메뉴 건너뛰기




Volumn 30, Issue 10-12, 2006, Pages 1603-1618

Approximate dynamic programming based approach to process control and scheduling

Author keywords

Approximate dynamic programming; Function approximation; Markov decision process

Indexed keywords

APPROXIMATION THEORY; COMPUTER SIMULATION; DYNAMIC PROGRAMMING; MARKOV PROCESSES; PROCESS CONTROL; STOCHASTIC CONTROL SYSTEMS;

EID: 33747872589     PISSN: 00981354     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compchemeng.2006.05.043     Document Type: Article
Times cited : (66)

References (59)
  • 1
    • 0033495697 scopus 로고    scopus 로고
    • Extended Kalman filter-based nonlinear model predictive control for a continuous MMA polymerization reactor
    • Ahn S.-M., Park M.-J., and Rhee H.-K. Extended Kalman filter-based nonlinear model predictive control for a continuous MMA polymerization reactor. Industrial & Engineering Chemistry Research 38 (1999) 3942-3949
    • (1999) Industrial & Engineering Chemistry Research , vol.38 , pp. 3942-3949
    • Ahn, S.-M.1    Park, M.-J.2    Rhee, H.-K.3
  • 2
    • 0000806816 scopus 로고
    • Adaptive systems, lack of persistency of excitation and bursting phenomena
    • Anderson B.D. Adaptive systems, lack of persistency of excitation and bursting phenomena. Automatica 21 3 (1985) 247-258
    • (1985) Automatica , vol.21 , Issue.3 , pp. 247-258
    • Anderson, B.D.1
  • 6
    • 0003787146 scopus 로고
    • Princeton University Press, New Jersey
    • Bellman R.E. Dynamic programming (1957), Princeton University Press, New Jersey
    • (1957) Dynamic programming
    • Bellman, R.E.1
  • 7
    • 0036027604 scopus 로고    scopus 로고
    • The explicit linear quadratic regulator for constrained systems
    • Bemporad A., Morari M., Dua V., and Pistikopoulos E.N. The explicit linear quadratic regulator for constrained systems. Automatica 38 (2002) 3-20
    • (2002) Automatica , vol.38 , pp. 3-20
    • Bemporad, A.1    Morari, M.2    Dua, V.3    Pistikopoulos, E.N.4
  • 10
    • 0022129190 scopus 로고
    • Decomposition and partitioning methods for multistage stochastic linear programs
    • Birge J. Decomposition and partitioning methods for multistage stochastic linear programs. Operational Research 33 (1985) 989-1007
    • (1985) Operational Research , vol.33 , pp. 989-1007
    • Birge, J.1
  • 11
    • 0023981220 scopus 로고
    • A multicit algorithm for two-stage stochastic linear programs
    • Birge J., and Louveaux F. A multicit algorithm for two-stage stochastic linear programs. European Journal of Operational Research 34 3 (1988) 384-392
    • (1988) European Journal of Operational Research , vol.34 , Issue.3 , pp. 384-392
    • Birge, J.1    Louveaux, F.2
  • 12
    • 0019342681 scopus 로고
    • Scheduling subject to resource contraints: Classification and complexity
    • Blazewicz J., Lenstra J.K., and Kan A. Scheduling subject to resource contraints: Classification and complexity. Discrete Applied Mathematics 5 (1983) 11-24
    • (1983) Discrete Applied Mathematics , vol.5 , pp. 11-24
    • Blazewicz, J.1    Lenstra, J.K.2    Kan, A.3
  • 13
    • 0000859970 scopus 로고
    • Reinforcement learning applied to linear quadratic regulation
    • Hanson S.J., Cowan J., and Giles C.L. (Eds), Morgan Kaufmann
    • Bradtke S.J. Reinforcement learning applied to linear quadratic regulation. In: Hanson S.J., Cowan J., and Giles C.L. (Eds). Advances in neural information processing systems 5 (1993), Morgan Kaufmann 295-302
    • (1993) Advances in neural information processing systems , vol.5 , pp. 295-302
    • Bradtke, S.J.1
  • 15
    • 0032459505 scopus 로고    scopus 로고
    • Dynamically scheduled MPC of nonlinear processes using hinging hyperplane models
