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Cooperative Research on Intelligent Manufacturing Techniques

Research Project

Project/Area Number 10044173
Research Category

Grant-in-Aid for Scientific Research (B).

Allocation TypeSingle-year Grants
Section一般
Research Field 社会システム工学
Research InstitutionAshikaga Institute of Technology

Principal Investigator

YOKOTA Takao (1999-2000)  Ashikaga Institute of Tech., School of Engg., Professor, 工学部, 教授 (70048916)

玄 光男 (1998)  足利工業大学, 工学部, 教授 (20095003)

Co-Investigator(Kenkyū-buntansha) MURATA Tadahiko  Ashikaga Institute of Tech., School of Engg., Assistant Professor, 工学部, 講師 (30296082)
TSUJIMURA Yasuhiro  Ashikaga Institute of Tech., School of Engg., Associate Professor, 工学部, 助教授 (80240977)
GEN Mitsuo  Ashikaga Institute of Tech., School of Engg., Professor, 工学部, 教授 (20095003)
IDA Kenichi  Maebashi Institute of Tech., School of Engg., Professor, 工学部, 教授 (60137700)
YAMAZAKI Genji  Tokyo Metropolitan Institute of Tech., School of Engg., Professor, 工学部, 教授 (80100387)
横田 孝雄  足利工業大学, 工学部, 教授 (70048916)
WOLFF Ronald  カリフォルニア大学バークレ校, 工学部, 教授
OREN Samuel  カリフォルニア大学バークレ校, 工学部, 教授
SUER Gursel  プエルトリコ大学, 工学部, 助教授
VAZQUEZ Ramo  プエルトリコ大学, 工学部, 教授
NORMAN Bryan  ピッツバーグ大学, 工学部, 講師
SMITH Alice  ピッツバーグ大学, 工学部, 助教授
Project Period (FY) 1998 – 2000
Project Status Completed (Fiscal Year 2000)
Budget Amount *help
¥6,900,000 (Direct Cost: ¥6,900,000)
Fiscal Year 2000: ¥2,200,000 (Direct Cost: ¥2,200,000)
Fiscal Year 1999: ¥2,200,000 (Direct Cost: ¥2,200,000)
Fiscal Year 1998: ¥2,500,000 (Direct Cost: ¥2,500,000)
KeywordsManufacturing Technique / Genetic Algorithm / Neural Network / Intelligent Manufacturing / Mathematical Programming / Scheduling / Optimal Design / Meta-heuristic
Research Abstract

The purpose of this cooperative research project is to develop intelligent manufacturing techniques, which are for production scheduling, process planing, optimal facility locating, design and control of manufacturing cells, feature recognition from CAD data, design of manufacturing information network, and so on using Artificial Intelligent (AI) techniques such as Genetic Algorithm (GA), Neural Network (NN). We needed the research term of three years to accomplish the above purpose.
In the first year (1998), we investigated basic manufacturing techniques for multi-product manufacturing systems and developed some models for such systems. And fundamental mechanisms and properties of AI techniques, such as GA and NN, were investigated. Further, we applied GA and NN for basic scheduling problems, such as Job-shop Scheduling Problem (JSP) to verify the performances the techniques.
In the second year (1999), we developed some solution methods based on GA and NN for production scheduling problems, process planing problems, optimal facility location problems, design and control problems of manufacturing cells, feature recognition from CAD data, design of manufacturing information network. And evaluated the solution methods developed through many test problems to verify efficiencies of the methods.
In the last year (2000), we applied the AI-based methods for real-wold size problems of production scheduling, process planing, optimal facility locating, design and control of manufacturing cells, feature recognition from CAD data, design of manufacturing information network to finally evaluate the developed methods. And we made final report of this cooperative research project.

