Automatic Design of Dispatching Rules for Real-time optimization of Complex Production Systems
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Author(s)
Detail(s)
| Original language | English |
|---|---|
| Title of host publication | Proceedings of the 2019 IEEE/SICE International Symposium on System Integration |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. |
| Pages | 55-60 |
| ISBN (electronic) | 9781538636152 |
| ISBN (print) | 9781538636169 |
| Publication status | Published - Jan 2019 |
Publication series
| Name | Proceedings of the ... IEEE/SICE International Symposium on System Integration |
|---|---|
| ISSN (Print) | 2474-2317 |
| ISSN (electronic) | 2474-2325 |
Conference
| Title | 2019 IEEE/SICE International Symposium on System Integration (SII 2019) |
|---|---|
| Place | France |
| City | Paris |
| Period | 14 - 16 January 2019 |
Link(s)
Abstract
Dispatching rules have proven to be very useful in practice for real-time optimization of production systems. Due to the complex and dynamic nature of manufacturing environment, there are no universal rules that are superior in all situations. The task of manually designing dispatching rules is not trivial and time consuming. Recently, genetic programming becomes a popular method to facilitate the design task by automatically generating dispatching rules. This paper develops an efficient hybrid method, which achieves an automatic design of dispatching rules for real-time optimization of complex production systems. We first formulate the evaluation problem as a ranking and selection problem, and then propose a new evaluation method for genetic programming by simulation optimization. The proposed method can be applied for evaluation of candidate heuristics to enhance the search efficiency of genetic programming. Numerical results show the efficiency and effectiveness of the proposed method.
Research Area(s)
Citation Format(s)
Automatic Design of Dispatching Rules for Real-time optimization of Complex Production Systems. / Shi, Zhongshun; Gao, Siyang; Du, Jianzhong et al.
Proceedings of the 2019 IEEE/SICE International Symposium on System Integration. Institute of Electrical and Electronics Engineers, Inc., 2019. p. 55-60 8700391 (Proceedings of the ... IEEE/SICE International Symposium on System Integration).
Proceedings of the 2019 IEEE/SICE International Symposium on System Integration. Institute of Electrical and Electronics Engineers, Inc., 2019. p. 55-60 8700391 (Proceedings of the ... IEEE/SICE International Symposium on System Integration).
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
