Method for determining offshore wind power cluster power transmission system structure and electronic equipment
By comprehensively considering the location selection of offshore boost platform and the transmission cable laying path, and using the ant colony algorithm to optimize the path selection, the problems of high cost of power laying transmission cables and increased operation and maintenance complexity in the offshore wind power cluster transmission system in the existing technology are solved, and the cost reduction and operation and maintenance simplification are achieved.
Patent Information
- Application Number
- CN202411802636.8
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-12-09
- Publication Date
- 2025-03-14
- Estimated Expiration
- 2044-12-09
AI Technical Summary
The lack of comprehensive considerations in the prior art for offshore boost platform site selection and transmission cable laying paths, resulting in high cost of power transmission cable laying and increased operation and maintenance complexity in offshore wind power cluster transmission systems.
By obtaining the coordinates of multiple fans in the offshore wind power cluster, the center coordinates and area restrictions of the onshore centralized control center, the candidate coordinates of the offshore boost platform and the power cable laying path are determined, and the path selection is optimized using the ant colony algorithm, and the location selection of the offshore boost platform and the power cable laying path are comprehensively considered.
The site selection and transmission cable laying path of offshore boost platform have been optimized, reducing the cable laying cost and operation and maintenance complexity of offshore wind power cluster transmission systems.
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Figure CN119622972A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of wind power cluster power transmission, and in particular to a method for determining the structure of an offshore wind power cluster power transmission system and electronic equipment. Background Art
[0002] The development of offshore wind power clusters not only helps to make full use of the abundant wind energy resources at sea, but also has the advantages of high power generation efficiency, land resource conservation and environmental friendliness. However, in the planning of the structure optimization of the transmission system of offshore wind power clusters in the existing technology, if the laying path of the transmission cable is not optimized, it will increase the difficulty of cable maintenance and failure rate; if the location of the offshore booster platform is not properly selected, the transmission cable will need a longer distance to connect each wind turbine and the onshore power grid, thereby increasing the laying cost. Therefore, the existing technology lacks comprehensive consideration of the site selection of the offshore booster platform and the laying path of the transmission cable, resulting in high cable laying costs and increased complexity of operation and maintenance in the offshore wind power cluster transmission system.
[0003] To address the above-mentioned problems, no effective solution has been proposed yet. Summary of the invention
[0004] The embodiments of the present invention provide a method for determining the structure of an offshore wind power cluster transmission system and an electronic device, so as to at least solve the technical problems in the related art of high transmission cable laying cost and high operation and maintenance complexity of the offshore wind power cluster transmission system due to failure to comprehensively consider the site selection of the offshore booster platform and the transmission cable laying path.
[0005] According to one embodiment of the present invention, there is provided a method for determining a power transmission system structure of an offshore wind power cluster, including: obtaining coordinates of a plurality of wind turbines in the offshore wind power cluster, the center coordinates of an onshore centralized control center, and area restriction information; determining candidate coordinates of an offshore booster platform based on the coordinates and the center coordinates of the plurality of wind turbines; determining a first transmission cable laying path and target coordinates of the offshore booster platform based on the candidate coordinates and the area restriction information, wherein the first transmission cable laying path is used to represent a transmission cable laying path between the wind power cluster and the offshore booster platform; determining a second transmission cable laying path based on the center coordinates and the target coordinates, wherein the second transmission cable laying path is used to represent a transmission cable laying path between the offshore booster platform and the onshore centralized control center; determining the power transmission system structure of the offshore wind power cluster based on the first transmission cable laying path, the second transmission cable laying path, and the target coordinates.
[0006] Optionally, based on the coordinates and center coordinates of multiple wind turbines, determining the candidate coordinates of the offshore boost platform includes: connecting the coordinates of the multiple wind turbines with the center coordinates respectively to form multiple test straight lines; dividing the multiple test straight lines into multiple equidistant lines at equal intervals to obtain multiple equidistant lines; and determining the midpoints of the multiple equidistant lines as the candidate coordinates.
[0007] Optionally, determining the first transmission cable laying path and the target coordinates of the offshore booster platform in the offshore wind power cluster transmission system based on the candidate coordinates and the area restriction information includes: using an ant colony algorithm in combination with the area restriction information to search between the candidate coordinates and the coordinates of multiple wind turbines to obtain candidate transmission cable laying paths; screening the candidate transmission cable laying paths to obtain the first transmission cable laying path and the target coordinates.
[0008] Optionally, an ant colony algorithm is used in combination with area restriction information to search between candidate coordinates and the coordinates of multiple wind turbines to obtain candidate transmission cable laying paths, including: determining the candidate coordinates as food points; determining the coordinates of multiple wind turbines as ant nests; searching between food points and ant nests based on probability transfer rules, area restriction information and objective functions to obtain candidate transmission cable laying paths, wherein the objective function is determined based on the length of the transmission cable laying path.
[0009] Optionally, screening the candidate transmission cable laying paths to obtain the first transmission cable laying path and the target coordinates includes: acquiring transmission cable laying cost information corresponding to the candidate transmission cable laying paths; screening the candidate transmission cable laying paths based on the transmission cable laying cost information to obtain the first transmission cable laying path; and determining the candidate coordinates corresponding to the first transmission cable laying path as the target coordinates.
[0010] Optionally, the method for determining the structure of the offshore wind power cluster transmission system also includes: determining a search area based on the coordinates and center coordinates of multiple wind turbines; gridding the search area to obtain grid point data; in response to determining that there are obstacles in the path between the grid points based on area restriction information, determining the heuristic data in the probability transfer rule as a maximum value.
[0011] Optionally, determining the second transmission cable laying path based on the center coordinates and the target coordinates includes: searching between the target coordinates and the center coordinates using an ant colony algorithm in combination with the area restriction information to obtain the second transmission cable laying path.
[0012] According to one embodiment of the present invention, there is also provided a device for determining the structure of an offshore wind power cluster transmission system, comprising: an acquisition module for acquiring the coordinates of multiple wind turbines in the offshore wind power cluster, the central coordinates of an onshore centralized control center and area restriction information; a first determination module for determining the candidate coordinates of an offshore booster platform based on the coordinates and the central coordinates of the multiple wind turbines; a second determination module for determining a first transmission cable laying path and the target coordinates of the offshore booster platform based on the candidate coordinates and the area restriction information, wherein the first transmission cable laying path is used to represent the transmission cable laying path between the wind power cluster and the offshore booster platform; a third determination module for determining a second transmission cable laying path based on the central coordinates and the target coordinates, wherein the second transmission cable laying path is used to represent the transmission cable laying path between the offshore booster platform and the onshore centralized control center; a fourth determination module for determining the structure of the offshore wind power cluster transmission system based on the first transmission cable laying path, the second transmission cable laying path and the target coordinates.