    • Chikkula Y., Lee J.H., and Ogunnaike B.A. Dynamically scheduled MPC of nonlinear processes using hinging hyperplane models. AIChE Journal 44 2 (1998) 2658-2674
    • (1998) AIChE Journal , vol.44 , Issue.2 , pp. 2658-2674
    • Chikkula, Y.1    Lee, J.H.2    Ogunnaike, B.A.3
  • 16
    • 33747881213 scopus 로고    scopus 로고
    • Choi, J. (2004). Algorithmic framework for improving heuristics in stochastic, stage-wise optimization problems. Ph.D. dissertation. Georgia Institute of Technology.
  • 17
    • 1942532245 scopus 로고    scopus 로고
    • Dynamic programming in a heuristically confined state space: A stochastic resource-constrained project scheduling application
    • Choi J., Realff M.J., and Lee J.H. Dynamic programming in a heuristically confined state space: A stochastic resource-constrained project scheduling application. Computers & Chemical Engineering 28 (2004) 1039-1058
    • (2004) Computers & Chemical Engineering , vol.28 , pp. 1039-1058
    • Choi, J.1    Realff, M.J.2    Lee, J.H.3
  • 18
    • 2342638345 scopus 로고    scopus 로고
    • An algorithmic framework for improving heuristics. Part I: A deterministic discount coupon travelling salesman problem
    • Choi J., Realff M.J., and Lee J.H. An algorithmic framework for improving heuristics. Part I: A deterministic discount coupon travelling salesman problem. Computers & Chemical Engineering 28 (2004) 1285-1296
    • (2004) Computers & Chemical Engineering , vol.28 , pp. 1285-1296
    • Choi, J.1    Realff, M.J.2    Lee, J.H.3
  • 19
    • 2342458344 scopus 로고    scopus 로고
    • An algorithmic framework for improving heuristics. Part II: A new version of the stochastic travelling salesman problem
    • Choi J., Lee J.H., and Realff M.J. An algorithmic framework for improving heuristics. Part II: A new version of the stochastic travelling salesman problem. Computers & Chemical Engineering 28 (2004) 1297-1307
    • (2004) Computers & Chemical Engineering , vol.28 , pp. 1297-1307
    • Choi, J.1    Lee, J.H.2    Realff, M.J.3
  • 20
    • 0348090400 scopus 로고    scopus 로고
    • The linear programming approach to approximate dynamic programming
    • De Farias D.P., and Van Roy B. The linear programming approach to approximate dynamic programming. Operations Research 51 6 (2003) 850-865
    • (2003) Operations Research , vol.51 , Issue.6 , pp. 850-865
    • De Farias, D.P.1    Van Roy, B.2
  • 21
    • 0011716051 scopus 로고
    • Dual control theory I-IV
    • 1453-1464, 1-12, 109-121
    • Fel'dbaum A.A. Dual control theory I-IV. Automation Remote Control 21-22 (1960-1961) 874-880 1453-1464, 1-12, 109-121
    • (1960) Automation Remote Control , vol.21-22 , pp. 874-880
    • Fel'dbaum, A.A.1
  • 24
    • 0000800872 scopus 로고
    • Stochastic decomposition: An algorithm for two stage stochastic linear programs with recourse
    • Higle J., and Sen S. Stochastic decomposition: An algorithm for two stage stochastic linear programs with recourse. Mathematics of Operations Research 16 (1991) 650-669
    • (1991) Mathematics of Operations Research , vol.16 , pp. 650-669
    • Higle, J.1    Sen, S.2
  • 27
    • 0037349318 scopus 로고    scopus 로고
    • Simulation based strategy for nonlinear optimal control: Application to a microbial cell reactor
    • Kaisare N.S., Lee J.M., and Lee J.H. Simulation based strategy for nonlinear optimal control: Application to a microbial cell reactor. International Journal of Nonlinear and Robust Control 13 (2003) 347-363
    • (2003) International Journal of Nonlinear and Robust Control , vol.13 , pp. 347-363
    • Kaisare, N.S.1    Lee, J.M.2    Lee, J.H.3
  • 29
    • 0027545176 scopus 로고
    • A general algorithm for short-term scheduling of batch operations-I. Milp formulation
    • Kondili E., Pantelides C., and Sargent R. A general algorithm for short-term scheduling of batch operations-I. Milp formulation. Computers & Chemcial Engineering 17 (1993) 211-227