Report

(4 results)
  • 2000 Annual Research Report   Final Research Report Summary
  • 1999 Annual Research Report
  • 1998 Annual Research Report
  • Research Products

    (58 results)

All Other

All Publications (58 results)

  • [Publications] T.Yokota and M.Gen: "Optimal Interval Design for System Reliability with Incomplete FDS by Means of Improved Genetic Algorithms"Electronics and Communications in Japan,Part 2. 81・1. 84-94 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Murata,M.Gen and H.Ishibuchi: "Multi-Objective Scheduling with Fuzzy Due-Date"International Journal of Computers & Industrial Engg.. 35・3/4. 439-442 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Yokota,T.Taguchi and M.Gen: "A Solution Method for Optimal Cross Section Design Problems of Simple and Multiple Beams Using Genetic Algorithms"Beijing Mathematics. 4・2. 75-84 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Y.Tsujimura,M.Gen and D.Zheng: "GA-Based Approach for Fuzzy Multiple-Item Inventory Control"Engineering Valuation and Cost Analysis. 2. 151-157 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Y.Tsujimura and M.Gen: "Parts Loading Scheduling in a Flexible Forging Machine Using an Advanced Genetic Algorithm"Intelligent Manufacturing. 10・2. 149-159 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] M.Gen,Y.-Z.Li and K.Ida: "Solving Multi-Objective Transportation Problem by Spanning Tree-Based Genetic Algorithm"IECE Transaction on Fundamentals. E82-A・12. 2802-2810 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Y.Tsujimura,M.Gen and Y.Mafune: "Relations between Evaluation Functions and Schedule-Structures in GA-Based Job-Shop Scheduling"Technical Report of IEICE. AI99・13. 17-24 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] K.Ida and M.Gen: "Genetic Algorithm for Fuzzy Shortest Path Problems"Proc.of the 2nd Asia-Pacific Conf.on Industrial Engg.and Management Systems. 459-462 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 村田忠彦,石渕久生,玄光男: "重要度を考慮した多目的ファジィスケジューリング問題の定式化"日本ファジィ学会誌. 11・3. 512-519 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] J.-R.Kim and M.Gen: "A Genetic Algorithm for Bicriteria Communication Network Topology Design"Engineering Valuation and Cost Analysis. 3. 351-363 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Taguchi and T.Yokota: "GA-based Method for Optimal Design Problem of System Reliability with Interval Coefficients"Engineering Valuation and Cost Analysis. 3. 365-373 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Yokota,S.Wada,T.Taguchi and M.Gen: "A Solution Method for Optimal Weight Design Problem of Single Box Culvert Using GA"Proc.of the 3rd Asia-Pacific Conf.on Industrial Engg.and Management Systems. 278-283 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Y.Tsujimura,Y.Mafune and M.Gen: "A Symbiotic Genetic Algorithm for Job-shop Scheduling"Proc.of INFORMS-KORMS Seoul 2000(CD-ROM). Session:TD05 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Murata,H.Oshida and M.Gen: "Rule-Based Weight Definition for Multi-Objective Fuzzy Scheduling with OWA Operator"Proc.of 2000 IEEE Intern'l Conf.on Industrial Electronics, Control and Instrumentation. 2756-2761 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] C.Y.Lee,M.Gen and W.Kuo: "Reliability Optimization Design Using a Hybridized Genetic Algorithm with a Neural-Network Technique"IECE Transaction on Fundamentals. E84-A・2. 627-635 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Y.Tsujimura and M.Gen: "35,Evolutionary Recognition of Features from CAD Data in X.Yao et al.edts.: Lecture Notes in Artificial Intelligence 1585: Simulated Evolution and Learning"Springer. 277-284 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] B.McKay,Y.Tsujimura,R.Sarker,A.Namatame,X.Yao and M.Gen: "Proc.of the Third Australia-Japan Joint Workshop on Intelligent and Evolutionary Systems"Computational Intelligence Group, ADFA, Australia and Intelligent Systems Engg. Lab., AIT, Japan. 250 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] M.Gen and R.Cheng: "Genetic Algorithms and Engineering Optimization"John Wiley & Sons, Inc.. 495 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] A,Namatame,Y.Tsujimura,M.Gen et al.: "Proc.of the Fourth Japan-Australia Joint Workshop on Intelligent and Evolutionary Systems"Dept.of CS, NDA, Japan, Intelligent Systems Engg. Lab., AIT, Japan, and ADFA, Australia. 