Road maintenance resource control method, system and storage medium based on three-dimensional model

Through the three-dimensional model-based road maintenance resource regulation method, road abnormal point areas are identified, maintenance configuration information is formulated and resources are allocated, and the problem of unreasonable use of road maintenance resources in the existing technology is solved, and scientific and reasonable maintenance management and road service life are achieved.

CN119295950BActive Publication Date: 2025-03-07SICHUAN GAOLU INFORMATION TECHNOLOGY CO LTD
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Patent Information

Application Number
CN202411795258.5
Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
Filing Date
2024-12-09
Publication Date
2025-03-07
Estimated Expiration
2044-12-09

AI Technical Summary

Technical Problem

It is difficult for existing technology to achieve scientific and reasonable management of road maintenance, resulting in unreasonable use of road maintenance resources, affecting the service life and operational benefits of roads.

Method used

The road maintenance resource regulation method based on the three-dimensional model is adopted, and by building a three-dimensional model of the road, road status information is obtained, abnormal point areas are identified, maintenance configuration information is formulated, and resources are allocated for road maintenance.

Benefits of technology

It has achieved scientific and reasonable management of road maintenance, reduced the demand for manual field inspections, improved the efficiency and resource utilization of road maintenance, and extended the service life of roads.

✦ Generated by Eureka AI based on patent content.

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Abstract

The present invention discloses a road maintenance resource control method, system and storage medium based on a three-dimensional model, which relates to the technical field of road image monitoring, including dividing the target area into sections according to the three-dimensional model of the target area and combining the route grid information of the target area, and determining at least one section section in the target area. The present invention constructs a three-dimensional model of the road area in the target area in advance, and then performs image recognition to determine the real-time state of the road in each road section according to the image state of each road section, and then determines the location of the abnormal area and the required road maintenance resources according to the real-time state of the road in each road section, so as to provide an effective reference basis for finally determining the maintenance work of each road area. Therefore, it is possible to determine whether the road needs to be maintained without manual field investigation. That is, the purpose of scientific and reasonable maintenance management of road maintenance is effectively achieved.
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Description

Technical Field

[0001] The present invention relates to the technical field of road image monitoring, and in particular to a road maintenance resource control method, system and storage medium based on a three-dimensional model. Background Art

[0002] As road traffic facilities are continuously improved and constructed, corresponding road maintenance management also needs to be managed, which plays an important role in improving the social and economic benefits of roads, promoting the rapid development of the national economy, maintaining the smoothness of road traffic, stimulating domestic demand and reducing transportation costs.

[0003] The traffic network composed of road traffic facilities is intricate and widespread. When abnormal conditions occur on the road, manual on-site inspections are required to determine whether the road is planned for maintenance. This can easily lead to misjudgments that affect the operation of road traffic and is inefficient. Therefore, scientific and reasonable maintenance and management measures are needed to make rational use of road maintenance resources, extend the service life of roads, and create economic benefits for operating and maintenance management units. Summary of the invention

[0004] The purpose of the present invention is to realize scientific and reasonable maintenance management of road maintenance, and to propose a road maintenance resource control method, system and storage medium based on a three-dimensional model.

[0005] In order to achieve the above object, the present invention adopts the following technical solutions:

[0006] In a first aspect, the present invention provides a road maintenance resource control method based on a three-dimensional model, comprising:

[0007] According to the road design information of the target area, a three-dimensional model of the target area is constructed, and the route grid information of the target area is determined;

[0008] Obtain the road status information of the target area, and determine the abnormal point area in the target area in combination with the route grid information of the target area;

[0009] According to the road status information of the target area, the abnormal point area in the target area is identified and analyzed, and the maintenance information of the abnormal point area in the target area is determined;

[0010] Formulate maintenance configuration information for the abnormal point area in the target area according to the maintenance information of the abnormal point area in the target area;

[0011] Determine resource allocation information for the abnormal point area in the target area according to maintenance configuration information for the abnormal point area in the target area;

[0012] According to the resource allocation information of the abnormal point area in the target area, road maintenance is carried out in the abnormal point area in the target area.