[0013] Optionally, the first determination module is further used to: connect the coordinates of multiple wind turbines with the central coordinates to form multiple test lines; divide the multiple test lines into multiple equidistant lines at equal intervals to obtain multiple equidistant lines; and determine the midpoints of the multiple equidistant lines as the candidate coordinates.
[0014] Optionally, the second determination module is further used to: search between candidate coordinates and coordinates of multiple wind turbines using an ant colony algorithm in combination with area restriction information to obtain candidate transmission cable laying paths; screen the candidate transmission cable laying paths to obtain a first transmission cable laying path and target coordinates.
[0015] Optionally, the second determination module is also used to: determine the candidate coordinates as food points; determine the coordinates of multiple wind turbines as ant nests; search between food points and ant nests based on probability transfer rules, area restriction information and objective functions to obtain candidate transmission cable laying paths, wherein the objective function is determined based on the length of the transmission cable laying path.
[0016] Optionally, the second determination module is also used to: obtain transmission cable laying cost information corresponding to the candidate transmission cable laying path; screen the candidate transmission cable laying paths based on the transmission cable laying cost information to obtain the first transmission cable laying path; and determine the candidate coordinates corresponding to the first transmission cable laying path as the target coordinates.
[0017] Optionally, the device for determining the structure of the offshore wind power cluster transmission system also includes a processing module, which is used to determine the search area based on the coordinates and center coordinates of multiple wind turbines; grid the search area to obtain grid point data; in response to determining that there are obstacles in the path between the grid points based on area restriction information, determine the heuristic data in the probability transfer rule as a maximum value.
[0018] Optionally, the third determination module is further used to: use an ant colony algorithm in combination with the area restriction information to search between the target coordinates and the center coordinates to obtain a second transmission cable laying path.
[0019] According to one embodiment of the present invention, there is also provided an electronic device, comprising: a memory storing an executable program; and a processor for running the program, wherein the above-mentioned method for determining the structure of an offshore wind power cluster transmission system is executed when the program is running.
[0020] According to one embodiment of the present invention, a computer-readable storage medium is also provided, which includes a stored executable program, wherein when the executable program is running, the device where the storage medium is located is controlled to execute the above-mentioned method for determining the structure of the offshore wind power cluster transmission system.
[0021] According to one embodiment of the present invention, there is further provided a computer program product, comprising a computer program, which implements the above-mentioned method for determining the structure of a power transmission system of an offshore wind power cluster when executed by a processor.
[0022] In an embodiment of the present invention, the coordinates of multiple wind turbines in an offshore wind power cluster, the central coordinates of an onshore centralized control center, and regional restriction information are obtained, and based on the coordinates and central coordinates of the multiple wind turbines, candidate coordinates of an offshore booster platform are determined; based on the candidate coordinates and regional restriction information, a first transmission cable laying path and target coordinates of the offshore booster platform are determined; based on the central coordinates and the target coordinates, a second transmission cable laying path is determined; based on the first transmission cable laying path, the second transmission cable laying path, and the target coordinates, a transmission system structure of the offshore wind power cluster is determined, and by comprehensively considering the site selection of the offshore booster platform and the laying path of the transmission cable, the purpose of optimizing the site selection of the offshore booster platform and the laying path of the transmission cable is achieved, thereby achieving the technical effect of comprehensively considering the geographical environment of the offshore wind farm and the site selection of the offshore booster platform to reduce the cable laying cost and operation and maintenance complexity of the offshore wind power cluster transmission system, thereby solving the technical problem of high transmission cable laying cost and high operation and maintenance complexity of the offshore wind power cluster transmission system due to failure to comprehensively consider the site selection of the offshore booster platform and the laying path of the transmission cable in the related art. BRIEF DESCRIPTION OF THE DRAWINGS
[0023] The drawings described herein are used to provide a further understanding of the present invention and constitute a part of this application. The exemplary embodiments of the present invention and their descriptions are used to explain the present invention and do not constitute an improper limitation of the present invention. In the drawings:
[0024] Figure 1 It is a hardware structure block diagram of a method for determining the structure of an offshore wind power cluster transmission system according to one embodiment of the present invention;
[0025] Figure 2 is a flow chart of a method for determining a structure of an offshore wind power cluster transmission system according to one embodiment of the present invention;
[0026] Figure 3 is a schematic diagram of a method for determining the structure of an offshore wind power cluster transmission system according to one embodiment of the present invention;
[0027] Figure 4 is a flow chart of another method for determining the structure of an offshore wind power cluster transmission system according to one embodiment of the present invention;
[0028] Figure 5 It is a structural block diagram of a device for determining the structure of an offshore wind power cluster transmission system according to one embodiment of the present invention. DETAILED DESCRIPTION
[0029] In order to enable those skilled in the art to better understand the scheme of the present invention, the technical scheme in the embodiments of the present invention will be clearly and completely described below in conjunction with the drawings 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 should fall within the scope of protection of the present invention.
[0030] It should be noted that the terms "first", "second", etc. in the specification and claims of the present invention and the above-mentioned drawings are used to distinguish similar objects, and are not necessarily used to describe a specific order or sequence. It should be understood that the data used in this way can be interchanged where appropriate, so that the embodiments of the present invention described herein can be implemented in an order other than those illustrated or described herein. In addition, the terms "including" and "having" and any variations thereof are intended to cover non-exclusive inclusions, for example, a process, method, system, product or device that includes a series of steps or units is not necessarily limited to those steps or units that are clearly listed, but may include other steps or units that are not clearly listed or inherent to these processes, methods, products or devices.
[0031] The distribution network line fault processing method embodiment provided in the embodiment of the present application can be executed in a mobile terminal, a computer terminal or a similar computing device. Figure 1 FIG. 1 is a hardware structure block diagram of a method for determining the structure of an offshore wind power cluster transmission system according to one embodiment of the present invention. Figure 1As shown, the computer terminal 10 (or electronic device 10) may include one or more (102a, 102b, ..., 102n are used to illustrate) processors (the processor may include but is not limited to a processing device such as a microprocessor MCU or a programmable logic device FPGA), a memory 104 for storing data, and a transmission module 106 for communication functions. In addition, it may also include: a display, an input / output interface (I / O interface), a universal serial bus (USB) port (which may be included as one of the ports of the I / O interface), a network interface, a power supply and / or a camera. It can be understood by those skilled in the art that Figure 1 The structure shown is only for illustration and does not limit the structure of the above electronic device. Figure 1 More or fewer components as shown, or with Figure 1 Different configurations are shown.
