Intelligent search techniques for network-based manufacturing systems: multi-objective formulation and solutions. Issue 8 (2nd August 2016)
- Record Type:
- Journal Article
- Title:
- Intelligent search techniques for network-based manufacturing systems: multi-objective formulation and solutions. Issue 8 (2nd August 2016)
- Main Title:
- Intelligent search techniques for network-based manufacturing systems: multi-objective formulation and solutions
- Authors:
- Manupati, V.K.
Chang, P.C.
Tiwari, M.K. - Abstract:
- Abstract : Effective and efficient implementation of intelligent and recently emerged networked manufacturing systems requires enterprise-level integration. The first step in this direction is to integrate the manufacturing functions such as process planning and scheduling for multi-jobs in order to generate optimal or near optimal solutions. Addressed in this paper is multi-objective optimisation in the context of a network-based manufacturing system to optimise multiple objectives, i.e. minimisation of makespan and minimisation of variation of workload, simultaneously. This paper introduces a mathematical model for calculating the above-mentioned objectives with consideration of alternative machines, as well as tools and tool approach directions. The authors propose a new modified block-based genetic algorithm (MBBGA) and modified non-dominated sorting genetic algorithm (MNSGA-II) to resolve the above-mentioned complex problem and compare the proposed algorithms' performance and their effectiveness with the non-dominated sorting genetic algorithm (NSGA-II). An illustrative example with complex scenarios is carried out to demonstrate the feasibility of the proposed MBBGA and MNSGA-II. The experimental results presented show that the proposed algorithms perform better in comparison with NSGA-II.
- Is Part Of:
- International journal of computer integrated manufacturing. Volume 29:Issue 8(2016)
- Journal:
- International journal of computer integrated manufacturing
- Issue:
- Volume 29:Issue 8(2016)
- Issue Display:
- Volume 29, Issue 8 (2016)
- Year:
- 2016
- Volume:
- 29
- Issue:
- 8
- Issue Sort Value:
- 2016-0029-0008-0000
- Page Start:
- 850
- Page End:
- 869
- Publication Date:
- 2016-08-02
- Subjects:
- networked manufacturing -- makespan -- workload -- meta-heuristics -- multi-objective
Computer integrated manufacturing systems -- Periodicals
670.427 - Journal URLs:
- http://www.tandfonline.com/ ↗
- DOI:
- 10.1080/0951192X.2015.1099073 ↗
- Languages:
- English
- ISSNs:
- 0951-192X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.174700
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 1776.xml