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针对多星多任务仿真调度的关键路径遗传算法 被引量:6
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作者 毛李恒 邓清 +1 位作者 刘柔妮 孔祥龙 《系统仿真学报》 CAS CSCD 北大核心 2021年第1期205-214,共10页
卫星任务规划问题的求解空间随卫星数量和目标数量的增多而快速增大,针对大规模多星多任务规划问题,提出一种基于关键路径-遗传算法的卫星任务规划分层优化方法。该方法将卫星任务规划问题分解成任务分配和单星任务处理2个子问题,其中,... 卫星任务规划问题的求解空间随卫星数量和目标数量的增多而快速增大,针对大规模多星多任务规划问题,提出一种基于关键路径-遗传算法的卫星任务规划分层优化方法。该方法将卫星任务规划问题分解成任务分配和单星任务处理2个子问题,其中,任务分配通过遗传算法实现,一个分配结果对应种群中的一个个体,在单星任务处理子问题中引入关键路径法,用于求解每个个体的适应度,在提高优化效率的同时,确保得到当前任务分配条件下的最大观测效益,提高算法的全局优化能力。仿真结果表明,对于给定的6组大规模卫星任务规划算例,平均任务完成率均超过了99.7%,证明了该方法具有良好的稳定性和全局搜索能力;同时,相比于已有方法,该方法在优化效率上也有大幅提高,且任务规模越大,优化效率提升越大。 展开更多
关键词 卫星调度 任务规划 分层优化 关键路径法 遗传算法
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Novel method of gait switching in six-legged robot walking on continuous-nondifferentiable terrain by utilizing stability and interference criteria 被引量:2
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作者 mao liheng TIAN Yuan +1 位作者 GAO Feng ZHAO Yue 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2020年第12期2527-2540,共14页
Continuous-nondifferentiable terrains are extremely challenging for the environment adaption of six-legged robots. Previous researches have focused on gait planning methods to improve inherent ability of legged robots... Continuous-nondifferentiable terrains are extremely challenging for the environment adaption of six-legged robots. Previous researches have focused on gait planning methods to improve inherent ability of legged robots to walk over moderate terrains.However,most six-legged robots utilize relatively monotonic gait so that they still cannot well adapt tough terrains. As a result,the current legged robots easily get stuck and fall when encountering continuous-nondifferentiable terrains,such as stairs.Therefore,a method of gait switching is proposed so that six-legged robots can flexibly generate multiple gaits to adapt complex terrains. This study investigated the relationship between six-legged robot gait topologies and physical constraints,such as robot stability and robot-terrain interference. The proposed gait switcher can generate 0-6,1-5,2-4 and 3-3 gaits,which is instructed by the stability and interference criteria. Simulations and experiments were performed on a novel six-legged robot Hexa-XIII that succeeded climbing stairs over 45°. The effectiveness of the gait switching method is validated by the experiment results. 展开更多
关键词 six-legged robot continuous-nondifferentiable terrain gait switching method stability criteria interference criteria
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