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教授 博士生导师
招生学科专业:
机械 -- 【招收博士、硕士研究生】 -- 经济与管理学院
管理科学与工程 -- 【招收博士、硕士研究生】 -- 经济与管理学院
工商管理 -- 【招收非全日制硕士研究生】 -- MBA中心
工程管理 -- 【招收非全日制硕士研究生】 -- MBA中心
工业工程与管理 -- 【招收硕士研究生】 -- 经济与管理学院
物流工程与管理 -- 【招收硕士研究生】 -- 经济与管理学院
性别:男
学历:南京理工大学
所在单位:经济与管理学院
电子邮箱:
Ensemble modeling based on 0-1 programming in micro-manufacturing process
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所属单位:经济与管理学院
发表刊物:COMPUTERS & INDUSTRIAL ENGINEERING
关键字:Quality improvement Ensemble modeling Micro-manufacturing processes Dual response surface methodology Process optimization
摘要:As to micro-manufacturing processes, constructing accurate models plays an important role in the continuous quality improvement. This paper proposes an ensemble modeling technique based on 0-1 programming, in which the redundant models will be eliminated from a set of candidates and then the selected models are combined to construct the final ensemble model. As an alternative way of using a single modeling technique in dual response surface methodology, it would be beneficial to adopt multiple techniques to construct an ensemble model. A laser beam micro-drilling process and a numerical example are used to demonstrate the effectiveness of the proposed modeling technique. The comparison results illustrate that the technique can not only improve the robustness of the model predictions, but also provide a reliable scheme for optimizing the machining parameters.
ISSN号:0360-8352
是否译文:否
发表时间:2018-09-01
合写作者:周德群,Ma, Yizhong,Tu, Yiliu
通讯作者:欧阳林寒