[0032] It should be noted that the one or more processors and / or other data processing circuits described above may generally be referred to herein as "data processing circuits". The data processing circuits may be embodied in whole or in part as software, hardware, firmware, or any other combination thereof. In addition, the data processing circuit may be a single independent processing module, or may be incorporated in whole or in part into any of the other components in the computer terminal 10 (or electronic device). As described in the embodiments of the present application, the data processing circuit acts as a processor control (e.g., selection of a variable resistor terminal path connected to an interface).
[0033] The memory 104 can be used to store software programs and modules of application software, such as the program instructions / data storage device corresponding to the method for determining the structure of the offshore wind power cluster transmission system in the embodiment of the present application. The processor executes various functional applications and data processing by running the software programs and modules stored in the memory 104, that is, the above-mentioned method for determining the structure of the offshore wind power cluster transmission system is realized. The memory 104 may include a high-speed random access memory, and may also include a non-volatile memory, such as one or more magnetic storage devices, flash memory, or other non-volatile solid-state memory. In some instances, the memory 104 may further include a memory remotely arranged relative to the processor, and these remote memories may be connected to the computer terminal 10 via a network. Examples of the above-mentioned network include, but are not limited to, the Internet, an intranet, a local area network, a mobile communication network, and a combination thereof.
[0034] The transmission module 106 is used to receive or send data via a network. The specific example of the above network may include a wireless network provided by a communication provider of the computer terminal 10. In one example, the transmission module 106 includes a network adapter (Network Interface Controller, NIC), which can be connected to other network devices through a base station so as to communicate with the Internet. In one example, the transmission module 106 can be a radio frequency (RF) module, which is used to communicate with the Internet wirelessly.
[0035] The display may be, for example, a touch screen type liquid crystal display (LCD), which may enable a user to interact with a user interface of the computer terminal 10 (or electronic device).
[0036] It should be noted that, in some optional embodiments, the above Figure 1 The computer device (or electronic device) shown may include hardware elements (including circuits), software elements (including computer code stored on a computer-readable medium), or a combination of hardware elements and software elements. It should be noted that Figure 1 This is merely one example of a particular embodiment and is intended to illustrate the types of components that may be present in the above-described computer device (or electronic device).
[0037] According to an embodiment of the present invention, a method embodiment of a method for determining the structure of an offshore wind power cluster transmission system is provided. It should be noted that the steps shown in the flowchart of the accompanying drawings can be executed in a computer system such as a set of computer executable instructions, and although a logical order is shown in the flowchart, in some cases, the steps shown or described may be executed in an order different from that shown here.
[0038] Figure 2 is a flow chart of a method for determining the structure of an offshore wind power cluster transmission system according to one embodiment of the present invention. Figure 2 As shown, the method comprises the following steps:
[0039] Step S20, obtaining the coordinates of multiple wind turbines in the offshore wind power cluster, the center coordinates of the onshore centralized control center, and regional restriction information;
[0040] In step S20, the coordinates of the above-mentioned multiple wind turbines are used to characterize the precise geographic location coordinates of the wind turbines. For example, a high-precision global positioning system (GPS) or geographic information system (GIS) technology is used to determine the precise location of each wind turbine. These technologies can provide longitude and latitude coordinates, and even altitude information, to ensure the accuracy of the wind turbine location.
[0041] The central coordinates of the above-mentioned onshore centralized control center are used to represent the central coordinates of the onshore centralized control center closest to the offshore wind power cluster, expressed in longitude and latitude.
[0042] The above regional restriction information is used to characterize the geographical and environmental constraints of the offshore wind power cluster transmission system to ensure that the design and construction of the transmission cables meet safety, environmental protection and technical standards. The above regional restriction information includes but is not limited to: seabed topography and water depth, environmental protection areas and ecologically sensitive areas.
[0043] Step S22, determining candidate coordinates of the offshore boost platform based on the coordinates and center coordinates of the plurality of wind turbines;
[0044] Step S24, determining a first transmission cable laying path and a target coordinate of the offshore boosting platform based on the candidate coordinates and the area restriction information, wherein the first transmission cable laying path is used to represent a transmission cable laying path between the wind farm cluster and the offshore boosting platform;
[0045] Specifically, the Ant Colony Optimization (ACO) algorithm is used to search between the candidate coordinates and the coordinates of multiple wind turbines in combination with the regional restriction information to obtain the candidate transmission cable laying path corresponding to each candidate coordinate. Multiple candidate transmission cable laying paths are screened to determine the first transmission cable laying path, and the candidate coordinates corresponding to the first transmission cable laying path are determined as the target coordinates of the offshore booster platform. At the same time, the low-voltage cable laying path and the low-voltage confluence cable laying path are determined according to the first transmission cable laying path, and the shortest path from other wind turbines to the low-voltage confluence cable is determined.
[0046] Step S26, determining a second transmission cable laying path based on the center coordinates and the target coordinates, wherein the second transmission cable laying path is used to represent a transmission cable laying path between the offshore boosting platform and the onshore centralized control center;
[0047] Specifically, the ACO algorithm is used in combination with the area restriction information to search between the central coordinates and the target coordinates of the onshore centralized control center to obtain the shortest path between the central coordinates and the target coordinates, and the shortest path is determined as the second transmission cable laying path.
[0048] Step S28, determining the offshore wind power cluster transmission system structure based on the first transmission cable laying path, the second transmission cable laying path and the target coordinates.
[0049] Specifically, the low-voltage cable laying path and the low-voltage converging cable laying path between the offshore booster platform and the offshore wind farm cluster are determined based on the first transmission cable laying path, and the transmission cable laying path between the onshore centralized control center and the offshore booster platform is determined based on the second transmission cable laying path. In summary, the offshore wind farm cluster transmission system structure is determined.
[0050] Based on the above steps S20 to S28, the coordinates of multiple wind turbines in the offshore wind power cluster, the central coordinates of the onshore centralized control center and the regional restriction information are obtained, and based on the coordinates and the central coordinates of the multiple wind turbines, the candidate coordinates of the offshore booster platform are determined; based on the candidate coordinates and the regional restriction information, the first transmission cable laying path and the target coordinates of the offshore booster platform are determined; based on the central coordinates and the target coordinates, the second transmission cable laying path is determined; based on the first transmission cable laying path, the second transmission cable laying path and the target coordinates, the transmission system of the offshore wind power cluster is determined The structure achieves the purpose of optimizing the site selection of the offshore booster platform and the laying path of the transmission cable by comprehensively considering the site selection of the offshore booster platform and the laying path of the transmission cable, thereby achieving the technical effect of comprehensively considering the geographical environment of the offshore wind farm and the site selection of the offshore booster platform to reduce the cable laying cost and operation and maintenance complexity of the offshore wind power cluster transmission system, thereby solving the technical problem of high transmission cable laying cost and high operation and maintenance complexity of the offshore wind power cluster transmission system due to failure to comprehensively consider the site selection of the offshore booster platform and the laying path of the transmission cable in the related technology.