[0013] In some feasible solutions, the method for determining the abnormal point area in the target area includes:

[0014] According to the three-dimensional model of the target area and in combination with the route grid information of the target area, the target area is divided into sections, and at least one section is determined in the target area;

[0015] A plurality of monitoring feedback points are set in the target area, and image information of each section of the target area is collected by using the plurality of monitoring feedback points;

[0016] Perform image processing and analysis on the image information of each section in the target area to determine the image feature information of multiple sections in the target area;

[0017] According to the road design information of the target area, the abnormal monitoring information of the target area is preset;

[0018] Matching the image feature information of each section in the target area with the abnormal monitoring information of the target area to determine the abnormal information of the target area;

[0019] According to the route grid information of the target area and combined with the abnormal information of the target area, the abnormal point area in the target area is determined.

[0020] In some feasible solutions, the method for determining abnormal information of the target area includes:

[0021] Obtain image information of any section in the target area, and determine the coordinate area information of the current section in combination with the route grid information of the target area;

[0022] Perform image feature recognition on the image information of the current section to obtain gray value distribution information of the current section;

[0023] According to the gray value distribution information of the current section, the gray value abnormal range is marked on the image information of the current section, and the gray value feature information in the image of the current section is determined;

[0024] According to the road design information of the current section, abnormal monitoring information in the image of the current section is set;

[0025] The gray value feature information in the current section image is matched with the abnormal monitoring information in the current section image to determine the abnormal information of the current section.

[0026] In some feasible solutions, the method for determining the grayscale feature information in the current section image includes:

[0027] Assume that there is any abnormal range m in the image information of any section in the target area, then the gray value feature of any abnormal range m is for:

[0028] ;

[0029] In the formula, The abnormal area in the image information of the current section. is the number of abnormal ranges in the image information of the current section. is the actual length of the abnormal range in the current section. is the length of the abnormal range in the image information of the current section, is the actual depth corresponding to the image grayscale value in the current section image information, It is the compensation coefficient between the distance in the interval road section image information and the actual distance.

[0030] In some feasible solutions, the method for determining the grayscale feature information in the current section image further includes:

[0031] According to the route grid information of the target area, simulate writing the first contour reference line and the second contour reference line on any abnormal range in the image information of any section;

[0032] According to the first contour reference line and the second contour reference line, and in combination with the route grid information of the target area, respectively determine the intersection coordinate points of the first contour reference line and the second contour reference line with any abnormal range in the current section image information;

[0033] The area of ​​the abnormal range in the current section image information is determined according to the intersection coordinate points of the first contour reference line and the second contour reference line with any abnormal range in the current section image information.

[0034] In some feasible solutions, the method for determining the abnormal range area in the current section image information includes:

[0035] Suppose any abnormal range in the image information of any section of the road is consistent with the first contour reference line Intersects Dot and Point, with the second contour reference line Intersects Dot and point, and the first contour reference line and the second contour reference line Intersects point, then there is an abnormal area in the image information of the current section. for:

[0036] ;

[0037] In the formula, The first contour reference line and the second contour reference line Intersects with the exception range at point, Dot and The area of ​​a point; The first contour reference line and the second contour reference line Intersects with the exception range at point, Dot and The area of ​​a point; The first contour reference line and the second contour reference line Intersects with the exception range at point, Dot and The area of ​​a point; The first contour reference line and the second contour reference line Intersects with the exception range at point, Dot and The area of ​​a point; is the compensation coefficient of the area of ​​the intersection of the first contour reference line and the second contour reference line with the abnormal range;

[0038] According to the abnormal area in the interval road segment image information, if the intersection area of ​​the first contour reference line and the second contour reference line with the abnormal range is larger than the abnormal area in the interval road segment image information, then If the intersection area of ​​the first contour reference line and the second contour reference line with the abnormal range is smaller than the abnormal area in the interval road segment image information, then ,and .

[0039] In some feasible solutions, the method for formulating maintenance configuration information of abnormal point areas in the target area includes:

[0040] Assume that any section of the target area has image information Maintenance tasks, maintenance resources The total maintenance configuration cost of the abnormal point area in the current section image information is for:

[0041] ;

[0042] In the formula, Maintenance resources required for maintenance task i Unit cost;

[0043] Maintenance resources required for maintenance task i the number of

[0044] It is the compensation coefficient for maintenance configuration cost.

