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author:

Tian, Songling (Tian, Songling.) [1] | Chen, Dongxiang (Chen, Dongxiang.) [2] | Wang, Taiyong (Wang, Taiyong.) [3] | Liu, Xiaomin (Liu, Xiaomin.) [4] (Scholars:刘晓敏)

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EI Scopus PKU CSCD

Abstract:

Scheduling problem widely exists in the systems of resource-sharing, mainly in the form of mixed integer programming. Large-scale mixed-integer programming problem is one of the classic NP-hard problems in the field of computational science, which cannot be solved through precise computation in general. Job-shop scheduling is a major sub-field of scheduling and a key aspect of intelligent manufacturing. Aiming at the flexible job-shop scheduling problems of multi-products and variety batch, a Petri nets-based asynchronous parallel ant colony optimization is proposed with the optimization target of minimizing the time consuming of manufacturing cycle. A Petri nets-based method of creating step-reachability graph is put forward, which is used for construction of search space of ant colony optimization. On the basis of discussing the search mechanism of traditional ant colony algorithm, a search method of asynchronous parallel for ant colony is presented based on asynchronous simulation clock. A multi-threaded control method for update of pheromone is used. Simulation results show that the multi-threaded control method can overcome the premature convergence effectively. The proposed approach is illustrated by a case of flexible job shop scheduling for an intelligent manufacturing system of defense and security facilities, through which solutions of high quality can be found quickly. In sum, the proposed optimization has obtained a good effect in engineering applications while the validity of optimization has been proved. © 2016, Science Press. All right reserved.

Keyword:

Ant colony optimization Artificial intelligence Computational complexity Integer programming Job shop scheduling Machine shops Manufacture Petri nets Scheduling

Community:

  • [ 1 ] [Tian, Songling]School of Mechanical Engineering, Tianjin University, Tianjin; 300350, China
  • [ 2 ] [Tian, Songling]Key Laboratory of Mechanism Theory and Equipment Design of Ministry of Education, Tianjin University, Tianjin; 300350, China
  • [ 3 ] [Chen, Dongxiang]School of Mechanical Engineering, Tianjin University, Tianjin; 300350, China
  • [ 4 ] [Chen, Dongxiang]Key Laboratory of Mechanism Theory and Equipment Design of Ministry of Education, Tianjin University, Tianjin; 300350, China
  • [ 5 ] [Wang, Taiyong]Key Laboratory of Mechanism Theory and Equipment Design of Ministry of Education, Tianjin University, Tianjin; 300350, China
  • [ 6 ] [Wang, Taiyong]Tianjin Engineering Research Center of Numerical Control Technology, Tianjin; 300350, China
  • [ 7 ] [Liu, Xiaomin]School of Mechanical Engineering and Automation, Fuzhou University, Fuzhou; 350002, China

Reprint 's Address:

  • [wang, taiyong]key laboratory of mechanism theory and equipment design of ministry of education, tianjin university, tianjin; 300350, china;;[wang, taiyong]tianjin engineering research center of numerical control technology, tianjin; 300350, china

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Source :

Journal of Tianjin University Science and Technology

ISSN: 0493-2137

CN: 12-1127/N

Year: 2016

Issue: 9

Volume: 49

Page: 920-928

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 3

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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