메뉴 건너뛰기




Volumn 20, Issue 1, 2004, Pages 71-87

Distributed reinforcement learning control for batch sequencing and sizing in just-in-time manufacturing systems

Author keywords

Just in time production; Machine learning; Scheduling

Indexed keywords

ALGORITHMS; JUST IN TIME PRODUCTION; MARKOV PROCESSES; MATHEMATICAL PROGRAMMING; SCHEDULING;

EID: 1142293166     PISSN: 0924669X     EISSN: None     Source Type: Journal    
DOI: 10.1023/B:APIN.0000011143.95085.74     Document Type: Article
Times cited : (35)

References (38)
  • 1
    • 0001723283 scopus 로고
    • Minimizing mean squared due-date deviation of completion times about a common due date
    • U. Bagchi, R. Sullivan, and Y. Chang, "Minimizing mean squared due-date deviation of completion times about a common due date," Management Science, vol. 33, pp. 894-906, 1987.
    • (1987) Management Science , vol.33 , pp. 894-906
    • Bagchi, U.1    Sullivan, R.2    Chang, Y.3
  • 2
    • 0025211593 scopus 로고
    • Sequencing with earliness and tardiness penalties: A review
    • K.R. Baker and G.D. Scudder, "Sequencing with earliness and tardiness penalties: A review," Operations Research, vol. 38, no. 1, pp. 22-36, 1990.
    • (1990) Operations Research , vol.38 , Issue.1 , pp. 22-36
    • Baker, K.R.1    Scudder, G.D.2
  • 3
    • 0031147485 scopus 로고    scopus 로고
    • Scheduling job families about an unrestricted common due date on a single machine
    • M. Azizoglu and S. Webster, "Scheduling job families about an unrestricted common due date on a single machine," International Journal of Production Research, vol. 35, no. 5, pp. 132-1330, 1997.
    • (1997) International Journal of Production Research , vol.35 , Issue.5 , pp. 132-1330
    • Azizoglu, M.1    Webster, S.2
  • 4
    • 0026254010 scopus 로고
    • Semi-Markov decision models for real-time scheduling
    • Y. Yih and A. Thesen, "Semi-Markov decision models for real-time scheduling," International Journal of Production Research, vol. 29, no. 11, pp. 2331-2346, 1991.
    • (1991) International Journal of Production Research , vol.29 , pp. 2331-2346
    • Yih, Y.1    Thesen, A.2
  • 5
    • 0027609316 scopus 로고
    • A study on decision rules of a scheduling model in FMS
    • L. Tang, Y. Yih, and C. Liu, "A study on decision rules of a scheduling model in FMS," Computers in Industry, vol. 22, pp. 1-13, 1993.
    • (1993) Computers in Industry , vol.22 , pp. 1-13
    • Tang, L.1    Yih, Y.2    Liu, C.3
  • 8
    • 0031198746 scopus 로고    scopus 로고
    • Adaptive scheduling in dynamic flexible manufacturing systems: A dynamic rule selection approach
    • S.C. Park, N. Raman, and M.J. Shaw, "Adaptive scheduling in dynamic flexible manufacturing systems: A dynamic rule selection approach," IEEE Transactions on Robotics and Automation, vol. 13, no. 4, pp. 486-502, 1997.
    • (1997) IEEE Transactions on Robotics and Automation , vol.13 , Issue.4 , pp. 486-502
    • Park, S.C.1    Raman, N.2    Shaw, M.J.3
  • 11
    • 0001046225 scopus 로고
    • Practical issues in temporal difference learning
    • G. Tesauro, "Practical issues in temporal difference learning," Machine Learning, vol. 8, pp. 257-277, 1992.
    • (1992) Machine Learning , vol.8 , pp. 257-277
    • Tesauro, G.1
  • 12
    • 0000123778 scopus 로고
    • Self-improving reactive agents based on reinforcement learning, planning and teaching
    • L. Lin, "Self-improving reactive agents based on reinforcement learning, planning and teaching," Machine Learning, vol. 8, pp. 293-321, 1992.
    • (1992) Machine Learning , vol.8 , pp. 293-321
    • Lin, L.1
  • 13
    • 85156225449 scopus 로고    scopus 로고
