The application of a hybrid algorithm to roll pass design

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• 作者：Kazem Abhary ; Zlatko Kovacic…
• 关键词：Roll pass design ; Hybrid ; Algorithm ; Knowledge extraction ; Regression analysis
• 刊名：The International Journal of Advanced Manufacturing Technology
• 出版年：2015
• 出版时间：July 2015
• 年：2015
• 卷：79
• 期：5-8
• 页码：1063-1070
• 全文大小：883 KB
• 参考文献：1.Beynon RE (1956) “Roll design and mill layout- Pittsburgh, PA, Association of Iron and Steel Engineers
  2.SpuzicS, Izzo A, Abhary K (2006) “A New Method for Roll Pass Design Optimisation- 5th Pan-European Conference on Planning for Minerals and Transport Infrastructure: PEMT-6 -Sarajevo 18-0 May (available at http://?goo.?gl/?IQle2k)
  3.Abhary K, Garner K, Kovacic Z, Spuzic S, Uzunovic F, Xing K (2010) A knowledge based hybrid model for improving manufacturing system in rolling mills. Key Eng Mater 443:3-View Article
  4.Appleton E, Summad E (2000) “Roll Pass Design: A ‘Design for Manufacture-View- 2nd European Rolling Conference, AROS Congress Center, V?ster?s, Sweden, 24-6 May
  5.Oduguwa V, Roy R (2006) A review of rolling system design optimization. Int J Mach Tools Manuf 46(7-):912-28. doi:10.-016/?j.?ijmachtools.-005.-7.-23 View Article
  6.Spuzic S, Abhary K (2014) “A Contribution to Rolling Mill Technology -Roll Pass Design Strategy for Symmetrical Sections- Der Kalibreur, Heft 75, pp 14-7; also presented at the 83rd AIKW Conference (Association of International Roll Pass Designers and Rolling Mill Engineers), http://?www.?aikw.?org/-/span> ) Ostrava, EU, 9-1 October 2013
  7.Lasdon LS, Waren AD, Jain A, Ratner M (1976) “Design and testing of a generalized reduced gradient code for nonlinear programming- Technical Report SOL 76-, Department of Operations Research, Stanford University, February, www.?dtic.?mil/?dtic/?tr/?fulltext/?u2/?a025724.?pdf
  8.Belsley DA, Kuh E, Welsch RE (1980) Regression diagnostics: identifying influential data and sources of collinearity. Wiley, New YorkMATH View Article
  9.Cook RD, Weisberg S (1982) Residuals and influence in regression. Chapman and Hall, New YorkMATH
  10.Osma A (2014) An investigation on the stress–strain relationship of cold-rolled steel sheets used in the automotive industry. Proc Inst Mech Eng D J Automot Eng 228(5):565-79View Article
  11.?au?evi? M (1983) “Metal Forming by Rolling- Veselin Masle?a, Sarajevo
  
• 作者单位：Kazem Abhary (1)
  Zlatko Kovacic (2)
  Sven-Erik Lundberg (3)
  Ramadas Narayanan (4)
  Sead Spuzic (1)
  
  1. University of South Australia, Adelaide, Australia
  2. The Open Polytechnic of New Zealand, Lower Hutt, New Zealand
  3. Association of International Roll Pass Designers and Rolling Mill Engineers, Dortmund, Germany
  4. Central Queensland University, Bundaberg, Australia
  
• 刊物类别：Engineering
• 刊物主题：Industrial and Production Engineering
  Production and Logistics
  Mechanical Engineering
  Computer-Aided Engineering and Design
  
• 出版者：Springer London
• ISSN：1433-3015

文摘

Human–computer interface was utilized to amplify the power of a hybrid algorithm that combines fuzzy logic, regression analysis, and non-linear optimization to extract knowledge from a roll pass design database. This strategy is applied to grooves with vertical and horizontal symmetry which are employed in initial passes to roll a broad range of steel products. The results presented here from the case study are both statistically significant and valid from the viewpoint of roll pass design theory.