[0045] In some feasible solutions, the control method further comprises:

[0046] According to the image information of each section in the target area, respectively determine the maintenance configuration information in the image information of each section;

[0047] The maintenance planning route of the target area is determined based on the maintenance configuration information in the image information of each section of the road and combined with the route grid information of the target area.

[0048] In a second aspect, the present invention provides a road maintenance resource control system based on a three-dimensional model, which adopts a road maintenance resource control method based on a three-dimensional model as described in any one of the first aspects; the control system further includes:

[0049] A model building module, wherein the model building module is used to build a three-dimensional model of the target area;

[0050] A status acquisition module, wherein the status acquisition module is used to obtain road status information of a target area;

[0051] An analysis and processing module, wherein the analysis and processing module is used to identify and analyze abnormal point areas in the target area to determine maintenance information of the abnormal point areas in the target area;

[0052] A resource configuration module is used to generate resource allocation information of the abnormal point area in the target area according to the maintenance configuration information of the abnormal point area in the target area.

[0053] In a third aspect, the present invention provides a computer-readable storage medium having a computer program stored thereon, wherein when the program is executed by a processor, a three-dimensional model-based road maintenance resource control method as described in any one of the first aspects is implemented.

[0054] The beneficial effects of the present invention are:

[0055] The present invention constructs a three-dimensional model of the road area in the target area in advance, and then performs image recognition to determine the real-time status of the road in each road section according to the image status of each road section, and then determines the location of the abnormal area and the required road maintenance resources according to the real-time status of the road in each road section, providing an effective reference basis for the final determination of the maintenance work of each road area. Therefore, it is possible to determine whether the road needs maintenance without manual field investigation. That is, the purpose of scientific and reasonable maintenance management of road maintenance is effectively achieved. BRIEF DESCRIPTION OF THE DRAWINGS

[0056] Figure 1 A schematic diagram of the overall process of a road maintenance resource control method based on a three-dimensional model provided in an embodiment of the present invention;

[0057] Figure 2 A schematic diagram of a partial flow chart of a road maintenance resource control method based on a three-dimensional model provided in an embodiment of the present invention;

[0058] Figure 3 A schematic diagram of irregular fragmentation area in a road maintenance resource control method based on a three-dimensional model provided in an embodiment of the present invention. DETAILED DESCRIPTION

[0059] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0060] It should be noted that all directional indications (such as up, down, left, right, front, back, etc.) in the embodiments of the present invention are only used to explain the relative position relationship, movement status, etc. between the components under a certain specific posture (as shown in the accompanying drawings). If the specific posture changes, the directional indication will also change accordingly.

[0061] In the present invention, unless otherwise clearly specified and limited, the terms "connection", "fixation", etc. should be understood in a broad sense. For example, "fixation" can be a fixed connection, a detachable connection, or an integral connection; it can be a mechanical connection or an electrical connection; it can be a direct connection or an indirect connection through an intermediate medium, it can be the internal connection of two elements or the interaction relationship between two elements, unless otherwise clearly defined. For ordinary technicians in this field, the specific meanings of the above terms in the present invention can be understood according to specific circumstances.

[0062] In addition, if there are descriptions involving "first", "second", etc. in the embodiments of the present invention, the descriptions of "first", "second", etc. are only used for descriptive purposes and cannot be understood as indicating or implying their relative importance or implicitly indicating the number of technical features indicated. Therefore, the features defined as "first" and "second" may explicitly or implicitly include at least one of the features. In addition, the meaning of "and / or" appearing in the full text includes three parallel schemes. Taking "A and / or B" as an example, it includes scheme A, or scheme B, or a scheme that satisfies both A and B. In addition, the technical solutions between the various embodiments can be combined with each other, but it must be based on the ability of ordinary technicians in the field to implement. When the combination of technical solutions is contradictory or cannot be implemented, it should be deemed that such a combination of technical solutions does not exist and is not within the scope of protection required by the present invention.

