Scheduling System for Multi-party Arrangement Work by Utiling Mathematical Optimization and Machine Learning Techniques

Yoshiyasu Takahashi, Yumiko Ishido, Y. Kato, Yuichi Kobayashi
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Abstract

In this paper, we propose a new scheduling method for the whole system in which sub-systems are linked to each other. The sub-systems are independent and make its schedule by itself. All the sub-system's schedule must be consistent in the total system (System of Systems). Proposed method is intended to be used at a certain system among the subsystems, and propose and ask the schedule to be changed to another system. Though simple asking may sometimes rejected, our method can build more acceptable schedule for other systems, by predicting the other system's response and select the most acceptable one. This scheme is done by machine-learning technology. With the experiment, we have verified the feasibility of our proposed method.
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基于数学优化和机器学习技术的多方安排工作调度系统
在本文中,我们提出了一种新的子系统相互连接的全系统调度方法。各子系统相互独立,自行制定调度计划。所有子系统的时间表在整个系统(系统的系统)中必须保持一致。所提出的方法是针对子系统中的某一系统,提出并请求将计划变更到另一系统。虽然简单的请求有时会被拒绝,但我们的方法可以通过预测其他系统的响应并选择最可接受的响应来为其他系统构建更可接受的调度。该方案是通过机器学习技术完成的。通过实验,我们验证了所提出方法的可行性。
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