[0051] Optionally, in step S22, determining candidate coordinates of the offshore boost platform based on the coordinates and center coordinates of the plurality of wind turbines includes:
[0052] Step S221, connecting the coordinates of the multiple wind turbines with the center coordinates to form multiple test straight lines;
[0053] Step S222, dividing the plurality of test straight lines into equal distances to obtain a plurality of equal distance lines;
[0054] Step S223: determine the midpoints of the multiple equidistant lines as candidate coordinates.
[0055] Specifically, Figure 3 is a schematic diagram of a method for determining the structure of an offshore wind power cluster transmission system according to one embodiment of the present invention, such as Figure 3As shown: the hollow circles represent the coordinates of multiple wind turbines, and the solid circles represent the central coordinates of the onshore centralized control center. As shown in the figure, the wind turbines include: wind turbine 1, wind turbine 2, wind turbine 3 and wind turbine 4, and the candidate coordinates include: candidate coordinate A, candidate coordinate B, ..., candidate coordinate G. First, the coordinates of each wind turbine are connected to the central coordinates of the centralized control center to form multiple test lines; then, each test line is divided into equal intervals, and the same equal interval points on each test line are connected to obtain multiple equal interval lines; then, the midpoints of the multiple equal interval lines are used as candidate coordinates of the offshore booster platform, where the lines between the midpoints are detection line segments. In the process of equal interval division, selecting the midpoint as the candidate coordinate helps to reduce the differences in the transmission paths from multiple wind turbines to the offshore booster platform, thereby improving the balance of power transmission and optimizing the transmission efficiency and stability of electric energy.
[0056] Based on the above steps S221 to S223, the coordinates of the multiple wind turbines are respectively connected to the central coordinates to form multiple test straight lines; the multiple test straight lines are equally spaced to obtain multiple equidistant lines; the midpoints of the multiple equidistant lines are determined as the candidate coordinates, which can ensure that the location selection of the offshore booster platform can fully consider the distribution of each wind turbine, avoid placing the offshore booster platform in a too remote or unreasonable location, and optimize the spatial layout of the offshore booster platform.
[0057] Optionally, in step S24, determining the first transmission cable laying path and the target coordinates of the offshore boosting platform in the offshore wind power cluster transmission system based on the candidate coordinates and the area restriction information includes:
[0058] Step S241, searching between the candidate coordinates and the coordinates of multiple wind turbines using an ant colony algorithm in combination with the area restriction information to obtain a candidate transmission cable laying path;
[0059] In step S241, the ant colony algorithm is a heuristic algorithm that simulates the foraging behavior of ants in nature and is used to solve the path optimization problem.
[0060] Specifically, the map between the wind turbine coordinates and the candidate coordinates is gridded, and each edge in the gridded map represents a possible transmission cable laying path, and each edge has pheromone concentration and heuristic data associated with it. The ants are simulated to search for paths on the graph, and the probability of the ants choosing a path depends on the pheromone concentration and heuristic data, where the heuristic data is determined based on the regional restriction information. After multiple iterations, the ACO algorithm gradually finds a better path from the wind turbine to the offshore boost platform. After each iteration, the pheromone concentration on the path is updated according to the quality of the path found by the ants to provide feedback for subsequent iterations. According to the ACO algorithm, a better candidate transmission cable laying path corresponding to each candidate coordinate is obtained. Figure 3As shown in , based on the ACO algorithm, the preferred candidate transmission cable laying paths between the candidate coordinates A, the candidate coordinates B, ..., the candidate coordinates G and the wind turbine coordinates are obtained respectively.
[0061] Step S242, screening the candidate transmission cable laying paths to obtain the first transmission cable laying path and the target coordinates.
[0062] Specifically, multiple candidate transmission cable laying paths are screened according to the laying cost of the transmission cable, and the candidate transmission cable laying path with the lowest laying cost of the transmission cable is selected as the first transmission cable laying path, and the candidate coordinates corresponding to the candidate transmission cable laying path are determined as the target coordinates, that is, the site selection location of the offshore boost platform.
[0063] Based on the above steps S241 to S242, the ant colony algorithm is used in combination with the area restriction information to search between the candidate coordinates and the coordinates of multiple wind turbines to obtain candidate transmission cable laying paths; the candidate transmission cable laying paths are screened to obtain the first transmission cable laying path and the target coordinates, and by screening the candidate transmission cable laying paths, the path with the lowest cost is selected as the first transmission cable laying path, which can maximize resource savings and reduce construction costs while ensuring the power transmission effect.
[0064] Optionally, in step S241, the candidate transmission cable laying paths are obtained by searching between the candidate coordinates and the coordinates of the plurality of wind turbines using an ant colony algorithm in combination with the area restriction information, and the candidate transmission cable laying paths include:
[0065] Step S301, determining the candidate coordinates as food points;
[0066] Step S302, determining the coordinates of the plurality of wind turbines as an ant nest;
[0067] Specifically, the candidate location of the offshore booster platform is set as the “food point”, and the coordinates of multiple wind turbines are set as the “ant nest”. The goal of the ants is to find the optimal path from the food point to each ant nest.
[0068] Step S303, searching between the food point and the ant nest based on the probability transfer rule, the area restriction information and the objective function to obtain a candidate transmission cable laying path, wherein the objective function is determined based on the length of the transmission cable laying path.
[0069] In step S303, the above objective function is used to characterize the shortest path from the food point to the ant nest.
[0070] The specific calculation process of the above probability transfer rule is shown in expressions (1)-(2).
[0071]
[0072] in, m represents the number of ants; ρ represents the pheromone evaporation rate; α represents the pheromone importance factor; β represents the heuristic data importance factor; τ ij represents the pheromone intensity between the two grid points i and j, initialized to a constant; η ij Represents the heuristic data between two grid points i and j, usually inversely proportional to the distance; S∈A k represents the set of next grid points that ant k can reach from its current position (excluding obstacles); L k represents the length of the path traversed by ant k; Q is a constant.
[0073] Furthermore, the search area is divided into a series of smaller, regular grids, and the center point of each grid is called a grid point. ij reflects the attraction of the path, which represents the distance between two grid points, where the shorter the distance, the greater the ij The smaller the value of , the more attractive the path is to ants. However, when it is determined that there are obstacles on the path between two points based on the regional restriction information, the heuristic data is set to a maximum value (e.g., infinity) to indicate that this path is not selectable for ants, thereby ensuring that ants will not choose this path for search and guiding them to find other feasible paths.
