Title :
An intelligent water drops algorithm for solving robot path planning problem
Author :
Salmanpour, Soheila ; Omranpour, Hesam ; Motameni, Homayun
Author_Institution :
Dept. of Comput. Sci., Tabari Univ., Babol, Iran
Abstract :
In this paper, generalized intelligent water drops (IWD) algorithm is proposed to solve robot path planning problem. The proposed algorithm has two levels; first level, finds best global path. Second level, performs local search at relatively near distances of global path and reduces its length and response time. IWD algorithm, like other nature-inspired algorithms, has not a mechanism to deal with constrained optimization problem. So, a mechanism has been proposed based on repair of infeasible solutions. In this mechanism, proposed local search operator repairs some of infeasible solutions. Simulation result shows ability of IWD algorithm in finding the optimal path.
Keywords :
constraint handling; constraint theory; mathematical operators; mobile robots; optimisation; path planning; search problems; constrained optimization problem; generalized IWD algorithm; global path; intelligent water drop algorithm; length reduction; local search operator; optimal robot path planning problem; response time reduction; Algorithm design and analysis; Equations; Heuristic algorithms; Maintenance engineering; Path planning; Robots; Soil; Constraints Handling; Intelligent Water Drops Algorithm; Robot Path Planning;
Conference_Titel :
Computational Intelligence and Informatics (CINTI), 2013 IEEE 14th International Symposium on
Conference_Location :
Budapest
Print_ISBN :
978-1-4799-0194-4
DOI :
10.1109/CINTI.2013.6705216