    • (1993) Computers & Chemcial Engineering , vol.17 , pp. 211-227
    • Kondili, E.1    Pantelides, C.2    Sargent, R.3
  • 32
    • 18444379381 scopus 로고    scopus 로고
    • Approximate dynamic programming based approaches for input-output data-driven control of nonlinear processes
    • Lee J.M., and Lee J.H. Approximate dynamic programming based approaches for input-output data-driven control of nonlinear processes. Automatica 41 7 (2005) 1281-1288
    • (2005) Automatica , vol.41 , Issue.7 , pp. 1281-1288
    • Lee, J.M.1    Lee, J.H.2
  • 33
    • 0000072761 scopus 로고
    • Extended Kalman filter based nonlinear model predictive control
    • Lee J.H., and Ricker N.L. Extended Kalman filter based nonlinear model predictive control. Industrial & Engineering Chemistry Research 33 6 (1994) 1530-1541
    • (1994) Industrial & Engineering Chemistry Research , vol.33 , Issue.6 , pp. 1530-1541
    • Lee, J.H.1    Ricker, N.L.2
  • 34
    • 27144544987 scopus 로고    scopus 로고
    • Choice of approximator and design of penalty function for an approximate dynamic programming based control approach
    • Lee J.M., Kaisare N.S., and Lee J.H. Choice of approximator and design of penalty function for an approximate dynamic programming based control approach. Journal of Process Control 16 2 (2006) 135-156
    • (2006) Journal of Process Control , vol.16 , Issue.2 , pp. 135-156
    • Lee, J.M.1    Kaisare, N.S.2    Lee, J.H.3
  • 39
    • 0033876326 scopus 로고    scopus 로고
    • Constrained model predictive control: Stability and optimality
    • Mayne D.Q., Rawlings J.B., Rao C.V., and Scokaert P.O.M. Constrained model predictive control: Stability and optimality. Automatica 36 (2000) 789-814
    • (2000) Automatica , vol.36 , pp. 789-814
    • Mayne, D.Q.1    Rawlings, J.B.2    Rao, C.V.3    Scokaert, P.O.M.4
  • 40
    • 0033135677 scopus 로고    scopus 로고
    • Model predictive control: Past, present and future
    • Morari M., and Lee J. Model predictive control: Past, present and future. Computers & Chemcial Engineering 23 4 (1999) 667-682
    • (1999) Computers & Chemcial Engineering , vol.23 , Issue.4 , pp. 667-682
    • Morari, M.1    Lee, J.2
  • 42
    • 33747892448 scopus 로고    scopus 로고
    • Pannocchia, G., Rawlings, J. B., & Wright, S. J. (in press). Fast, large-scale model predictive control by partial enumeration. Automatica.
  • 43
    • 26244443289 scopus 로고    scopus 로고
    • Optimal control of a fed batch bioreactor using simulation-based dynamic programming
    • Peroni C.V., Kaisare N., and Lee J.H. Optimal control of a fed batch bioreactor using simulation-based dynamic programming. IEEE Transactions in Control Systems Technology 13 (2005) 786-790
    • (2005) IEEE Transactions in Control Systems Technology , vol.13 , pp. 786-790
    • Peroni, C.V.1    Kaisare, N.2    Lee, J.H.3
  • 44
    • 33747877358 scopus 로고    scopus 로고
    • Pratikakis, N., Realff, M. J., & Lee, J. H. (in press). Strategic capacity decisions in manufacturing using real-time adaptive dynamic programming. Naval Research Logistics.
  • 46
    • 0041802770 scopus 로고    scopus 로고
    • A survey of industrial model predictive control technology
    • Qin J., and Badgwell T. A survey of industrial model predictive control technology. Control Engineering Practice 11 (2003) 733-764
    • (2003) Control Engineering Practice , vol.11 , pp. 733-764
    • Qin, J.1    Badgwell, T.2
  • 47
    • 0000514655 scopus 로고
    • Scenarios and policy aggregation in optimization under uncertainty
    • Rockafellar R., and Wets R. Scenarios and policy aggregation in optimization under uncertainty. Mathematics of Operational Research 16 1 (1991) 119-147
    • (1991) Mathematics of Operational Research , vol.16 , Issue.1 , pp. 119-147