[0074] For example, Figure 3 As shown in the figure, there are 7 candidate offshore booster platform locations (food points) A, B, C, D, E, F, G, and 4 wind turbines (ant nests): 1, 2, 3, and 4. There is a potential path between each wind turbine and each candidate location. Ants will start from the candidate location and find the shortest path to each wind turbine. Each ant moves according to the probabilistic transfer rule, which takes into account the pheromone concentration and heuristic data. Assuming that the ant starts from A, it will calculate the path to wind turbines 1, 2, 3, and 4, and choose the next moving direction based on the pheromone concentration and heuristic data of the path. After the ant completes a path search from the candidate location to the wind turbine, it will update the pheromone concentration along the way according to the length of the path. The shorter the path, the greater the increase in pheromone, so that other ants are more likely to choose this path in the next round of search. This process will be repeated many times until a termination condition is met, such as reaching a predetermined number of iterations or the path length no longer decreases significantly. After each iteration, the ant colony will update the pheromone, thereby gradually finding the optimal path set from the candidate location to the wind turbine.
[0075] Based on the above steps S301 to S303, the candidate coordinates are determined as food points; the coordinates of multiple wind turbines are determined as ant nests; based on the probability transfer rules, area restriction information and objective functions, a search is performed between the food points and the ant nests to obtain candidate transmission cable laying paths, wherein the objective function is determined based on the length of the transmission cable laying path. The ant colony algorithm can automatically complete the path selection process by simulating the behavior of nature, reduce human intervention, and improve the efficiency and intelligence level of path selection.
[0076] Optionally, in step S242, the candidate transmission cable laying paths are screened to obtain the first transmission cable laying path and the target coordinates, including:
[0077] Step S401, obtaining transmission cable laying cost information corresponding to the candidate transmission cable laying path;
[0078] Specifically, the intersections between the candidate transmission cable laying paths are obtained, and several candidate transmission cable laying paths with the most intersections are determined. The candidate coordinates are connected with each intersection in turn to obtain a transmission cable laying path, and the transmission cable laying path is determined as the laying path of the low-voltage confluence cable. The path between the last intersection (the intersection far away from the candidate coordinates) and the wind turbine is determined as the low-voltage cable laying path. According to the above transmission cable laying method, the transmission cable laying cost of several candidate transmission cable laying paths with the most intersections is calculated.
[0079] Furthermore, when there is no intersection between the candidate transmission cable laying paths, the path between the selected coordinate and the midpoint of the candidate transmission cable laying path is used as the laying path of the low-voltage merging cable, and the path between the midpoint and the wind turbine is used as the low-voltage cable laying path.
[0080] Step S402, screening candidate transmission cable laying paths based on the transmission cable laying cost information to obtain a first transmission cable laying path;
[0081] Step S403: determine the candidate coordinates corresponding to the first transmission cable laying path as the target coordinates.
[0082] Specifically, the transmission cable laying costs of several candidate transmission cable laying paths with the most intersections are obtained, and multiple candidate transmission cable laying paths are screened according to the transmission cable laying costs, and the candidate transmission cable laying path with the lowest transmission cable laying cost is selected as the first transmission cable laying path, and the candidate coordinates corresponding to the candidate transmission cable laying path are determined as the target coordinates, that is, the site selection location of the offshore boost platform.
[0083] Furthermore, the laying paths of the low-voltage cables and the low-voltage converging cables are planned according to the laying path of the first transmission cable, and at the same time, the shortest path to the low-voltage converging cables after avoiding obstacles is found for the remaining wind turbines. The determination of the shortest path can be based on the ACO algorithm, the A* algorithm, the random search tree algorithm, etc.
[0084] For example, Figure 3 As shown, the laying path of the first transmission cable is determined to be the transmission cable laying path between the candidate coordinate A and the wind turbine 2, and then the laying paths of the low-voltage cable and the low-voltage merging cable are planned on the transmission cable laying path. On this basis, the shortest path to the low-voltage merging cable after avoiding obstacles is found for the remaining wind turbines.
[0085] Based on the above steps S401 to S403, the transmission cable laying cost information corresponding to the candidate transmission cable laying path is obtained; the candidate transmission cable laying paths are screened based on the transmission cable laying cost information to obtain a first transmission cable laying path; the candidate coordinates corresponding to the first transmission cable laying path are determined as the target coordinates, and the site selection of the offshore booster platform and the laying path of the transmission cable are optimized by comprehensively considering the site selection of the offshore booster platform and the laying path of the transmission cable, thereby achieving the technical effect of comprehensively considering the geographical environment of the offshore wind farm and the site selection of the offshore booster platform to reduce the cable laying cost and operation and maintenance complexity of the offshore wind power cluster transmission system, thereby solving the technical problem of high transmission cable laying cost and high operation and maintenance complexity of the offshore wind power cluster transmission system due to failure to comprehensively consider the site selection of the offshore booster platform and the laying path of the transmission cable in the related technology.
[0086] Optionally, the method for determining the structure of the offshore wind power cluster transmission system further includes:
[0087] Step S291, determining a search area based on the coordinates and center coordinates of multiple wind turbines;
[0088] In step S291, the search area is determined based on the coordinates of all wind turbines in the offshore wind power cluster and the central coordinates of the onshore centralized control center, which covers the potential connection area between all wind turbines and the centralized control center.
[0089] Step S292, gridding the search area to obtain grid point data;
[0090] Specifically, the search area is divided into a series of smaller, regular grids, and the center point of each grid is called a grid point. Gridding can transform continuous spatial problems into discrete node network problems, which is convenient for calculation and optimization. The coordinate information of each grid point is recorded, that is, the grid point data, which will be used in the subsequent path search and optimization process.
[0091] Step S293, in response to determining that there are obstacles on the paths between the grid points based on the area restriction information, determining the heuristic data in the probability transfer rule as a maximum value.
[0092] Specifically, when it is determined based on the regional restriction information that there are obstacles on the path between the grid points, it means that the path is not feasible, so the heuristic data ηij in the probability transfer rule is determined to be a maximum value. For example, in an offshore wind farm in a real environment, there may be a variety of natural or artificial obstacles, such as marine life protection areas, other submarine facilities, changes in submarine terrain, etc., which may limit the laying path of cables. If the path between two grid points is affected by obstacles, then this path is considered infeasible.
[0093] Based on the above steps S291 to S293, the search area is determined based on the coordinates and center coordinates of multiple wind turbines; the search area is gridded to obtain grid point data; in response to the determination that there are obstacles in the path between the grid points based on the area restriction information, the heuristic data in the probability transfer rule is determined as a maximum value, which effectively improves the path planning efficiency, feasibility and safety of the offshore wind power cluster transmission system, and can achieve efficient and reliable transmission path optimization in a complex environment.