[0063] Reference Figures 1 to 3 In order to achieve the purpose of scientific and reasonable road maintenance management in this embodiment, the present invention provides a road maintenance resource control method based on a three-dimensional model in this first aspect. The control method constructs a three-dimensional model of the road area in the target area in advance, and then performs image recognition to determine the real-time state of the road in each road section according to the image state of each road section, and then determines the location of the abnormal area and the required road maintenance resources according to the real-time state of the road in each road section, so as to provide an effective reference basis for the final determination of the maintenance work of each road area. Therefore, it is possible to determine whether the road needs maintenance without manual field investigation. That is, the purpose of scientific and reasonable road maintenance management is effectively achieved.

[0064] Specifically, a road maintenance resource control method based on a three-dimensional model includes: constructing a three-dimensional model of the target area according to the road design information of the target area, and determining the route grid information of the target area; that is, the constructed three-dimensional model can be used to intuitively and clearly determine the actual situation of the target area and the location of the area that needs maintenance. Then, the road status information of the target area can be obtained through wired or wireless (such as images), and combined with the route grid information of the target area, the abnormal point area in the target area can be determined; that is, when an abnormality occurs on the road, the state of the road can be preliminarily determined based on the driver or pedestrian and camera. Thus, according to the road status information of the target area, the abnormal point area in the target area can be identified and analyzed to determine the maintenance information of the abnormal point area in the target area; then, according to the maintenance information of the abnormal point area in the target area, the maintenance configuration information of the abnormal point area in the target area can be formulated; that is, according to the maintenance demand of the area where the abnormal situation occurs in the target area, the maintenance resource demand of the target area can be determined, and then the resource allocation information given to the abnormal point area in the target area can be determined according to the maintenance configuration information of the abnormal point area in the target area; finally, according to the resource allocation information of the abnormal point area in the target area, the road maintenance of the abnormal point area in the target area is carried out. That is, in this embodiment, the road image in the target area can be captured by framing, and then the image state recognition and analysis of the road image in the target area can be performed to determine the road state of the target area and determine the road in the target area that needs to be maintained and the resources required for maintenance, and then finally it can be determined that the road in the target area needs to be maintained and configured with resources. That is, it is not necessary to conduct a manual field investigation to complete the judgment of whether the road needs to be maintained. That is, the purpose of scientific and reasonable maintenance management of road maintenance is effectively achieved. It should be noted that, in the present embodiment, in order to be able to accurately judge the conditions of road sections in the target area, the method for determining the abnormal point area in the target area also includes: dividing the target area into intervals based on the three-dimensional model of the target area and combining the route grid information of the target area, and determining at least one interval section in the target area; that is, all roads in the target area are divided into intervals to achieve accurate positioning of the status of each road interval section in the target area, so as to ensure accurate judgment of the required maintenance conditions of each road interval section in the target area.

[0065] Reference Figure 2In this embodiment, in order to facilitate understanding of how to determine the abnormal point area in the target area, an example is given here of how to judge the required maintenance status of any interval section in the target area. Specifically, the method for determining the abnormal point area of ​​each interval section in the target area includes: multiple monitoring feedback points can be set in the target area, and the image information of each interval section in the target area is collected by using the multiple monitoring feedback points; then the image processing analysis is performed on the image information of each interval section in the target area, and then the image feature information of multiple interval sections in the target area is determined (the size of the damaged area, the depth of the damaged area, etc. can be derived by the gray value situation); here, in order to realize automatic and intelligent automatic recognition of the road image of each interval section, the abnormal monitoring information of the target area can be preset according to the road design information of the target area; that is, the abnormal monitoring model is preset according to the normal situation of the road image of each interval section, and then the image feature information of each interval section in the target area can be matched with the abnormal monitoring information of the target area respectively to determine the abnormal information of the target area; finally, the abnormal point area in the target area can be determined according to the route grid information of the target area and combined with the abnormal information of the target area. Specifically, the method for determining the abnormal information of the target area includes: obtaining the image information of any interval road section in the target area, and combining the route grid information of the target area to determine the coordinate area information of the current interval road section; then performing image feature recognition on the image information of the current interval road section to obtain the gray value distribution information of the current interval road section; then marking the gray value abnormal range of the image information of the current interval road section according to the gray value distribution information of the current interval road section to determine the gray value characteristic information in the image of the current interval road section; then setting the abnormal monitoring information in the image of the current interval road section according to the road design information of the current interval road section; finally matching the gray value characteristic information in the image of the current interval road section with the abnormal monitoring information in the image of the current interval road section to determine the abnormal information of the current interval road section. It can be completed that the required maintenance conditions of each interval road section in the target area can be determined through intelligent and automatic image monitoring recognition. Here, in order to facilitate understanding of how to determine the gray value characteristic information in the image of each interval road section according to the gray value characteristic information in the image of the interval road section, the method for determining the gray value characteristic information in the image of the current interval road section includes:

