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基于遗传算法中心疏散型TSP路径算法This project optimizes traffic evacuation routes for public transport like buses and railways. It applies to models with routes radiating from a central point. Using a genetic algorithm, it modifies TSP algorithms to ensure outward routes. It also uses angle frequency cauculated by GMM for automatic classification and partitioning

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ReedGAOOO/CentralPointEvacuateRouteOptimizer-use_GMM_pre-devide_angle_partition

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Best Routes GMM Progress Classified Cities TSP&TE

Background

I am planning bus routes for a project in the Wupenicity International Survey Competition (Traffic). Despite searching online, I have not found any open-source projects for traffic evacuation problems. I aim to develop a new algorithm to solve various optimization problems for central point evacuation using the radiating routes model, especially those involving thousands of points.

Install

pip install: numpy pandas matplotlib folium scikit-learn tqdm osmnx networkx

Contributing

Author: Yijie Gao,China

License

MIT License

(c) 2024 ReedGAOOO

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

All files in this repository, including data files such as .xlsx files, are covered by this license.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

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基于遗传算法中心疏散型TSP路径算法This project optimizes traffic evacuation routes for public transport like buses and railways. It applies to models with routes radiating from a central point. Using a genetic algorithm, it modifies TSP algorithms to ensure outward routes. It also uses angle frequency cauculated by GMM for automatic classification and partitioning

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