Name
Title | ||
|---|---|---|
A Multi-Fidelity Model Approach for Simultaneous Scheduling of Machines and Vehicles in Flexible Manufacturing Systems. |
Abstract | ||
|---|---|---|
Driven by sensor technologies and Internet of Things, massive real-time data from highly interconnected devices are available, which enables the improvement of decision-making quality. Scheduling of such production systems can be challenging as it must incorporate the latest data and be able to re-plan quickly. In this research, a multi-fidelity model for simultaneous scheduling problem of machines and vehicles at flexible manufacturing system has been proposed. In order to improve the computational efficiency, we extend the framework, called multi-fidelity optimization with ordinal transformation and optimal sampling, with combining with the K-means method. The proposed framework enables the benefits of both fast and inexpensive low-fidelity models with accurate but more expensive high-fidelity models. Results show that this approach can significantly decrease computational cost compared with other algorithms in the literature. |
Year | DOI | Venue |
|---|---|---|
2018 | 10.1142/S0217595918500057 | ASIA-PACIFIC JOURNAL OF OPERATIONAL RESEARCH |
Keywords | Field | DocType |
Internet of Things,simultaneous scheduling problem,flexible manufacturing system,multi-fidelity scheduling algorithm | Fidelity,Job shop scheduling,Manufacturing systems,Ordinal number,Scheduling (computing),Internet of Things,Real-time computing,Sampling (statistics),Flexible manufacturing system,Mathematics,Distributed computing | Journal |
Volume | Issue | ISSN |
35 | 1 | 0217-5959 |
Citations | PageRank | References |
1 | 0.36 | 9 |
Authors | ||
4 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| J. T. Lin | 1 | 11 | 2.56 |
| chunchih chiu | 2 | 9 | 2.14 |
| Edward Huang | 3 | 64 | 7.87 |
| Hung-Ming Chen | 4 | 493 | 59.19 |