[0094] Optionally, in step S26, determining the second transmission cable laying path based on the center coordinates and the target coordinates includes:
[0095] Step S261, searching between the target coordinates and the center coordinates using an ant colony algorithm in combination with the area restriction information to obtain a second transmission cable laying path.
[0096] Specifically, before performing a path search, it is necessary to consider the actual regional restriction information of the offshore wind power cluster transmission system and the surrounding area. The regional restriction information includes but is not limited to: seabed topography, marine biological protection areas, and other seabed facilities (such as oil and gas pipelines, other cables). Based on the regional restriction information, it can be determined which paths are feasible and which paths are infeasible due to obstacles or restrictions. Infeasible paths will be marked in the ACO algorithm to avoid being selected by ants during the search process.
[0097] Specifically, the ACO algorithm is used to "move" between the target coordinates (the selected offshore booster platform location) and the center coordinates (the location of the onshore centralized control center) to find the path with the lowest cost. During the search process, the ants will decide the direction of movement based on the pheromone concentration and heuristic information (cost) on the path. Paths with higher pheromone concentrations are more likely to be selected. After multiple rounds of search and pheromone updates, the ACO algorithm will gradually converge to the optimal path from the target coordinates to the center coordinates, that is, the second transmission cable laying path.
[0098] Exemplarily, the best location for the offshore boost platform has been determined through the previous steps. Next, it is necessary to determine the optimal high-voltage cable path from this location to the onshore centralized control center. First, based on the seabed topography of the area and the defined obstacle area, a detailed grid map is created, with each grid point representing a small section of the seabed area. Then, the ACO algorithm lets the "ants" start from the target coordinates of the offshore boost platform and try to find a path to the onshore centralized control center. During the search process, the "ants" will choose the direction of the next move based on the pheromones on the path (representing the frequency of passing through the path in previous searches) and heuristic information (cost). If a path is marked as restricted or there are obstacles, the "ants" will avoid choosing this path. After multiple iterations and pheromone updates, the algorithm converges to an optimal path, namely the second transmission cable laying path, which will be used to guide the actual laying of high-voltage cables and achieve efficient connection from the offshore boost platform to the onshore centralized control center.
[0099] Based on the above step S261, the ant colony algorithm is used to search between the target coordinates and the center coordinates in combination with the regional restriction information to obtain the second transmission cable laying path. By optimizing the transmission path from the offshore booster platform to the onshore centralized control center, the overall efficiency of the wind farm can be significantly improved. A shorter and lower-cost transmission path can reduce energy loss and improve power transmission efficiency, thereby optimizing the operating efficiency of the entire offshore wind power cluster.
[0100] Figure 4 is a flow chart of another method for determining the structure of an offshore wind power cluster transmission system according to one embodiment of the present invention. Figure 4 As shown, the method comprises the following steps:
[0101] Step S401, obtaining coordinates of multiple wind turbines in an offshore wind power cluster, central coordinates of an onshore centralized control center, and area restriction information;
[0102] Step S402, connecting the coordinates of the multiple wind turbines with the center coordinates to form multiple test straight lines;
[0103] Step S403, dividing the plurality of test straight lines into equal distances to obtain a plurality of equal distance lines;
[0104] Step S404, determining the midpoints of the plurality of equidistant lines as candidate coordinates;
[0105] Step S405, determining the candidate coordinates as food points;
[0106] Step S406, determining the coordinates of the plurality of wind turbines as an ant nest;
[0107] Step S407, searching between the food point and the ant nest based on the probability transfer rule, the area restriction information and the objective function to obtain a candidate transmission cable laying path;
[0108] Step S408, obtaining transmission cable laying cost information corresponding to the candidate transmission cable laying path;
[0109] Step S409, screening candidate transmission cable laying paths based on the transmission cable laying cost information to obtain a first transmission cable laying path;
[0110] Step S410, determining the candidate coordinates corresponding to the first transmission cable laying path as the target coordinates;
[0111] Step S411, searching between the target coordinates and the center coordinates using an ant colony algorithm in combination with the area restriction information to obtain a second transmission cable laying path;
[0112] Step S412: determining the offshore wind power cluster transmission system structure based on the first transmission cable laying path, the second transmission cable laying path and the target coordinates.
[0113] Based on the above steps S401 to S412, the coordinates of multiple wind turbines in the offshore wind power cluster, the central coordinates of the onshore centralized control center and the regional restriction information are obtained, and based on the coordinates and the central coordinates of the multiple wind turbines, the candidate coordinates of the offshore booster platform are determined; based on the candidate coordinates and the regional restriction information, the first transmission cable laying path and the target coordinates of the offshore booster platform are determined; based on the central coordinates and the target coordinates, the second transmission cable laying path is determined; based on the first transmission cable laying path, the second transmission cable laying path and the target coordinates, the transmission system of the offshore wind power cluster is determined. The system structure achieves the purpose of optimizing the site selection of the offshore booster platform and the laying path of the transmission cable by comprehensively considering the site selection of the offshore booster platform and the laying path of the transmission cable, thereby achieving the technical effect of comprehensively considering the geographical environment of the offshore wind farm and the site selection of the offshore booster platform to reduce the cable laying cost and operation and maintenance complexity of the offshore wind power cluster transmission system, thereby solving the technical problem of high transmission cable laying cost and high operation and maintenance complexity of the offshore wind power cluster transmission system due to failure to comprehensively consider the site selection of the offshore booster platform and the laying path of the transmission cable in the related technology.
[0114] Through the description of the above implementation methods, those skilled in the art can clearly understand that the method according to the above embodiment can be implemented by means of software plus a necessary general hardware platform, and of course can also be implemented by hardware, but in many cases the former is a better implementation method. Based on such an understanding, the technical solution of the present invention is essentially or the part that contributes to the prior art can be embodied in the form of a software product, which is stored in a storage medium (such as ROM / RAM, a magnetic disk, or an optical disk), and includes a number of instructions for a terminal device (which can be a mobile phone, a computer, a server, or a network device, etc.) to execute the methods of various embodiments of the present invention.
[0115] In an embodiment of the present invention, a device for determining the structure of an offshore wind power cluster transmission system is also provided, and the device is used to implement the above-mentioned embodiments and preferred implementation modes, and the descriptions that have been made will not be repeated. As used below, the term "module" can implement a combination of software and / or hardware for a predetermined function. Although the devices described in the following embodiments are preferably implemented in software, the implementation of hardware, or a combination of software and hardware, is also possible and conceivable.