[0066] Assume that there is any abnormal range m in the image information of any section in the target area, then the gray value feature of any abnormal range m is for:

[0067] Formula 1;

[0068] In formula 1, The abnormal area in the image information of the current section. is the number of abnormal ranges in the image information of the current section. is the actual length of the abnormal range in the current section. is the length of the abnormal range in the image information of the current section, is the actual depth corresponding to the image grayscale value in the current section image information, is the compensation coefficient between the distance in the interval road section image information and the actual distance. That is, the actual depth corresponding to different image grayscale values ​​in the interval road section image information and the proportion of the image length and the actual length in the interval road section image information can be determined in advance, and the area size and depth of the abnormal area in each interval road section image information can be determined.

[0069] Reference Figure 3 In this embodiment, since the image length and the actual length in each interval road section image information are proportional, and when there is an abnormal situation in any interval road section image information (such as a broken road surface), the irregular damaged area makes it difficult to determine the damaged area. Here, in order to facilitate the determination of the irregular damaged area, the method for determining the gray value feature information in the current interval road section image also includes: according to the route grid information of the target area, the first contour reference line and the second contour reference line can be simulated and written on any abnormal range in any interval road section image information; then, according to the first contour reference line and the second contour reference line, and in combination with the route grid information of the target area, the intersection coordinate points of the first contour reference line and the second contour reference line with any abnormal range in the current interval road section image information can be determined respectively; and then finally, according to the intersection coordinate points of the first contour reference line and the second contour reference line with any abnormal range in the current interval road section image information, the area of ​​the abnormal range in the current interval road section image information is determined. That is, in this embodiment, the first contour reference line and the second contour reference line can be set in the interval road segment image where the abnormal area exists, and the first contour reference line and the second contour reference line can be respectively used to calculate the maximum horizontal distance and the maximum vertical distance of the irregular damage area using the intersection coordinate calculation method. Furthermore, in order to facilitate understanding of how to determine the irregular abnormal range area in the interval road segment image information, the following example is given here. Figure 3 As shown, the method for determining the abnormal range area in the current section image information includes:

[0070] Suppose any abnormal range in the image information of any section of road is consistent with the first contour reference line Intersects Dot and Point, with the second contour reference line Intersects Dot and point, and the first contour reference line and the second contour reference line Intersects point, then there is an abnormal area in the image information of the current section. for:

[0071] Formula 2;

[0072] In formula 2, The first contour reference line and the second contour reference line Intersects with the exception range at point, Dot and The area of ​​a point; The first contour reference line and the second contour reference line Intersects with the exception range at point, Dot and The area of ​​a point; The first contour reference line and the second contour reference line Intersects with the exception range at point, Dot and The area of ​​a point; The first contour reference line and the second contour reference line Intersects with the exception range at point, Dot and The area of ​​a point; is the compensation coefficient of the area of ​​the intersection of the first contour reference line and the second contour reference line with the abnormal range;

[0073] Among them, in order to compensate for the error of calculating the irregular abnormal damage area using the above point coordinates, according to the abnormal area in the interval road section image information, if the intersection area of ​​the first contour reference line and the second contour reference line with the abnormal range is larger than the abnormal area in the interval road section image information, then If the intersection area of ​​the first contour reference line and the second contour reference line with the abnormal range is smaller than the abnormal area in the interval road segment image information, then ,and .

