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Symbolic optimization of algebraic functions

Published: 20 July 2008 Publication History

Abstract

This paper attempts to establish a new framework of symbolic optimization of algebraic functions that is relevant to possibly a wide variety of practical application areas. The crucial aspects of the framework are (i) the suitable use of algebraic methods coupled with the discovery and exploitation of structural properties of the problem in the conversion process into the framework, and (ii) the feasibility of algebraic methods when performing the optimization. As an example an algebraic approach is developed for the discrete-time polynomial spectral factorization problem that illustrates the significance and relevance of the proposed framework. A numerical example of a particular control problem is also included to demonstrate the development.

References

[1]
H. Anai, S. Hara, M. Kanno, and K. Yokoyama. Parametric polynomial spectral factorization using the sum of roots and its application to a control design problem. Technical Report METR 2008-04, Department of Mathematical Informatics, The University of Tokyo, January 2008. Also submitted to the Journal of Symbolic Computation.
[2]
H. Anai, H. Yanami, K. Sakabe, and S. Hara. Fixed-structure robust controller synthesis based on symbolic-numeric computation: Design algorithms with a CACSD toolbox (invited paper). In Proceedings of CCA/ISIC/CACSD 2004, pages 1540--1545, Taipei, Taiwan, 2004.
[3]
B. D. O. Anderson, N. K. Bose, and E. I. Jury. Output feedback stabilization and related problems-solution via decision methods. IEEE Transactions on Automatic Control, AC-20(1):53--66, February 1975.
[4]
S. Basu, R. Pollack, and M.-F. Roy. Algorithms in Real Algebraic Geometry, volume 10 of Algorithms and Computation in Mathematics. Springer-Verlag, Berlin, 2nd edition, 2006.
[5]
C. W. Brown. Qepcad b: A program for computing with semi-algebraic sets using CADs. ACM SIGSAM Bulletin, 37(4):97--108, December 2003.
[6]
J. Chen and R. H. Middleton, editors. IEEE Transactions on Automatic Control: Special Section on New Developments and Applications in Performance Limitation of Feedback Control, volume 48, number 8. IEEE Control Systems Society, August 2003.
[7]
A. M. Cohen, editor. Computer Algebra in Industry: Problem Solving in Practice. John Wiley & Sons, Chichester, 1993.
[8]
G. Collins. Quantifier elimination for real closed fields by cylindrical algebraic decomposition. In H. Brakhage, editor, Automata Theory and Formal Languages - 2nd GI Conference, volume 33 of Lecture Notes in Computer Science, pages 134--183. Springer-Verlag, Berlin, 1975.
[9]
G. E. Collins and H. Hong. Partial cylindrical algebraic decomposition for quantifier elimination. Journal of Symbolic Computation, 12(3):299--328, September 1991.
[10]
A. Dolzmann, A. Seidl, and T. Sturm. Efficient projection orders for CAD. In Proceedings of the ACM SIGSAM International Symposium on Symbolic and Algebraic Computation, ISSAC2004, pages 111--118. ACM Press, 2004.
[11]
P. Dorato, W. Yang, and C. Abdallah. Robust multi-objective feedback design by quantifier elimination. Journal of Symbolic Computation, 24(2):153--159, August 1997.
[12]
B. Dumitrescu. Positive Trigonometric Polynomials and Signal Processing Applications. Signals and Communication Technology. Springer, Dordrecht, The Netherlands, 2007.
[13]
I. A. Fotiou, P. Rostalski, P. A. Parrilo, and M. Morari. Parametric optimization and optimal control using algebraic geometry methods. International Journal of Control, 79(11):1340--1358, November 2006.
[14]
L. Gonzalez-Vega, T. Recio, H. Lombardi, and M.-F. Roy. Sturm-Habicht sequences determinants and real roots of univariate polynomials. In B. Caviness and J. Johnson, editors, Quantifier Elimination and Cylindrical Algebraic Decomposition, Texts and Monographs in Symbolic Computation, pages 300--316. Springer, Wien, New York, 1998.
[15]
B. Hanzon and J. M. Maciejowski. Constructive algebra methods for the L2-problem for stable linear systems. Automatica, 32(12):1645--1657, December 1996.
[16]
H. Hoon and R. Liska, editors. Journal of Symbolic Computation: Special Issue on Application of Quantifier Elimination, volume 24, number 2. Academic Press, August 1997.
[17]
M. Kanno, H. Anai, and K. Yokoyama. On the relationship between the sum of roots with positive real parts and polynomial spectral factorization. In T. Boyanov et al., editors, Numerical Methods and Applications - 6th International Conference, NMA 2006, Borovets, Bulgaria, August, 2006, Revised Papers, volume 4310 of Lecture Notes in Computer Science, pages 320--328. Springer-Verlag, Heidelberg, 2007.
[18]
M. Kanno, S. Gandy, H. Anai, and K. Yokoyama. Optimizing the maximal real root of a polynomial by a special cylindrical algebraic decomposition. Presented at Mathematical Aspects of Computer and Information Sciences 2007, Paris, France, December 2007.
[19]
M. Kanno, S. Hara, H. Anai, and K. Yokoyama. Sum of roots, polynomial spectral factorization, and control performance limitations. In Proceedings of the 46th IEEE Conference on Decision and Control, pages 2968--2973, New Orleans, Louisiana USA, December 2007.
[20]
M. Kanno, K. Yokoyama, H. Anai, and S. Hara. Parametric optimization in control using the sum of roots for parametric polynomial spectral factorization. In Proceedings of the International Symposium on Symbolic and Algebraic Computation, ISSAC 2007, pages 211--218, Waterloo, Ontario, Canada, July-August 2007.
[21]
M. Kanno, K. Yokoyama, H. Anai, and S. Hara. Symbolic optimization of algebraic functions. Technical Report METR 2008, Department of Mathematical Informatics, The University of Tokyo, April 2008.
[22]
V. KuÇcera. A tutorial on H2 control theory: The continuous time case. In M. J. Grimble and V. KuÇcera, editors, Polynomial Methods for Control Systems Design, pages 1--55. Springer, London, 1996.
[23]
D. Lazard and F. Rouillier. Solving parametric polynomial systems. Journal of Symbolic Computation, 42(6):636--667, June 2007.
[24]
A. Montes. A new algorithm for discussing Gr¨obner bases with parameters. Journal of Symbolic Computation, 33(2):183--208, February 2002.
[25]
M. Noro and K. Yokoyama. A modular method to compute the rational univariate representation of zero-dimensional ideals. Journal of Symbolic Computation, 28(1-2):243--264, July 1999.
[26]
K. Ogata. Discrete-time control systems. Prentice-Hall International, London, 2nd edition, 1995.
[27]
H. Park. Optimal design of synthesis filters in multidimensional perfect reconstruction FIR filter banks using Grobner bases. IEEE Transactions on Circuits and Systems I: Fundamental Theory and Applications, 49(6):843--851, June 2002.
[28]
A. H. Sayed and T. Kailath. A survey of spectral factorization methods. Numerical Linear Algebra with Applications, 8(6-7):467--496, September-November 2001.
[29]
A. Suzuki and Y. Sato. A simple algorithm to compute comprehensive Grobner bases using Grobner bases. In Proceedings of the ACM SIGSAM International Symposium on Symbolic and Algebraic Computation, ISSAC2006, pages 326--331. ACM Press, 2006.
[30]
H. Tanaka, M. Kanno, and K. Tsumura. Expressions for discrete-time H2 control performance limitations based on poles and zeros. In Proceedings of the SICE 8th Annual Conference on Control Systems (CD-Rom), Kyoto, Japan, March 2008.
[31]
V. Weispfenning. Simulation and optimization by quantifier elimination. Journal of Symbolic Computation, 24(2):189--208, August 1997.
[32]
V. Weispfenning. A new approach to quantifier elimination for real algebra. In B. Caviness and J. Johnson, editors, Quantifier Elimination and Cylindrical Algebraic Decomposition, Texts and Monographs in Symbolic Computation, pages 376--392. Springer, Wien, 1998.
[33]
K. Yokoyama, M. Noro, and T. Takeshima. Solutions of systems of algebraic equations and linear maps on residue class rings. Journal of Symbolic Computation, 14(4):399--417, October 1992.