[0116] Figure 5 is a structural block diagram of a device for determining the structure of an offshore wind power cluster transmission system according to one embodiment of the present invention, such as Figure 5 As shown, the device comprises:
[0117] An acquisition module 501 is used to acquire the coordinates of multiple wind turbines in an offshore wind power cluster, the center coordinates of an onshore centralized control center, and area restriction information;
[0118] A first determination module 502 is used to determine candidate coordinates of an offshore boost platform based on the coordinates and center coordinates of a plurality of wind turbines;
[0119] A second determination module 503 is used to determine the first transmission cable laying path and the target coordinates of the offshore boosting platform based on the candidate coordinates and the area restriction information, wherein the first transmission cable laying path is used to represent the transmission cable laying path between the wind power cluster and the offshore boosting platform;
[0120] A third determination module 504 is used to determine a second transmission cable laying path based on the center coordinates and the target coordinates, wherein the second transmission cable laying path is used to represent the transmission cable laying path between the offshore boosting platform and the onshore centralized control center;
[0121] The fourth determination module 505 is used to determine the structure of the offshore wind power cluster transmission system based on the first transmission cable laying path, the second transmission cable laying path and the target coordinates.
[0122] Optionally, the first determination module 502 is further used to: connect the coordinates of multiple wind turbines with the central coordinates to form multiple test lines; divide the multiple test lines into multiple equidistant lines; and determine the midpoints of the multiple equidistant lines as the candidate coordinates.
[0123] Optionally, the second determination module 503 is further used to: search between candidate coordinates and coordinates of multiple wind turbines using an ant colony algorithm in combination with area restriction information to obtain candidate transmission cable laying paths; screen the candidate transmission cable laying paths to obtain a first transmission cable laying path and target coordinates.
[0124] Optionally, the second determination module 503 is also used to: determine the candidate coordinates as food points; determine the coordinates of multiple wind turbines as ant nests; search between food points and ant nests based on probability transfer rules, area restriction information and objective functions to obtain candidate transmission cable laying paths, wherein the objective function is determined based on the length of the transmission cable laying path.
[0125] Optionally, the second determination module 5503 is also used to: obtain transmission cable laying cost information corresponding to the candidate transmission cable laying path; screen the candidate transmission cable laying paths based on the transmission cable laying cost information to obtain the first transmission cable laying path; and determine the candidate coordinates corresponding to the first transmission cable laying path as the target coordinates.
[0126] Optionally, the device for determining the structure of the offshore wind power cluster transmission system also includes a processing module 506, which is used to determine the search area based on the coordinates and center coordinates of multiple wind turbines; grid the search area to obtain grid point data; in response to determining that there are obstacles in the path between the grid points based on the area restriction information, determine the heuristic data in the probability transfer rule as a maximum value.
[0127] Optionally, the third determination module 504 is further used to: search between the target coordinates and the center coordinates using an ant colony algorithm in combination with the area restriction information to obtain a second transmission cable laying path.
[0128] It should be noted that the above modules can be implemented by software or hardware. For the latter, it can be implemented in the following ways, but not limited to: the above modules are all located in the same processor; or the above modules are located in different processors in any combination.
[0129] According to one embodiment of the present invention, there is also provided an electronic device, comprising: a memory storing an executable program; and a processor for running the program, wherein the above-mentioned method for determining the structure of an offshore wind power cluster transmission system is executed when the program is running.
[0130] Optionally, in this embodiment, the processor may be configured to perform the following steps through a computer program:
[0131] Step S1, obtaining the coordinates of multiple wind turbines in the offshore wind power cluster, the center coordinates of the onshore centralized control center, and regional restriction information;
[0132] Step S2, determining candidate coordinates of the offshore boost platform based on the coordinates and center coordinates of the plurality of wind turbines;
[0133] Step S3, determining the first transmission cable laying path and the target coordinates of the offshore boosting platform based on the candidate coordinates and the area restriction information, wherein the first transmission cable laying path is used to represent the transmission cable laying path between the wind power cluster and the offshore boosting platform;
[0134] Step S4, determining a second transmission cable laying path based on the center coordinates and the target coordinates, wherein the second transmission cable laying path is used to represent a transmission cable laying path between the offshore boosting platform and the onshore centralized control center;
[0135] Step S5, determining the offshore wind power cluster transmission system structure based on the first transmission cable laying path, the second transmission cable laying path and the target coordinates.
[0136] According to one embodiment of the present invention, a computer-readable storage medium is also provided, which includes a stored executable program, wherein when the executable program is running, the device where the storage medium is located is controlled to execute the above-mentioned method for determining the structure of the offshore wind power cluster transmission system.
[0137] Optionally, in this embodiment, the storage medium may be configured to store a computer program for performing the following steps:
[0138] Step S1, obtaining the coordinates of multiple wind turbines in the offshore wind power cluster, the center coordinates of the onshore centralized control center, and regional restriction information;
[0139] Step S2, determining candidate coordinates of the offshore boost platform based on the coordinates and center coordinates of the plurality of wind turbines;
[0140] Step S3, determining the first transmission cable laying path and the target coordinates of the offshore boosting platform based on the candidate coordinates and the area restriction information, wherein the first transmission cable laying path is used to represent the transmission cable laying path between the wind power cluster and the offshore boosting platform;
[0141] Step S4, determining a second transmission cable laying path based on the center coordinates and the target coordinates, wherein the second transmission cable laying path is used to represent a transmission cable laying path between the offshore boosting platform and the onshore centralized control center;
[0142] Step S5, determining the offshore wind power cluster transmission system structure based on the first transmission cable laying path, the second transmission cable laying path and the target coordinates.
[0143] Optionally, in this embodiment, the above-mentioned storage medium may include but is not limited to: a USB flash drive, a read-only memory (ROM), a random access memory (RAM), a mobile hard disk, a magnetic disk or an optical disk, and other media that can store computer programs.
[0144] According to one embodiment of the present invention, there is further provided a computer program product, comprising a computer program, which implements the above-mentioned method for determining the structure of a power transmission system of an offshore wind power cluster when executed by a processor.
[0145] Optionally, in this embodiment, the computer program product may be configured to store computer program instructions for performing the following steps:
[0146] Step S1, obtaining the coordinates of multiple wind turbines in the offshore wind power cluster, the center coordinates of the onshore centralized control center, and regional restriction information;
[0147] Step S2, determining candidate coordinates of the offshore boost platform based on the coordinates and center coordinates of the plurality of wind turbines;
[0148] Step S3, determining the first transmission cable laying path and the target coordinates of the offshore boosting platform based on the candidate coordinates and the area restriction information, wherein the first transmission cable laying path is used to represent the transmission cable laying path between the wind power cluster and the offshore boosting platform;
[0149] Step S4, determining a second transmission cable laying path based on the center coordinates and the target coordinates, wherein the second transmission cable laying path is used to represent a transmission cable laying path between the offshore boosting platform and the onshore centralized control center;
[0150] Step S5, determining the offshore wind power cluster transmission system structure based on the first transmission cable laying path, the second transmission cable laying path and the target coordinates.
