Feedback control of problem solving
A method for feedback control of cooperative problem solving for real-time applications in complex systems utilizes solvers parameterized by control variables. The method includes initializing the time setting and selecting at least one solver parameter value. The solver is operated with the selecte...
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Format | Patent |
Language | English |
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08.08.2006
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Abstract | A method for feedback control of cooperative problem solving for real-time applications in complex systems utilizes solvers parameterized by control variables. The method includes initializing the time setting and selecting at least one solver parameter value. The solver is operated with the selected solver parameter value or values for a specified interim and the operational conditions are reviewed. A solution is transmitted to the system if a solution quality condition is satisfied. The solver continues to operate if the solution quality condition is not satisfied and the performance differential is not greater than a specified threshold. If the solution quality condition is unsatisfied, but the performance differential exceeds the threshold, at least one alternate solver parameter value is selected and the solver is operated with the new solver parameter value for a specified interim. The solver continues to operate until the solution quality condition is satisfied. |
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AbstractList | A method for feedback control of cooperative problem solving for real-time applications in complex systems utilizes solvers parameterized by control variables. The method includes initializing the time setting and selecting at least one solver parameter value. The solver is operated with the selected solver parameter value or values for a specified interim and the operational conditions are reviewed. A solution is transmitted to the system if a solution quality condition is satisfied. The solver continues to operate if the solution quality condition is not satisfied and the performance differential is not greater than a specified threshold. If the solution quality condition is unsatisfied, but the performance differential exceeds the threshold, at least one alternate solver parameter value is selected and the solver is operated with the new solver parameter value for a specified interim. The solver continues to operate until the solution quality condition is satisfied. |
Author | Shang, Yi Crawford, Lara S Fromherz, Markus P. J |
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References | Fromherz et al. (6865562) 20050300 Jackson et al. (6912515) 20050600 Sorrells et al. (6144953) 20001100 Lindskog et al. (6665262) 20031200 J.A. Boyan, A.W. Moore, Learning Evaluation Funcitons to Improve Optimization by Local Search, Journal of Machine Learnaing Research, 2000, 1:77-112. Koza (5136686) 19920800 Koza et al. (5390282) 19950200 U.S. Appl. No. 09/874,552, filed Jun. 4, 2001, Warren B. Jackson et al. Grosse (6144923) 20001100 J.E. Borrett, E.P.K. Tsang, N.R. Walsh, Adaptive Constraint Satisfaction: The Quickest First Principle, Technical Report CSM-256, University of Essex Department of Computer Science, 1995. Trif et al. (5870731) 19990200 S. Baluja, A.G. Barto, K.D. Boese, J. Boyan, W. Buntine, T. Carson, R. Caruana, D.J. Cook, S. Davies, T. Dean, T.G. Dietterich, P.J. Gmytrasiewicz, S. Hazlehurst, R. Impagliazzo, A.K. Jagota, K.E. Kim, A. McGovern, R. Moll, A.W. Moore, E. Moss, M. Mullin, A.R. Newton, B.S. Peters, T.J. Perkins, L. Sanchis, L. Su, C. Tseng, K. Turner, X. Wang, D.H. Wolpert, Statistical Machine Learning for Large-Scale Optimization, Neural Computing Surveys, 2000, 3:1-58. B. Hnich, P. Flener, High-Level Reformulation of Constraint Programs, Proceedings of the Tenth International French Speaking Conference on Logic and Constraint Programming, 2001, p. 75-89. U.S. Appl. No. 09/874,167, filed Jun. 4, 2001, Markus P.J. Fromherz et al. Gounares et al. (6088690) 20000700 A.E. Eiben, R. Hinterding, Z. Michalewicz, Parameter Control in Evolutionary Algorithms, IEEE Transactions on Evolutionary Computation, 1999, 3:124-141. Koza et al. (5148513) 19920900 |
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