|Table of Contents|

Path Planning for Mobile Robot Based on Binary Particle Swarm Optimization(PDF)

南京师范大学学报(工程技术版)[ISSN:1006-6977/CN:61-1281/TN]

Issue:
2009年02期
Page:
72-78
Research Field:
Publishing date:

Info

Title:
Path Planning for Mobile Robot Based on Binary Particle Swarm Optimization
Author(s):
Wang YanZhu Qingbao
School of Computer Sciences,Nanjing Normal University,Nanjing 210097,China
Keywords:
mob ile robot pa th planning binary partic le sw arm optim ization gr id m e thod
PACS:
TP242
DOI:
-
Abstract:
A t present, the study o f the robot path plann ing w ith Partic le Swa rm Optim ization ( PSO) is still con fined to use the continuous m ode l to p lan the path w ith continuous m ethod, so the a lgo rithm has ce rtain lim ita tions. Then a d isc rete b inary version of the PSO for path p lann ing of robot based on gr id m e thod is proposed. The first step of the algorithm is to m ake thew ork env ironm ent o f robot w ith g rid m ethod, based on wh ich robo t route is expressed as b ina ry code o f the partic le location, and the length o f the pa th is taken as the fitness va lue, and after the in itia l popu lation is generated, the location and veloc ity o f partic les are updated. Then the d iscrete binary version of the PSO is introduced to obta inde a optim ized path be tw een starting-po int and goa-l po int through m any iterations. This a lgor ithm is simp le in m ode,l low in a lgo rithm com plex ity, and rapid in convergence. The sim ulation results are prov ided to ver ify effectiveness and practicability o f them ethod.

References:

[ 1] 朱庆保. 复杂环境下的机器人路径规划蚂蚁算法[ J] . 自动化学报, 2006, 32( 4): 586-593.
Zhu Q ingbao. Ant algor ithm fo r path planning o fmob ile robot in a comp lex env ironm ent[ J]. Acta Autom atica S inica, 2006, 32
( 4): 586-593. ( in Ch inese)
[ 2] 秦元庆, 孙德宝, 李宁, 等. 基于粒子群算法的移动机器人路径规划[ J]. 机器人, 2004, 26( 3): 222-225.
Q in Yuanqing, Sun Debao, L iN ing, et a.l Path planning of m ob ile robo t based on partic le sw arm optim ization a lgor ithm [ J].
Robo t, 2004, 26( 3): 222-225. ( in Chinese)
[ 3] 孙波, 陈卫东, 席裕庚. 基于粒子群优化算法的移动机器人全局路径规划[ J]. 控制与决策, 2005, 20( 9): 1 052-1 055.
Sun Bo, ChenW e idong, X iYugeng. Partic le sw arm optim ization based g loba l pa th plann ing form obile robots[ J]. Contro l and
Dec ision, 2005, 20( 9): 1 052-1 055. ( in Chinese)
[ 4] Kennedy J, Ebe rha rtR C. A discrete b inary v ers ion o f the pa rtic le sw arm a lgor ithm [ C] / / Proceed ings of the 1997 Conference
on System s, M an, and Cybernetics. Piscataway, NJ: IEEE Serv ice C ente r, 1997: 4 104-4 109.
[ 5] 马兆青, 袁曾任. 基于栅格的移动机器人实时导航和避障[ J]. 机器人, 1996, 18( 6): 344-348.
M a Zhaoq ing, Yuan Ceng ren. Rea-l tim e obstac le avo idance and nav iqation based on gr id m ethod[ J] . Robot, 1996, 18( 6):
344-348. ( in Chinese)
[ 6] 周兰凤, 洪炳熔. 用基于知识的遗传算法实现移动机器人路径规划[ J]. 电子学报, 2006, 34( 5): 911-914.
Zhou Lanfeng, H ong B ing rong. A know ledge based g enetic algorithm for path planning o f am obile robo t[ J]. A cta E lectron ica
S in ica, 2006, 34( 5): 911-914. ( in Chinese)
[ 7] 张美玉, 黄翰, 郝志峰, 等. 基于蚁群算法的机器人路径规划[ J]. 计算机工程与应用, 2005, 41( 9): 34-37.
ZhangM e iyu, H uangH an, H ao Zh ifeng, e t a .l Path plann ing fo r robo ts based on ant co lony a lgo rithm [ J]. Com puter Eng ineering
and App lica tions, 2005, 41( 9): 34-37. ( in Ch inese)

Memo

Memo:
-
Last Update: 2013-04-23