Weaving scheduling based on an improved ant colony algorithm. Issue 5 (March 2021)
- Record Type:
- Journal Article
- Title:
- Weaving scheduling based on an improved ant colony algorithm. Issue 5 (March 2021)
- Main Title:
- Weaving scheduling based on an improved ant colony algorithm
- Authors:
- He, Wentao
Meng, Shuo
Wang, Jing'an
Wang, Lei
Pan, Ruru
Gao, Weidong - Abstract:
- Weaving enterprises are faced with problems of small batches and many varieties, which leads to difficulties in manual scheduling during the production process, resulting in more delays in delivery. Therefore, an automatic scheduling method for the weaving process is proposed in this paper. Firstly, a weaving production scheduling model is established based on the conditions and requirements during actual production. By introducing flexible model constraints, the applicability of the model has been greatly expanded. Then, an improved ant colony algorithm is proposed to solve the model. To address the problem of the traditional ant colony algorithm that the optimizing process usually traps into local optimum, the proposed algorithm adopts an iterative threshold and the maximum and minimum ant colony system. In addition, the initial path pheromone distribution is formed according to the urgency of the order to balance each objective. Finally, the simulation experiments confirm that the proposed method achieves superior performance compared with manual scheduling and other automatic methods. The proposed method shows a certain guiding significance for weaving scheduling in practice.
- Is Part Of:
- Textile research journal. Volume 91:Issue 5/6(2021)
- Journal:
- Textile research journal
- Issue:
- Volume 91:Issue 5/6(2021)
- Issue Display:
- Volume 91, Issue 5/6 (2021)
- Year:
- 2021
- Volume:
- 91
- Issue:
- 5/6
- Issue Sort Value:
- 2021-0091-NaN-0000
- Page Start:
- 543
- Page End:
- 554
- Publication Date:
- 2021-03
- Subjects:
- automatic scheduling -- production optimization -- weaving manufacture -- ant colony algorithm
Textile industry -- Periodicals
Textile fabrics -- Periodicals
Textile research -- Periodicals
Textiles et tissus -- Industrie et commerce -- Périodiques
Textiles et tissus -- Périodiques
Textiles et tissus -- Recherche -- Périodiques
Electronic journals
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http://www.uk.sagepub.com/home.nav ↗ - DOI:
- 10.1177/0040517520948896 ↗
- Languages:
- English
- ISSNs:
- 0040-5175
- Deposit Type:
- Legaldeposit
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