Cited By

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  • (2013)Nonlinear transformations for the simplification of unconstrained nonlinear optimization problemsCentral European Journal of Operations Research10.1007/s10100-013-0310-y21:4(665-684)Online publication date: 29-Jun-2013
  • (2012)A “Hybrid” Approach for Synthesizing Optimal Controllers of Hybrid Systems: A Case Study of the Oil Pump Industrial ExampleFM 2012: Formal Methods10.1007/978-3-642-32759-9_38(471-485)Online publication date: 2012
  • (2009)Computer algebra for guaranteed accuracy. How does it help?Japan Journal of Industrial and Applied Mathematics10.1007/BF0318654726:2-3(517-530)Online publication date: Oct-2009
  • Show More Cited By

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cover image ACM Conferences
ISSAC '08: Proceedings of the twenty-first international symposium on Symbolic and algebraic computation
July 2008
348 pages
ISBN:9781595939043
DOI:10.1145/1390768
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Publication History

Published: 20 July 2008

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Author Tags

  1. groebner basis
  2. parametric optimization
  3. polynomial spectral factorization
  4. quantifier elimination

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Cited By

View all
  • (2013)Nonlinear transformations for the simplification of unconstrained nonlinear optimization problemsCentral European Journal of Operations Research10.1007/s10100-013-0310-y21:4(665-684)Online publication date: 29-Jun-2013
  • (2012)A “Hybrid” Approach for Synthesizing Optimal Controllers of Hybrid Systems: A Case Study of the Oil Pump Industrial ExampleFM 2012: Formal Methods10.1007/978-3-642-32759-9_38(471-485)Online publication date: 2012
  • (2009)Computer algebra for guaranteed accuracy. How does it help?Japan Journal of Industrial and Applied Mathematics10.1007/BF0318654726:2-3(517-530)Online publication date: Oct-2009
  • (2008)Characterization of discrete-time H2 control performance limitation based on poles and zeros2008 47th IEEE Conference on Decision and Control10.1109/CDC.2008.4739004(3700-3705)Online publication date: Dec-2008

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