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生物通
2月
一种基于Q-learning优化的VO-PSO-Q-learning算法的改进型船舶碰撞避免方法
本文提出一种融合MMG模型、速度障碍法、粒子群优化和Q学习的船舶避碰策略,通过MMG模拟风浪流对船舶动力学的影响,VO生成安全场评估碰撞风险,PSO优化全局路径,Q-learning动态调整PSO参数以提升环境适应性和收敛效率。实验表明该方法在满足COLREGS合规性的 ...
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