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Asian Journal of Research in Business Economics and Management
Year : 2015, Volume : 5, Issue : 3
First page : ( 30) Last page : ( 50)
Online ISSN : 2249-7307.
Article DOI : 10.5958/2249-7307.2015.00056.0

A Bi-Objective Stage Shop Scheduling Problem with Modified NSGA-II and Modified MOPSO

Bandyopadhyay Susmita*, Bhattacharya Ranjan**

*The University of Burdwan, Burdwan, West Bengal, India

**Jadavpur University, Kolkata, West Bengal, India

Online published on 10 March, 2015.

Abstract

Stage shop scheduling is an emergent area in the field of scheduling. This paper has proposed a bi-objective stage shop scheduling problem with total completion time and total tardiness of jobs, as objectives. In order to solve the proposed formulated problem, modified NSGA-II (Nondominated Sorting Genetic Algorithm – II) and modified MOPSO (Multi-Objective Particle Swarm Optimization) have been proposed. A mutation algorithm for NSGA-II and a velocity updation algorithm based on circular motion of alleles (for NSGA-II) and circular motion of particles (for MOPSO) have also been introduced and have been embedded in the proposed algorithms. The experimental results show that NSGA-II performs better than MOPSO in some aspects, whereas MOPSO performs better than NSGA-II in some other aspects.

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Keywords

Stage Shop Scheduling, Multi-Objective Optimization, Modified NSGA-II, Modified MOPSO, Circular Mutation, Circular Velocity Updation Scheme.

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