An underwater mining navigation method based on an improved particle filter
Zhang ZH(张志慧)3,4,5; Feng YB(冯迎宾)4,5; Li ZG(李智刚)4,5; Zhao XH(赵小虎)3,4,5; Zhang ZH(张志慧)1,2,6; Feng YB(冯迎宾)1,6; Li ZG(李智刚)1,6; Zhao XH(赵小虎)1,2,6
刊名中国科学院大学学报
2020
卷号37期号:4页码:507-515
关键词particle filter ( PF) resampling underwater mining navigation particle degeneration particle impoverishment
ISSN号2095-6134
其他题名一种基于改进粒子滤波的水下采矿导航方法
产权排序1
英文摘要

An underwater mining navigation method based on an improved particle filter ( PF) is proposed to solve the problems of non-Gaussian and intense measurement noise during underwater mining,and a new resampling algorithm is designed,as an improvement,to eliminate the influences of particle degeneration and particle impoverishment of PF. Compared to the resampling algorithms, the proposed algorithm avoids particle impoverishment and improves estimation accuracy. Finally, the estimation accuracies of underwater mining navigation algorithms based on the improved PF and the unscented Kalman filter ( UKF) are compared by combining the lake trial data and underwater mining navigation model. The results of simulation experiments manifest that the proposed method has more accurate estimation and remarkable robustness.

语种英语
CSCD记录号CSCD:6763560
资助机构National Key Research and Development Program of China (2016YFC0304102-6)
内容类型期刊论文
源URL[http://ir.sia.cn/handle/173321/27322]  
专题沈阳自动化研究所_水下机器人研究室
通讯作者Zhang ZH(张志慧); Zhang ZH(张志慧)
作者单位1.State Key Laboratory of Robotics, Shenyang Institute of Automation,Chinese Academy of Sciences, Shenyang 110016, China
2.University of Chinese Academy of Sciences, Beijing 100049, China
3.University of Chinese Academy of Sciences, Beijing 100049, China
4.Institutes for Robotics and Intelligent Manufacturing,Chinese Academy of Sciences, Shenyang 110169, China
5.State Key Laboratory of Robotics, Shenyang Institute of Automation,Chinese Academy of Sciences, Shenyang 110016, China
6.Institutes for Robotics and Intelligent Manufacturing,Chinese Academy of Sciences, Shenyang 110169, China
推荐引用方式
GB/T 7714
Zhang ZH,Feng YB,Li ZG,et al. An underwater mining navigation method based on an improved particle filter[J]. 中国科学院大学学报,2020,37(4):507-515.
APA Zhang ZH.,Feng YB.,Li ZG.,Zhao XH.,Zhang ZH.,...&Zhao XH.(2020).An underwater mining navigation method based on an improved particle filter.中国科学院大学学报,37(4),507-515.
MLA Zhang ZH,et al."An underwater mining navigation method based on an improved particle filter".中国科学院大学学报 37.4(2020):507-515.
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