cache memory. By way of illustration, and not limitation, RAM can be in various forms such as static random access memory (Static Random Access Memory, SRAM) or dynamic random access memory (Dynamic Random Access Memory, DRAM), etc.
The technical features of the above embodiments may be arbitrarily combined, and all possible combinations of the technical features in the above embodiments are not described for brevity of description, however, as long as there is no contradiction between the combinations of the technical features, they should be considered as the scope of the description.
The above examples illustrate only a few embodiments of the application, which are described in detail and are not to be construed as limiting the scope of the application. It should be noted that it will be apparent to those skilled in the art that several variations and modifications can be made without departing from the spirit of the application, which are all within the scope of the application. Accordingly, the scope of protection of the present application is to be determined by the appended claims.

Claims (10)

1. A water and soil conservation monitoring method is characterized in that,
Acquiring multispectral information of a construction site and a key construction part acquired by a multispectral instrument at a designated acquisition time; the acquisition time includes: a plurality of construction time periods before and during construction, extreme weather time during construction and after construction is finished; the multispectral instrument is carried on flight equipment for aerial photography;
Comparing the multispectral information of the construction sites with different acquisition times to obtain a first analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the construction site in the construction process with the multispectral information of the construction site before the construction, comparing the multispectral information of the construction site in each construction time period in the construction process according to the acquisition time, comparing the multispectral information of the construction site after the construction with the multispectral information of the construction site in the construction process, and comparing the constructed spectrum information with the standard spectrum information of each water and soil element;
comparing the multispectral information of the key construction parts with different acquisition time to obtain a second analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the key construction part in the construction process with the multispectral information of the key construction part before the construction, comparing the multispectral information of the key construction part in each construction time period in the construction process according to the acquisition time, and comparing the multispectral information of the key construction part after the construction with the multispectral information of the key construction part in the construction process;
and obtaining disturbance conditions of construction on water and soil according to the first analysis result and the second analysis result.
2. The method of claim 1, wherein a plurality of construction time periods during the construction process are determined according to a preset acquisition frequency; the preset acquisition frequency comprises once a quarter and once a month in a rainy season.
3. The method of claim 1, wherein extreme weather comprises: and (3) heavy rainfall weather with rainfall larger than a preset value.
4. The method according to claim 1, wherein if the disturbance condition of the construction to the water and the soil obtained after the construction is completed cannot pass through the water and the soil conservation acceptance, the multispectral instrument is instructed to carry out multispectral information on the construction site again at the preset time after the construction is completed;
comparing the multispectral information of the construction site acquired again after construction with the multispectral information acquired for the first time;
and (5) evaluating whether the test is accepted by water and soil conservation according to the comparison result.
5. A soil and water conservation monitoring system, comprising: the system comprises a data acquisition module, an analysis processing module and an output module, wherein:
The data acquisition module is used for acquiring multispectral information of construction sites and key construction parts acquired by the multispectral instrument at appointed acquisition time; the acquisition time includes: a plurality of construction time periods before and during construction, extreme weather time during construction and after construction is finished; the multispectral instrument is carried on flight equipment for aerial photography;
The analysis processing module is used for comparing the multispectral information of the construction sites with different acquisition times to obtain a first analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the construction site in the construction process with the multispectral information of the construction site before the construction, comparing the multispectral information of the construction site in each construction time period in the construction process according to the acquisition time, comparing the multispectral information of the construction site after the construction with the multispectral information of the construction site in the construction process, and comparing the constructed spectrum information with the standard spectrum information of each water and soil element; comparing the multispectral information of the key construction parts with different acquisition time to obtain a second analysis result, wherein the comparison content comprises at least one of the following components: comparing the multispectral information of the key construction part in the construction process with the multispectral information of the key construction part before the construction, comparing the multispectral information of the key construction part in each construction time period in the construction process according to the acquisition time, and comparing the multispectral information of the key construction part after the construction with the multispectral information of the key construction part in the construction process;
And the output module is used for obtaining the disturbance condition of construction on water and soil according to the first analysis result and the second analysis result.
6. The system of claim 5, further comprising a communication module, wherein the multispectral information of the construction site and the key construction site collected by the multispectral instrument is obtained by the communication module.
7. The system of claim 6, wherein the communication module comprises any one of a USB serial port communication module unit, a WIFI communication module unit, and a mobile communication module unit.
8. A computer device comprising a memory and a processor, the memory storing a computer program, characterized in that the processor implements the steps of the method of any of claims 1 to 4 when the computer program is executed.
9. A computer readable storage medium, on which a computer program is stored, characterized in that the computer program, when being executed by a processor, implements the steps of the method of any of claims 1 to 4.
10. A computer program product comprising a computer program, characterized in that the computer program, when executed by a processor, implements the steps of the method of any of claims 1 to 4.
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Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105866377A (en) * 2016-03-30 2016-08-17 贵州师范大学 Cave system type water and soil loss monitoring method and apparatus thereof
CN113537018A (en) * 2021-07-05 2021-10-22 国网安徽省电力有限公司铜陵供电公司 Water and soil conservation monitoring method based on multi-temporal satellite remote sensing and unmanned aerial vehicle technology

Family Cites Families (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113640497A (en) * 2021-08-12 2021-11-12 北京江河中基工程咨询有限公司 Building engineering water and soil loss monitoring content and method

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105866377A (en) * 2016-03-30 2016-08-17 贵州师范大学 Cave system type water and soil loss monitoring method and apparatus thereof
CN113537018A (en) * 2021-07-05 2021-10-22 国网安徽省电力有限公司铜陵供电公司 Water and soil conservation monitoring method based on multi-temporal satellite remote sensing and unmanned aerial vehicle technology

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