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单机多产品注塑过程的节能调度方法
  • ISSN号:0438-1157
  • 期刊名称:《化工学报》
  • 时间:0
  • 分类:TP278[自动化与计算机技术—控制科学与工程;自动化与计算机技术—检测技术与自动化装置]
  • 作者机构:[1]南京航空航天大学自动化学院,江苏南京210016, [2]东南大学计算机科学与工程学院,江苏南京210096, [3]浙江大学控制工程与科学系,浙江杭州310027
  • 相关基金:国家自然科学基金项目(20806040,61073059,61034005).
中文摘要:

为减小单机多产品注塑过程的生产总能耗,提出一种基于旅行商算法(TSP)和遗传算法(GA)的节能调度方法。研究了注塑生产总能耗的3个重要组成:产品切换能耗、过渡调整能耗和稳定生产能耗,建立了产品切换过渡的能耗模型。以单产平稳模态为节点、过渡模态为支路,建立了单机多产品过程生产总能耗的有向图模型,将单机多产品能耗优化问题转化为经典的TSP问题。采用基于遗传算法的多目标逐层优化与TSP路径寻优思想,搜索各个单产平稳生产下的最优操作参数以及多产品的最优生产顺序,以期降低生产总能耗。该方法可提高牛产效率,降低生产能耗。应用研究结果验证了方法的可行性和有效性。

英文摘要:

A production scheduling method was proposed for injection molding (IM) process with multiple products produced by a single machine, in order to achieve global minimum energy consumption. The total energy consumption was split into three parts. The first part was defined as switchover energy consumption, i.e. , the energy used for replacing the die and mold, changing the color or material, etc. The second part was defined as transitional energy consumption, which was determined by the regulation time for controlling the end-product with desired quality. The third part was the energy consumed during the stable production periods, which was defined as stable energy consumption. The total energy consumption model was described by a directed graph, where the nodes represented the stable production of different products and the arcs represented product switchovers. The single-machine-multi- product scheduling problem was formulated as a typical traveling salesman ro . algorithm ~ p blem (TSP). A genetic (GA) based lexlco L. , ~l~pmc opt~mlzatton tramework was proposed to solve such a scheduling problem. The first-layer optimization was to search the feasible process parameters that contributed to reliable production of each product. The second-layer optimization was to solve a TSP problem by finding the optimal switching path among the multiple products in order to minimize the global energy consumption.The proposed scheduling method could improve production efficiency and reduce energy consumption. Experimental results in laboratory scale tests demonstrated its feasibility and effectiveness.

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期刊信息
  • 《化工学报》
  • 中国科技核心期刊
  • 主管单位:中国科学技术协会
  • 主办单位:中国化工学会 化学工业出版社
  • 主编:李静海
  • 地址:北京市东城区青年湖南街13号
  • 邮编:100011
  • 邮箱:hgxb126@126.com
  • 电话:010-64519485
  • 国际标准刊号:ISSN:0438-1157
  • 国内统一刊号:ISSN:11-1946/TQ
  • 邮发代号:2-370
  • 获奖情况:
  • 中国科协优秀期刊二等奖,化工部科技进步二等奖,北京全优期刊奖,中国期刊方阵“双效”期刊,第三届中国出版政府奖
  • 国内外数据库收录:
  • 俄罗斯文摘杂志,美国化学文摘(网络版),荷兰文摘与引文数据库,美国工程索引,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:35185