Genetic Scheduling and Reinforcement Learning in Multirobot Systems for Intelligent Warehouses

A new hybrid solution is presented to improve the efficiency of intelligent warehouses with multirobot systems, where the genetic algorithm (GA) based task scheduling is combined with reinforcement learning (RL) based path planning for mobile robots. Reinforcement learning is an effective approach t...

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Bibliographic Details
Main Authors: Jiajia Dou, Chunlin Chen, Pei Yang
Format: Article
Language:English
Published: Hindawi Limited 2015-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2015/597956