[0074] In this embodiment, in order to facilitate explanation of how to determine the maintenance configuration information of each section road image in the target area, the following explanation is given here. Specifically, the method for formulating the maintenance configuration information of the abnormal point area in the target area includes:

[0075] Assume that any section of the target area has image information Maintenance tasks, maintenance resources The total maintenance configuration cost of the abnormal point area in the current section image information is for:

[0076] Formula 3;

[0077] In formula 3, Maintenance resources required for maintenance task i Unit cost;

[0078] Maintenance resources required for maintenance task i the number of

[0079] It is the compensation coefficient for maintenance configuration cost.

[0080] In a feasible embodiment, in order to facilitate the planning of the maintenance route in the target area, the control method further includes: determining the maintenance configuration information in each interval road section image information according to each interval road section image information in the target area; and then determining the maintenance planning route of the target area according to the maintenance configuration information in each interval road section image information and combining the route grid information of the target area. That is, according to the state of each interval road section image in the target area, the required maintenance resources of the interval road section in the abnormal area are determined, and then according to the amount of required maintenance resources, the subsequent maintenance route planning situation in the target area is determined.

[0081] In the second aspect, the present invention provides a road maintenance resource control system based on a three-dimensional model, which adopts a road maintenance resource control method based on a three-dimensional model described in any one of the first aspects; the control system also includes: a model construction module, a state acquisition module, an analysis and processing module, and a resource configuration module, wherein the model construction module is used to construct a three-dimensional model of the target area according to the road design information of the target area; the state acquisition module is used to obtain the road state information of the target area, including but not limited to image acquisition; the analysis and processing module is used to identify and analyze the abnormal point area in the target area to determine the maintenance information of the abnormal point area in the target area; the resource configuration module is used to generate resource allocation information of the abnormal point area in the target area according to the maintenance configuration information of the abnormal point area in the target area. In this embodiment, the control system effectively realizes the automatic recognition of each road section image for road maintenance by adopting the control method described in the first aspect, and provides an effective basis for judging whether the road in each road section needs to be maintained, without the need for personnel to conduct on-site inspections. Effectively realize scientific and reasonable maintenance management of road maintenance. In addition, in a feasible implementation manner, the control system further includes: a route planning module, and the route planning module is used to determine the maintenance planning route of the target area according to the maintenance configuration information of each section.

[0082] In some embodiments, the control system can communicate using any currently known or future developed network protocol such as HTTP (Hyper Text Transfer Protocol), and can be interconnected with any form or medium of digital data communication (e.g., a communication network). Examples of communication networks include a local area network ("LAN"), a wide area network ("WAN"), an internet (e.g., the Internet), and a peer-to-peer network (e.g., an ad hoc peer-to-peer network), as well as any currently known or future developed network.

[0083] The functions described above herein may be performed at least in part by one or more hardware logic components. For example, exemplary types of hardware logic components that may be used include, without limitation, field programmable gate arrays (FPGAs), application specific integrated circuits (ASICs), application specific standard products (ASSPs), systems on chips (SOCs), complex programmable logic devices (CPLDs), etc.

[0084] The third aspect of the present invention provides a computer-readable medium having a computer program stored thereon, wherein when the program is executed by a processor, a road maintenance resource control method based on a three-dimensional model as described in any one of the first aspects is implemented. The computer-readable medium in this embodiment can be written in one or more programming languages ​​or a combination thereof to write computer program codes for performing the operations of some embodiments of the present disclosure, wherein the programming languages ​​include object-oriented programming languages, such as Java, Smalltalk, C++, and conventional procedural programming languages, such as "C" language or similar programming languages. The program code can be executed entirely on the user's computer, partially on the user's computer, as an independent software package, partially on the user's computer and partially on a remote computer, or entirely on a remote computer or server. In the case of a remote computer, the remote computer can be connected to the user's computer through any type of network, including a local area network (LAN) or a wide area network (WAN), or can be connected to an external computer (for example, using an Internet service provider to connect through the Internet).

