Color coated coil scheduling in cold rolling plant using artificial neural network

Yanyan Zhang, Lixin Tang
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Abstract

This paper investigates the problem of generating satisfactory production sequence of steel coils for color coating process in cold rolling plant. The characteristic of scheduling involves two parts of work. One is to optimally choose steel coils from available ones, the other is to generate a satisfactory processing plan so as to minimize production cost. To solve the problem, this paper transfers all the production requirements into the distance between any pair of coils, reduces the scheduling problem to prize-collecting traveling salesman problem (PCTSP) and develops pertinent Hopfield network algorithm, taking full advantage of the enlarged solving space of PCTSP. The performance of the proposed approach is verified by randomly generated problem instances. Computational results show that the proposed approach outperforms the existing heuristics with respect to solution quality
基于人工神经网络的冷轧厂彩涂卷调度
研究了冷轧厂彩涂过程中产生满意的钢卷生产顺序的问题。日程安排的特点包括两部分工作。一是从现有的钢卷中选择最优的钢卷,二是生成令人满意的加工方案,从而使生产成本最小化。为了解决这一问题,本文将所有的生产需求转化为任意对线圈之间的距离,将调度问题简化为收奖旅行商问题(PCTSP),并开发了相应的Hopfield网络算法,充分利用PCTSP扩大的求解空间。通过随机生成的问题实例验证了该方法的有效性。计算结果表明,该方法在求解质量方面优于现有的启发式方法
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