    • High performance job-shop scheduling with a time-delay TD(λ) network
    • edited by D.S. Thouretzky, M.C. Mozer, and M.E. Hasselmo; MIT Press: Cambridge MA, 1996
    • W. Zhang, and T.G. Dietterich, "High performance job-shop scheduling with a time-delay TD(λ) network," in Advances in Neural Information Processing Systems, edited by D.S. Thouretzky, M.C. Mozer, and M.E. Hasselmo, pp. 1024-1030 MIT Press: Cambridge MA, 1996.
    • (1996) Advances in Neural Information Processing Systems , pp. 1024-1030
    • Zhang, W.1    Dietterich, T.G.2
  • 14
    • 0029752592 scopus 로고    scopus 로고
    • Average reward reinforcement learning: Foundations, algorithms, and empirical results
    • S. Mahadevan, "Average reward reinforcement learning: Foundations, algorithms, and empirical results," Machine Learning, vol. 22, pp. 159-195, 1996.
    • (1996) Machine Learning , vol.22 , pp. 159-195
    • Mahadevan, S.1
  • 17
    • 1142308193 scopus 로고    scopus 로고
    • Resource reconfiguration decisions for distributed manufacturing systems: A game theoretic approach
    • Ph.D. Thesis, Industrial Engineering, Pennsylvania State University
    • P. McDonnell, Resource Reconfiguration Decisions for Distributed Manufacturing Systems: A Game Theoretic Approach, Ph.D. Thesis, Industrial Engineering, Pennsylvania State University, 1998.
    • (1998)
    • McDonnell, P.1
  • 19
    • 0029543145 scopus 로고
    • Distributed simulation approach for enabling cooperation between entities in heterarchical manufacturing systems, modeling, simulation, and control technologies for manufacturing
    • V.V. Prabhu and N.A. Duffie, "Distributed simulation approach for enabling cooperation between entities in heterarchical manufacturing systems, modeling, simulation, and control technologies for manufacturing," in SPIE Proceedings, vol. 2596, pp. 234-342, 1995.
    • (1995) SPIE Proceedings , vol.2596 , pp. 234-242
    • Prabhu, V.V.1    Duffie, N.A.2
  • 20
    • 0345015427 scopus 로고    scopus 로고
    • Modeling and performance of distributed algorithm for scheduling dissimilar machines with setup
    • J. Hong and V.V. Prabhu, "Modeling and performance of distributed algorithm for scheduling dissimilar machines with setup," to appear in International Journal of Production Research, 2003.
    • (2003) International Journal of Production Research
    • Hong, J.1    Prabhu, V.V.2
  • 21
    • 0024736520 scopus 로고
    • On the complexity of scheduling with batch setup times
    • C.L. Monma and C. Potts, "On the complexity of scheduling with batch setup times," Operations Research, vol. 37, pp. 798-804, 1989.
    • (1989) Operations Research , vol.37 , pp. 798-804
    • Monma, C.L.1    Potts, C.2
  • 22
    • 0029338650 scopus 로고
    • Scheduling groups of jobs on a single machine
    • S. Webster and K.R. Baker, "Scheduling groups of jobs on a single machine," Operations Research, vol. 43, no. 4, pp. 692-703, 1995.
    • (1995) Operations Research , vol.43 , Issue.4 , pp. 692-703
    • Webster, S.1    Baker, K.R.2
  • 23
    • 0031078986 scopus 로고    scopus 로고
    • Scheduling with batch setup times and earliness tardiness penalties
    • Z. Chen, "Scheduling with batch setup times and earliness tardiness penalties," European Journal of Operations Research vol. 96, pp. 518-537, 1997.
    • (1997) European Journal of Operations Research , vol.96 , pp. 518-537
    • Chen, Z.1
  • 24
    • 0033079828 scopus 로고    scopus 로고
    • Early/tardy scheduling with sequence dependent setups on uniform parallel machines
    • N. Balakrishnan, J.J. Kanet, and S.V. Sridharan, "Early/tardy scheduling with sequence dependent setups on uniform parallel machines," Computers and Operations Research, vol. 26, pp. 127-141, 1999.