[0085] The flow chart and block diagram in the accompanying drawings illustrate the possible architecture, function and operation of the system, method and computer program product according to various embodiments of the present disclosure. In this regard, each square box in the flow chart or block diagram can represent a module, a program segment or a part of a code, and the module, the program segment or a part of the code contains one or more executable instructions for realizing the specified logical function. It should also be noted that in some implementations as replacements, the functions marked in the square box can also occur in a sequence different from that marked in the accompanying drawings. For example, two square boxes represented in succession can actually be executed substantially in parallel, and they can sometimes be executed in the opposite order, depending on the functions involved. It should also be noted that each square box in the block diagram and / or flow chart, and the combination of the square boxes in the block diagram and / or flow chart can be implemented with a dedicated hardware-based system that performs a specified function or operation, or can be implemented with a combination of dedicated hardware and computer instructions.

[0086] In particular, according to some embodiments of the present disclosure, the process described above with reference to the flowchart can be implemented as a computer software program. For example, some embodiments of the present disclosure include a computer program product, which includes a computer program carried on a computer readable medium, and the computer program includes a program code for executing the method shown in the flowchart.

[0087] The fourth aspect of the present invention provides an electronic device, comprising: one or more processors; a storage device having one or more programs stored thereon; when the one or more programs are executed by the one or more processors, the one or more processors implement a road maintenance resource control method based on a three-dimensional model as described in the first aspect. The above-mentioned computer-readable medium may be included in the above-mentioned electronic device; or it may exist separately, that is, it is not assembled into the electronic device. The above-mentioned computer-readable medium carries one or more programs, and when the above-mentioned one or more programs are executed by the electronic device, the electronic device can implement a road maintenance resource control method based on a three-dimensional model as described in the first aspect.

[0088] A fifth aspect of the present invention provides a computer program product, including a computer program, which, when executed by a processor, implements a road maintenance resource control method based on a three-dimensional model as described in the first aspect.

[0089] The above descriptions are only some preferred embodiments of the present disclosure and an explanation of the technical principles used. Those skilled in the art should understand that the scope of the invention involved in the embodiments of the present disclosure is not limited to the technical solutions formed by a specific combination of the above technical features, but should also cover other technical solutions formed by any combination of the above technical features or their equivalent features without departing from the above inventive concept. For example, the above features are replaced with (but not limited to) technical features with similar functions disclosed in the embodiments of the present disclosure.

Claims

1. A road maintenance resource control method based on a three-dimensional model, characterized in that: include: According to the road design information of the target area, a three-dimensional model of the target area is constructed, and the route grid information of the target area is determined; Obtain the road status information of the target area, and determine the abnormal point area in the target area in combination with the route grid information of the target area; According to the road status information of the target area, the abnormal point area in the target area is identified and analyzed, and the maintenance information of the abnormal point area in the target area is determined; Formulate maintenance configuration information for the abnormal point area in the target area according to the maintenance information of the abnormal point area in the target area; Determine resource allocation information for the abnormal point area in the target area according to maintenance configuration information for the abnormal point area in the target area; Perform road maintenance on the abnormal point areas in the target area according to resource allocation information of the abnormal point areas in the target area; Wherein, the method for determining the abnormal point area in the target area includes: According to the three-dimensional model of the target area and in combination with the route grid information of the target area, the target area is divided into sections, and at least one section is determined in the target area; A plurality of monitoring feedback points are set in the target area, and image information of each section of the target area is collected by using the plurality of monitoring feedback points; Perform image processing and analysis on the image information of each section in the target area to determine the image feature information of multiple sections in the target area; According to the road design information of the target area, the abnormal monitoring information of the target area is preset; Matching the image feature information of each section in the target area with the abnormal monitoring information of the target area to determine the abnormal information of the target area; According to the route grid information of the target area and combined with the abnormal information of the target area, the abnormal point area in the target area is determined; Wherein, the method for determining abnormal information of the target area includes: Obtain image information of any section in the target area, and determine the coordinate area information of the current section in combination with the route grid information of the target area; Perform image feature recognition on the image information of the current section to obtain gray value distribution information of the current section; According to the gray value distribution information of the current section, the gray value abnormal range is marked on the image information of the current section, and the gray value feature information in the image of the current section is determined; According to the road design information of the current section, abnormal monitoring information in the image of the current section is set; Matching the grayscale feature information in the current section image with the abnormal monitoring information in the current section image to determine the abnormal information of the current section; Specifically, the method for determining the gray value feature information in the current section image includes: Assume that there is any abnormal range m in the image information of any section in the target area, Then the gray value characteristic of any abnormal range m is for: ; In the formula, The abnormal area in the image information of the current section. is the number of abnormal ranges in the image information of the current section. is the actual length of the abnormal range in the current section. is the length of the abnormal range in the image information of the current section, is the actual depth corresponding to the image grayscale value in the current section image information, It is the compensation coefficient between the distance in the interval road section image information and the actual distance.

