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Scheduling jobs with simultaneous considerations of controllable processing times and learning effect

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Abstract

This paper considers a scheduling problem with general job-dependent learning curves and controllable processing times on a single machine. The objective is to determine the optimal compressions of the processing times and the optimal sequence of jobs so as to minimize some total cost functions, which consist of regular and non-regular functions and the processing time compressions. It shows that the problem can be solved by an assignment problem and thus can be solved in polynomial time. Some extensions of the problem are also given.

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Acknowledgements

The authors are grateful to the anonymous referees for their helpful comments on earlier version of the article. The work described in this paper was partially supported by a grant from The Hong Kong Polytechnic University (Project G-YBFE) and the National Natural Science Foundation of China (Grant Nos. 61403260, 71471120 and U1433124). This work was also supported by the Humanistic Social Science Fund of the Education Department of Liaoning Province under Grant W2015316.

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Correspondence to Lin Li.

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Li, L., Yan, P., Ji, P. et al. Scheduling jobs with simultaneous considerations of controllable processing times and learning effect. Neural Comput & Applic 29, 1155–1162 (2018). https://doi.org/10.1007/s00521-016-2638-4

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  • DOI: https://doi.org/10.1007/s00521-016-2638-4

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