[0151] Optionally, the specific examples in this embodiment may refer to the examples described in the above embodiments and optional implementation modes, and this embodiment will not be described in detail here.
[0152] The serial numbers of the above embodiments of the present invention are only for description and do not represent the advantages or disadvantages of the embodiments.
[0153] In the above embodiments of the present invention, the description of each embodiment has its own emphasis. For parts that are not described in detail in a certain embodiment, reference can be made to the relevant descriptions of other embodiments.
[0154] In the several embodiments provided in this application, it should be understood that the disclosed technical content can be implemented in other ways. Among them, the device embodiments described above are only schematic. For example, the division of the units can be a logical function division. There may be other division methods in actual implementation. For example, multiple units or components can be combined or integrated into another system, or some features can be ignored or not executed. Another point is that the mutual coupling or direct coupling or communication connection shown or discussed can be through some interfaces, indirect coupling or communication connection of units or modules, which can be electrical or other forms.
[0155] The units described as separate components may or may not be physically separated, and the components shown as units may or may not be physical units, that is, they may be located in one place or distributed on multiple units. Some or all of the units may be selected according to actual needs to achieve the purpose of the present embodiment.
[0156] In addition, each functional unit in each embodiment of the present invention may be integrated into one processing unit, or each unit may exist physically separately, or two or more units may be integrated into one unit. The above-mentioned integrated unit may be implemented in the form of hardware or in the form of software functional units.
[0157] If the integrated unit is implemented in the form of a software functional unit and sold or used as an independent product, it can be stored in a computer-readable storage medium. Based on this understanding, the technical solution of the present invention, in essence, or the part that contributes to the prior art, or all or part of the technical solution can be embodied in the form of a software product, and the computer software product is stored in a storage medium, including a number of instructions for a computer device (which can be a personal computer, a server or a network device, etc.) to perform all or part of the steps of the method described in each embodiment of the present invention. The aforementioned storage medium includes: U disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), mobile hard disk, magnetic disk or optical disk and other media that can store program codes.
[0158] The above is only a preferred embodiment of the present invention. It should be pointed out that for ordinary technicians in this technical field, several improvements and modifications can be made without departing from the principle of the present invention. These improvements and modifications should also be regarded as the scope of protection of the present invention.
Claims
1. A method for determining the structure of an offshore wind power cluster transmission system, characterized in that: include: Obtain the coordinates of multiple wind turbines in the offshore wind power cluster, the central coordinates of the onshore centralized control center, and regional restriction information; Determining candidate coordinates of the offshore boost platform based on the coordinates of the plurality of wind turbines and the center coordinates; Determine a first transmission cable laying path and target coordinates of the offshore boost platform based on the candidate coordinates and the area restriction information, wherein the first transmission cable laying path is used to represent a transmission cable laying path between the wind power cluster and the offshore boost platform; Determine a second transmission cable laying path based on the center coordinates and the target coordinates, wherein the second transmission cable laying path is used to represent the transmission cable laying path between the offshore boosting platform and the onshore centralized control center; The offshore wind power cluster transmission system structure is determined based on the first transmission cable laying path, the second transmission cable laying path and the target coordinates.
2. The method for determining the structure of the offshore wind power cluster transmission system according to claim 1, characterized in that: Based on the coordinates of the plurality of wind turbines and the center coordinates, determining candidate coordinates of the offshore boost platform includes: Connecting the coordinates of the plurality of fans to the central coordinates to form a plurality of test straight lines; Dividing the plurality of test straight lines into equal intervals to obtain a plurality of equal interval lines; The midpoints of the plurality of equidistant lines are determined as the candidate coordinates.
3. The method for determining the structure of an offshore wind power cluster transmission system according to claim 1, characterized in that: Determining the first transmission cable laying path in the offshore wind power cluster transmission system and the target coordinates of the offshore boosting platform based on the candidate coordinates and the area restriction information includes: In combination with the area restriction information, an ant colony algorithm is used to search between the candidate coordinates and the coordinates of the plurality of wind turbines to obtain a candidate transmission cable laying path; The candidate transmission cable laying paths are screened to obtain the first transmission cable laying path and the target coordinates.
4. The method for determining the structure of the offshore wind power cluster transmission system according to claim 3, characterized in that: In combination with the area restriction information, an ant colony algorithm is used to search between the candidate coordinates and the coordinates of the plurality of wind turbines to obtain a candidate transmission cable laying path, including: determining the candidate coordinates as food points; determining the coordinates of the plurality of wind turbines as an ant nest; The candidate transmission cable laying path is obtained by searching between the food point and the ant nest based on a probability transfer rule, the area restriction information and an objective function, wherein the objective function is determined based on the length of the transmission cable laying path.
5. The method for determining the structure of the offshore wind power cluster transmission system according to claim 3, characterized in that: Screening the candidate transmission cable laying paths to obtain the first transmission cable laying path and the target coordinates includes: Acquire transmission cable laying cost information corresponding to the candidate transmission cable laying path; Screening the candidate transmission cable laying paths based on the transmission cable laying cost information to obtain the first transmission cable laying path; The candidate coordinates corresponding to the first transmission cable laying path are determined as the target coordinates.
6. The method for determining the structure of the offshore wind power cluster transmission system according to claim 4, characterized in that: The method further comprises: Determine a search area based on the coordinates of the plurality of wind turbines and the center coordinates; Performing grid processing on the search area to obtain grid point data; In response to determining that an obstacle exists on a path between grid points based on the area restriction information, the heuristic data in the probability transition rule is determined to be a maximum value.
7. The method for determining the structure of an offshore wind power cluster transmission system according to claim 1, characterized in that: Determining the second transmission cable laying path based on the center coordinates and the target coordinates includes: An ant colony algorithm is used in combination with the area restriction information to search between the target coordinates and the center coordinates to obtain the second transmission cable laying path.
8. An electronic device, characterized in that: include: A memory storing an executable program; A processor is used to run the program, wherein when the program is running, the method for determining the structure of the offshore wind power cluster transmission system as described in any one of claims 1 to 7 is executed.
9. A computer-readable storage medium, characterized in that: The computer-readable storage medium includes a stored executable program, wherein when the executable program is running, the device where the storage medium is located is controlled to execute the method for determining the structure of the offshore wind power cluster transmission system according to any one of claims 1 to 7.
10. A computer program product, characterized in that It comprises a computer program, which, when executed by a processor, implements the method for determining the structure of an offshore wind power cluster transmission system according to any one of claims 1 to 7.
Citation Information
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