300 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Yokota and M.Gen: "Optimal Interval Design for System Reliability with Incomplete FDS by Means of Improved Genetic Algorithms"Electronics and Communications in Japan, Part 2. 81-1. 84-94 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Murata, M.Gen and H.Ishibuchi: "Multi-Objective Scheduling with Fuzzy Due-Date"Computers and Industrial Engineering. 35-3/4. 439-442 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Yokota, T.Taguchi and M.Gen: "A Solution Method for Optimal Cross Section Design Problems of Simple and Multiple Beams Using Genetic Algorithms"Beijing Mathematics. 4-2. 75-84 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Y.Tsujimura, M.Gen and D.Zheng: "GA-Based Approach for Fuzzy Multiple-Item Inventory Control"Engineering Valuation and Cost Analysis. 2. 151-157 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Y.Tsujimura and M.Gen: "Parts Loading Scheduling in a Flexible Forging Machine Using an Advanced Genetic Algorithm"Intelligent Manufacturing. 10-2. 149-159 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] M.Gen, Y.-Z.Li and K.Idar: "Solving Multi-Objective Transportation Problem by Spanning Tree-Based Genetic Algorithm"IECE Transaction on Fundamentals. E82-A-12. 2802-2810 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Y.Tsujimura, M.Gen and Y.Mafune: "Relations between Evaluation Functions and Schedule-Structures in GA-Based Job-Shop Scheduling"Technical Report of IEICE. AI99-13. 17-24 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] K.Ida and M.Gen: "Genetic Algorithm for Fuzzy Shortest Path Problems"Proc. of the Second APIEMS Kanazawa. 459-462 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Murata, H.Ishibuchi and M.Gen: "Formulation of Multi-Objective Fuzzy Scheduling Problems with Job Importance Grades"Journal of Japan Society for Fuzzy Theory and Systems. 11-3. 512-520 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] J.-R.Kim and M.Gen: "A Genetic Algorithm for Bicriteria Communication Network Topology Design"Engineering Valuation and Cost Analysis. 3. 351-363 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Taguchi and T.Yokota: "GA-based Method for Optimal Design Problem of System Reliability with Interval Coefficients"Engineering Valuation and Cost Analysis. 3. 365-373 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Yokota, S.Wada, T.Taguchi and M.Gen: "A Solution Method for Optimal Weight Design Problem of Single Box Culvert Using GA"Proc. of the Third APIEMS Hong Kong. 278-283 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Y.Tsujimura, Y.Mafune and M.Gen: "A Symbiotic Genetic Algorithm for Job-shop Scheduling"Proc. of INFORMS-KORMS Seoul 2000 (CD-ROM), Seoul. (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Murata, H.Oshida and M.Gen: "Rule-based Weight Definition for Multi-objective Fuzzy Scheduling with the OWA Operator"Proc. of 2000 IEEE International Conference on Industrial Electronics, Control and Instrumentation. Nagoya. 2756-2761 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] C.Y.Lee, M.Gen and W.Kuo: "Reliability Optimization Design Using a Hybridized Genetic Algorithm with a Neural-Network Technique"IECE Transaction on Fundamentals. E84-A-2. 627-635 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Taguchi and T.Yokota: "GA-based Method for Optimal Design Problem of System Reliability with Interval Coefficients"Engineering Valuation and Cost Analysis. 3. 365-373 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] T.Yokota,S.Wada,T.Taguchi and M.Gen: "A Solution Method for Optimal Weight Design Problem of Single Box Culvert Using GA"Proc.of the 3rd Asia-Pacific Conf.on Industrial Engg.and Management Systems. 278-283 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Y.-S.Yun,M.Sasaki,M.Gen and K.Ida: "Enhanced Hybrid Genetic Algorithm Using Fuzzy Logic and Local Search"Proc.of the #rd Asia-Pacific Conf.on Industrial Engg.and Management Systems. 204-208 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Y.Tsujimura,H.Chang and M.Gen: "Genetic Algorithm for Solving Bicriteria File Design Problem on Distributed Database Environment"Proc.of the 2nd Asia-Pacific Conf.on Genetic Algorithms and Applications. 