    • Rockafellar, R.1    Wets, R.2
  • 48
    • 0000433333 scopus 로고
    • Temporal difference learning of position evaluation in the game of Go
    • Cowan J.D., Tesauro G., and Alspector J. (Eds), Morgan Kaufmann, San Mateo, CA
    • Schraudolph N.N., Dayan P., and Sejnowski T.J. Temporal difference learning of position evaluation in the game of Go. In: Cowan J.D., Tesauro G., and Alspector J. (Eds). Advances in neural information processing systems 6 (1994), Morgan Kaufmann, San Mateo, CA 817-824
    • (1994) Advances in neural information processing systems , vol.6 , pp. 817-824
    • Schraudolph, N.N.1    Dayan, P.2    Sejnowski, T.J.3
  • 49
    • 0026883988 scopus 로고
    • Gain scheduling: Potential hazards and possible remedies
    • Shamma J.S., and Athans M. Gain scheduling: Potential hazards and possible remedies. IEEE Control Systems Magazine 12 (1992) 101-107
    • (1992) IEEE Control Systems Magazine , vol.12 , pp. 101-107
    • Shamma, J.S.1    Athans, M.2
  • 52
    • 84898972974 scopus 로고    scopus 로고
    • Reinforcement learning for dynamic channel allocation in cellular telephone systems
    • Mozer M.C., Jordan M.I., and Petsche T. (Eds), MIT Press
    • Singh S., and Bertsekas D. Reinforcement learning for dynamic channel allocation in cellular telephone systems. In: Mozer M.C., Jordan M.I., and Petsche T. (Eds). Advances in neural information processing systems 9 (1997), MIT Press 974-980
    • (1997) Advances in neural information processing systems , vol.9 , pp. 974-980
    • Singh, S.1    Bertsekas, D.2
  • 53
    • 0003347730 scopus 로고
    • Reactive scheduling systems
    • Brown D.E., and Scherer W.T. (Eds), Kluwer Press
    • Smith S. Reactive scheduling systems. In: Brown D.E., and Scherer W.T. (Eds). Intelligent scheduing systems (1995), Kluwer Press
    • (1995) Intelligent scheduing systems
    • Smith, S.1
  • 54
    • 0034661239 scopus 로고    scopus 로고
    • A simulation-optimization framework for addressing combinatorial and stochastic aspects of an R&D pipeline management problem
    • Subramanian D., Pekny J., and Reklaitis G. A simulation-optimization framework for addressing combinatorial and stochastic aspects of an R&D pipeline management problem. Computers & Chemical Engineering 24 (2000) 1005-1011
    • (2000) Computers & Chemical Engineering , vol.24 , pp. 1005-1011
    • Subramanian, D.1    Pekny, J.2    Reklaitis, G.3
  • 55
    • 84898939480 scopus 로고    scopus 로고
    • Policy gradient methods for reinforcement learning with function approximation
    • Solla S.A., Leen T.K., and Muller K.-R. (Eds), MIT Press
    • Sutton R., McAllester D., Singh S., and Mansour Y. Policy gradient methods for reinforcement learning with function approximation. In: Solla S.A., Leen T.K., and Muller K.-R. (Eds). Advances in neural information processing systems 12 (2000), MIT Press 1057-1063
    • (2000) Advances in neural information processing systems , vol.12 , pp. 1057-1063
    • Sutton, R.1    McAllester, D.2    Singh, S.3    Mansour, Y.4
  • 56
    • 0001046225 scopus 로고
    • Practical issues in temporal-difference learning
    • Tesauro G.J. Practical issues in temporal-difference learning. Machine Learning 8 (1992) 257-277
    • (1992) Machine Learning , vol.8 , pp. 257-277
    • Tesauro, G.J.1
  • 57
    • 0019046099 scopus 로고
    • A multiple model adaptive dual control algorithm for stochastic systems with unknown parameters
    • Wenk C.J., and Bar-Shalom Y. A multiple model adaptive dual control algorithm for stochastic systems with unknown parameters. IEEE Transactions on Automatic Control AC-25 (1980) 703-710
    • (1980) IEEE Transactions on Automatic Control , vol.AC-25 , pp. 703-710
    • Wenk, C.J.1    Bar-Shalom, Y.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.