    • (1999) Computers and Operations Research , vol.26 , pp. 127-141
    • Balakrishnan, N.1    Kanet, J.J.2    Sridharan, S.V.3
  • 25
    • 0030655879 scopus 로고    scopus 로고
    • Near optimal scheduling of manufacturing systems with presence of batch machines and setup requirements
    • J.H. Wang, P.B. Luh, J.L. Wang, and R.N. Thomas, "Near optimal scheduling of manufacturing systems with presence of batch machines and setup requirements," CIRP Annals, vol. 46, no. 1, pp. 397-402, 1997.
    • (1997) CIRP Annals , vol.46 , Issue.1 , pp. 397-402
    • Wang, J.H.1    Luh, P.B.2    Wang, J.L.3    Thomas, R.N.4
  • 27
    • 0031246427 scopus 로고    scopus 로고
    • Inspection and maintenance planning: An application of semi-Markov decision processes
    • C. Berenguer, C. Chu, and A. Grall, "Inspection and maintenance planning: An application of semi-Markov decision processes," Journal of Intelligent Manufacturing, vol. 8, pp. 467-476, 1997.
    • (1997) Journal of Intelligent Manufacturing , vol.8 , pp. 467-476
    • Berenguer, C.1    Chu, C.2    Grall, A.3
  • 29
    • 0004049893 scopus 로고
    • Learning from delayed rewards
    • Ph.D. thesis, Cambridge University, Cambridge, England
    • C.J.C.H. Waktins, Learning from Delayed Rewards, Ph.D. thesis, Cambridge University, Cambridge, England, 1989.
    • (1989)
    • Waktins, C.J.C.H.1
  • 31
    • 0028497630 scopus 로고
    • Asynchronous stochastic approximation and Q-learning
    • J.N. Tsitsiklis, "Asynchronous stochastic approximation and Q-learning," Machine Learning, vol. 16, pp. 185-202, 1994.
    • (1994) Machine Learning , vol.16 , pp. 185-202
    • Tsitsiklis, J.N.1
  • 32
    • 0029210635 scopus 로고
    • Learning to act using real-time dynamic programming
    • A.G. Barto, S.J. Bradtke, and S.P. Singh, "Learning to act using Real-time dynamic programming," Artificial Intelligence, vol. 72, pp. 81-138, 1995.
    • (1995) Artificial Intelligence , vol.72 , pp. 81-138
    • Barto, A.G.1    Bradtke, S.J.2    Singh, S.P.3
  • 33
    • 0003755359 scopus 로고
    • Real-time distributed arrival time control of heterarchical manufacturing systems
    • Ph.D. Thesis, Mechanical Engineering, University of Wisconsin-Madison
    • V.V. Prabhu, Real-Time Distributed Arrival Time Control of Heterarchical Manufacturing Systems, Ph.D. Thesis, Mechanical Engineering, University of Wisconsin-Madison, 1995.
    • (1995)
    • Prabhu, V.V.1
  • 34
    • 0028501041 scopus 로고
    • Heuristic algorithm for scheduling batch and semi-continuous plants with production deadlines, intermediate storage limitations and equipment changeover costs
    • G. Kudva, A. Elkamel, J.E. Penky, and G.V. Reklaitis, "Heuristic algorithm for scheduling batch and semi-continuous plants with production deadlines, intermediate storage limitations and equipment changeover costs," Computers in Chemical Engineering, vol. 18, no. 9, pp. 859-875, 1994.
    • (1994) Computers in Chemical Engineering , vol.18 , Issue.9 , pp. 859-875
    • Kudva, G.1    Elkamel, A.2    Penky, J.E.3    Reklaitis, G.V.4
  • 38
    • 0037328794 scopus 로고    scopus 로고
    • Stability and fault adaptation in distributed control of heterarchical manufacturing job shops
    • V.V. Prabhu, "Stability and fault adaptation in distributed control of heterarchical manufacturing job shops," IEEE Transactions on Robotics and Automation, 2002, vol. 19, no.1, pp. 142-147, 2003.
    • (2003) IEEE Transactions on Robotics and Automation, 2002 , vol.19 , Issue.1 , pp. 142-147
    • Prabhu, V.V.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.