2. A road maintenance resource control method based on a three-dimensional model according to claim 1, characterized in that: The method for determining the gray value feature information in the current section image also includes: According to the route grid information of the target area, simulate writing the first contour reference line and the second contour reference line on any abnormal range in the image information of any section of the road; According to the first contour reference line and the second contour reference line, and in combination with the route grid information of the target area, respectively determine the intersection coordinate points of the first contour reference line and the second contour reference line with any abnormal range in the current section image information; The area of ​​the abnormal range in the current section image information is determined according to the intersection coordinate points of the first contour reference line and the second contour reference line with any abnormal range in the current section image information.

3. The road maintenance resource control method based on a three-dimensional model according to claim 2 is characterized in that: The method for determining the abnormal range area in the current section image information includes: Suppose any abnormal range in the image information of any section of road is consistent with the first contour reference line Intersects Point and Point, with the second contour reference line Intersects Point and point, and the first contour reference line and the second contour reference line Intersects point, then there is an abnormal area in the image information of the current section. for: ; In the formula, The first contour reference line and the second contour reference line Intersects with the exception range at point, Point and The area of ​​a point; The first contour reference line and the second contour reference line Intersects with the exception range at point, Point and The area of ​​a point; The first contour reference line and the second contour reference line Intersects with the exception range at point, Point and The area of ​​a point; The first contour reference line and the second contour reference line Intersects with the exception range at point, Point and The area of ​​a point; is the compensation coefficient of the area of ​​the intersection of the first contour reference line and the second contour reference line with the abnormal range; According to the abnormal area in the interval road segment image information, if the intersection area of ​​the first contour reference line and the second contour reference line with the abnormal range is larger than the abnormal area in the interval road segment image information, then If the intersection area of ​​the first contour reference line and the second contour reference line with the abnormal range is smaller than the abnormal area in the interval road segment image information, then ,and .

4. A road maintenance resource control method based on a three-dimensional model according to claim 3, characterized in that: The method for formulating maintenance configuration information of abnormal point areas in the target area includes: Assume that any section of the target area has image information Maintenance tasks, maintenance resources The total maintenance configuration cost of the abnormal point area in the current section image information is for: ; In the formula, Maintenance resources required for maintenance task i Unit cost; Maintenance resources required for maintenance task i the number of It is the compensation coefficient for maintenance configuration cost.

5. A road maintenance resource control method based on a three-dimensional model according to claim 4, characterized in that: The control method further comprises: According to the image information of each section in the target area, respectively determine the maintenance configuration information in the image information of each section; The maintenance planning route of the target area is determined based on the maintenance configuration information in the image information of each section of the road and combined with the route grid information of the target area.

6. A road maintenance resource control system based on a three-dimensional model, characterized in that: A road maintenance resource control method based on a three-dimensional model according to any one of claims 1 to 5; the control system further comprises: A model building module, wherein the model building module is used to build a three-dimensional model of the target area; A status acquisition module, wherein the status acquisition module is used to obtain road status information of a target area; An analysis and processing module, wherein the analysis and processing module is used to identify and analyze abnormal point areas in the target area to determine maintenance information of the abnormal point areas in the target area; A resource configuration module is used to generate resource allocation information of the abnormal point area in the target area according to the maintenance configuration information of the abnormal point area in the target area.

7. A computer-readable storage medium having a computer program stored thereon, characterized in that: in, When the program is executed by the processor, a road maintenance resource control method based on a three-dimensional model is implemented as described in any one of claims 1 to 5.

Citation Information

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