在动态环境中提高自动引导车辆的路径规划能力:多目标PSO和动态窗口方法
Thi-Kien Dao1,2,3,4, Truong-Giang Ngo5, Jeng-Shyang Pan6
1Fujian Provincial Key Laboratory of Big Data Mining and Applications, Fujian University of Technology, Fuzhou 350118, China.
Biomimetics (Basel, Switzerland)
|January 22, 2024
概括
本研究引入了一种用于自动引导车辆 (AGV) 路径规划的新方法,该方法结合了多目标粒子群优化 (MOPSO) 和动态窗口方法 (DWA). 该方法优化了复杂工业环境中能源,时间和安全的轨迹.
科学领域:
- 机器人和自动化机器人与自动化
- 运营研究 运营研究
背景情况:
- 自动引导车辆 (AGV) 对于工业物料运输至关重要,提高了效率和安全.
- 在动态环境中为 AGV 规划路径,在避开障碍物和有效导航方面提出了挑战.
研究的目的:
- 开发一种针对复杂和动态环境的AGV路径规划的新方法.
- 通过为多个目标优化轨迹来增强AGV导航.
主要方法:
- 一种混合方法,结合了多目标粒子群优化 (MOPSO) 和动态窗口方法 (DWA).
- 模拟能耗,行程时间和避免碰撞的多目标功能.
- 为AGV轨迹生成结果可行的最佳解决方案.
主要成果:
- 拟议的方法有效地规划了AGV在具有挑战性的环境中的路径.
- 证明了AGV导航效率和安全性的改进.
- 经验结果验证了该方法的有效性.
结论:
- 合并的MOPSO和DWA方法为AGV路径规划提供了一个强大的解决方案.
- 这种方法对现实世界的工业应用有很大的潜力.
- 在复杂的物流和制造环境中增强了AGV的能力.
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