Open shop scheduling problem with a multi-skills resource constraint: a genetic algorithm and an ant colony optimisation approach. Issue 16 (17th August 2016)
- Record Type:
- Journal Article
- Title:
- Open shop scheduling problem with a multi-skills resource constraint: a genetic algorithm and an ant colony optimisation approach. Issue 16 (17th August 2016)
- Main Title:
- Open shop scheduling problem with a multi-skills resource constraint: a genetic algorithm and an ant colony optimisation approach
- Authors:
- Campos Ciro, Guillermo
Dugardin, Frédéric
Yalaoui, Farouk
Kelly, Russell - Abstract:
- Abstract : The continuous evolution of manufacturing environments leads to a more efficient production process that controls an increasing number of parameters. Production resources usually represent an important constraint in a manufacturing activity, specially talking about the management of human resources and their skills. In order to study the impact of this subject, this paper considers an open shop scheduling problem based on a mechanical production workshop to minimise the total flow time including a multi-skill resource constraint. Then, we count with a number of workers that have a versatility to carry out different tasks, and according to their assignment a schedule is generated. In that way, we have formulated the problem as a linear as and a non-linear mathematical model which applies the classic scheduling constraints, adding some different resources constraints related to personnel staff competences and their availability to execute one task. In addition, we introduce a genetic algorithm and an ant colony optimisation (ACO) method to solve large size problems. Finally, the best method (ACO) has been used to solve a real industrial case that is presented at the end.
- Is Part Of:
- International journal of production research. Volume 54:Issue 16(2016)
- Journal:
- International journal of production research
- Issue:
- Volume 54:Issue 16(2016)
- Issue Display:
- Volume 54, Issue 16 (2016)
- Year:
- 2016
- Volume:
- 54
- Issue:
- 16
- Issue Sort Value:
- 2016-0054-0016-0000
- Page Start:
- 4854
- Page End:
- 4881
- Publication Date:
- 2016-08-17
- Subjects:
- open shop scheduling -- genetic algorithm -- ant colony optimisation -- flow time -- resource constraints -- skills
Factory management -- Periodicals
658.57 - Journal URLs:
- http://www.tandfonline.com/toc/tprs20/current ↗
http://www.tandfonline.com/ ↗ - DOI:
- 10.1080/00207543.2015.1126371 ↗
- Languages:
- English
- ISSNs:
- 0020-7543
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.486000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 480.xml