282-289 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Y.Tsujimura,Y.Mafune and M.Gen: "A Symbiotic Genetic Algorithm for Job-shop Scheduling"Proc.of INFORMS-KORMS Seoul 2000 (CD-ROM). Session:TD05 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] T.Murata,H.Oshida and M.Gen: "Rule-Based Weight Definition for Multi-Objective Fuzzy Scheduling with OWA Operator"Proc.of 2000 IEEE Intern'l Conf.on Industrial Electronics, Control and Instrumentation. 2756-2761 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] M.Gen and R.Cheng: "Genetic Algorithms and Engineering Optimization"John Wiley & Sons,Inc.. 495 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] A,Namatame,Y.Tsujimura,M.Gen et al.: "Proc.of the Fourth Japan-Australia Joint Workshop on Intelligent and Evolutionary Systems"Dept.of CS,NDA,Japan, Intelligent Systems Engg.Lab., AIT, Japan, and ADFA, Australia. 300 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Y. Tsujimura and M. Gen: "Parts Loading Scheduling in a Flexible Forging Machine Using an Advanced Genetic Algorithm"Journal of Intelligent Manufacturing. 10・2. 149-159 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Y. Tsujimura M. Gen and D. Zheng: "GA-Based Approach for Fuzzy Multiple-Item Inventory Control"Engineering Valuation and Cost Analysis. 2. 151-157 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] T. Yokota, S. Wada, T. Taguchi and M. Gen: "A Solution Method for Optimal Weight Design Problem of Frame Structure Using GA"Proc. of the 2nd Asia-Pacific Conf. on Industrial Engg. and Management Systems. 447-450 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] K. Ida and M. Gen: "Genetic Algorithm for Fuzzy Shortest Path Problems"Proc. of the 2nd Asia-Pacific Conf. on Industrial Engg. and Management Systems. 459-462 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] G. Ozdemir and A. E. Smith: "Incorporating Heterogeneous Distance Metrics within Block Layout Design"Proc. of the 2nd Asia-Pacific Conf. on Industrial Engg. and Management Systems. 213-216 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 村田忠彦,石渕久生,玄光男: "重要度を考慮した多目的ファジィスケジューリング問題の定式化"日本ファジィ学会誌. 11・3. 512-519 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Y. Tsujimura and M. Gen: "35. Evolutionary Recognition of Features from CAD Data in X. Yao et al. edts. : Lecture Notes in Artificial Intelligence 1585: Simulated Evolution and Learning"Springer. 277-284 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] B. McKay, Y. Tsujimura, R. Sarker, A. Namatame, X. Yao and M. Gen: "Proc. of the Third Australia-Japan Joint Workshop on Intelligent and Evolutionary Systems"Computational Intelligence Group, ADFA, Australia and Intelligent Systems Engg, Lab., AIT, Japan. 250 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] M.Gen,K.Ida & J.R.Kim: "System Reliability Optimization with Fuzzy Goals Using Genetic Algorithm" 日本ファジィ学会誌. 10・2. 356-365 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Y.Tsujimura,M.Gen,R.W.Cheng and T.Momota: "Comparative Studies on Encoding Methods of GA for Open Shop Scheduling" Australian Journal of Intelligent and Information Processing Systems. 4・3/4. 214-219 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] T.Yokota,T.Taguchi and M.Gen: "A Solution Method for Optimal Weight Design Problem of 10 Bar Truss Using Genetic Algorithms" International Journal of Computers & Industrial Engg.35・1/2. 367-372 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] M.Sasaki and M.Gen: "A Method for Solving Bicriteria Knapsack Problem with GUB Structure by Genetic Algorithm" Beijing Mathematics. 4・2. 63-74 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] T.Murata,D.W.Zheng and M.Gen: "Adaptive Genetic Algorithms for Scheduling Problems" Beijing Mathematics. 4・2. 34-41 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] T.Takeno,Y.Tsujimura and G.Yamazaki: "Investigating Methods for Solving Vehicle Routing Problem with Time Window Constraints" Proc.of 1998 the First Japan-USA Joint Workshop on Intelligent Manufacturing Systems. 95-103 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 玄 光男,井田憲一: "Mathematicaニューラルネットワークと最適化" 共立出版, 164 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] M.Gen,A.E.Smith,G.A.Suer and S.S.Oren: "Proc.of 1998 the First Japan-USA Joint Workshop on Intelligent Manufacturing Systems" Mitsuwa Printing Co.Ltd., 108 (1998)

    • Related Report
      1998 Annual Research Report

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Published: 1998-04-01   Modified: 2016-04-21  

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