Improved Particle Filter Based on Genetic Algorithm

Abstract

Abstract:Considering particle number and particle quality have major influence on degeneracy phenomenon, a set of particles was chosen from a lot of initial sample particles using genetic algorithm, and kept the similarity and randominess, means and covariance as the initial sample particles. This method is used in a land vehicle navigation system, and compared with the tradition particle filter with the same amount of initial particles. The location precision, the degeneracy times and calculation time are used as the calibrating performances of the algorithms. The results prove that the initial particles quality is improved, the particle degeneracy phenomenon reduced and the system location precision improved.

Key words:particle filter,genetic algorithm,particle quality,location

CLC Number:

TP 273

YANG Ning-1, QIAN Feng-2a, ZHU Rui-2b. Improved Particle Filter Based on Genetic Algorithm[J]. Journal of Shanghai Jiaotong University, 2011, 45(10): 1526-1530.

References

［1］Arulampalam M S, Maskell S, Gordon Nl, et al. A tutorial on particle filters for online nonlinear/nongaussian bayesian tracking［J］. IEEE Transactions on Signal Processing, 2002, 50(2): 174188.

［2］吴宝成. 粒子滤波重采样算法研究及其应用［D］. 哈尔滨:哈尔滨工业大学计算机科学与技术学院. 2006．

［3］冯驰, 赵娜, 王萌. 一种改进残差重采样算法的研究［J］. 哈尔滨工程大学学报, 2010, 31(1):120124.

FENG Chi, ZHAO Na, WANG Meng. Improving the residual resampling algorithm［J］. Journal of Harbin Engineering University, 2010, 31(1):120124.

［4］高世伟, 郭雷, 杨宁. 一种新的粒子滤波目标跟踪算法［J］. 开云网页登录学报, 2009,43(3):485489.

GAO Shiwei,GUO Lei,YANG Ning, et al. A new particle filter object tracking algorithm［J］. Journal of Shanghai Jiaotong University, 2009,43(3):485489.

［5］Park S, Hwang J, Rou K, et al. A new particle filter inspired by biological evolution：Genetic filter［J］. Journal of Applied Science Engineering and Technology, 2007,4(1):459463.

［6］叶龙, 王京玲, 张勤. 遗传重采样粒子滤波器［J］. 自动化学报, 2007,33(8):885887.

YE Long, WANG Jinling, ZHANG Qin. Genetic resampling particle filter［J］. Acta Automatica Sinica, 2007,33(8):885887.

［7］谭立球, 夏利民, 张良春, 等. 基于遗传粒子滤波器的运动目标实时跟踪［J］. 信息与控制, 2008,37(6):653659.

TAN Liqiu, XIA Limin, ZHANG Liangchun, et al. Realtime moving object tracking based on genetic particle filter［J］. Information and Control, 2008,37(6):653659.

［8］席涛一, 张胜修, 原魁, 等. 基于遗传进化策略的粒子滤波视频目标跟踪［J］. 光电工程, 2009,36(3):2832.

XI Taoyi, ZHANG Shengxiu, YUAN Kui, et al. Video object tracking based on particle filter with genetic evolution strategy［J］. OptoElectronic Engineering, 2009,36(3):2832.

［9］王凌. 智能优化算法及其应用［M］. 北京:清华大学出版社, 2004:1530.

［10］杨宁, 张静, 田蔚风. 遗传算法在DGPS动态整周模糊度解算中的应用［J］.系统仿真学报, 2005,17(8) :20252026.

YANG Ning, ZHANG Jing, TIAN Weifeng. Application of genetic algorithm in DGPS integer ambiguity resolution［J］. Acta Simulata Systematica Sinica, 2005,17(8) :20252026.

［11］房建成, 申功勋. 车载系统自适应扩展卡尔曼滤波模型的建立及仿真研究［J］. 中国惯性技术学报, 1998, 6(3):2428.

FANG Jiancheng, SHEN Gongxun. Establishment of an adaptive extended kalman filter of DR system for land vehicle navigation and computer simulation research［J］. Journal of Chinese Inertial Technology, 1998, 6(3):2428.

［12］YANG Ning, TIAN Weifeng, JIN Zhihua, et al. Particle filter for sensor fusion in a land vehicle navigation system［J］. Measurement Science and Technology, 2005(16): 677681.

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