Sojoudi, Somayeh and Aghdam, Amir G. (2010) Interconnection-based performance analysis for a class of decentralized controllers. Automatica, 46 (5). pp. 796-803. ISSN 00051098
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Official URL: http://dx.doi.org/10.1016/j.automatica.2010.02.005
Abstract
This paper is concerned with decentralized controller design for large-scale interconnected systems of pseudo-hierarchical structure. Given such a system, one can use existing techniques to design a decentralized controller for the reference hierarchical model, obtained by eliminating certain weak interconnections of the original system. Although this indirect controller design is appealing as far as the computational complexity is concerned, it does not necessarily result in satisfactory performance for the original pseudo-hierarchical system. An LQ cost function is defined in order to evaluate the performance discrepancy between the pseudo-hierarchical system and its reference hierarchical model under the designed decentralized controller. A discrete Lyapunov equation is then solved to compute this performance index. However, due to the large-scale nature of the system, this equation cannot be handled efficiently in many real-world systems. Thus, attaining an upper bound on this cost function can be more desirable than finding its exact value, in practice. For this purpose, a novel technique is proposed which only requires solving a simple LMI optimization problem with three variables. The problem is then reduced to a scalar optimization problem, for which an explicit solution is provided. It is also shown that when the original model is exactly hierarchical, then the upper bounds obtained from the LMI and scalar optimization problems will both be equal to zero.
Divisions: | Concordia University > Gina Cody School of Engineering and Computer Science > Electrical and Computer Engineering |
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Item Type: | Article |
Refereed: | Yes |
Authors: | Sojoudi, Somayeh and Aghdam, Amir G. |
Journal or Publication: | Automatica |
Date: | 2010 |
Digital Object Identifier (DOI): | 10.1016/j.automatica.2010.02.005 |
Keywords: | Decentralized control; Optimization; Matrix inequality |
ID Code: | 975173 |
Deposited By: | Danielle Dennie |
Deposited On: | 22 Jan 2013 14:26 |
Last Modified: | 18 Jan 2018 17:39 |
References:
Aghdam et al., 2006 A.G. Aghdam, E.J. Davison, R. Becerril Structural modification of systems using discretization and generalized sampled-data hold functions Automatica, 42 (11) (2006), pp. 1935–1941Antoulas and Sorensen, 2001 A. C. Antoulas, D.C. Sorensen Approximation of large-scale dynamical systems: An overview International Journal of Applied Mathematics and Computer Science, 11 (5) (2001), pp. 1093–1121
Bakule et al., 2004 Bakule, L., Rodellar, J., & Rossell, J. M. (2004). Inclusion principle for uncertain discrete-time systems with guaranteed cost. In Proceedings of 43rd IEEE conference on decision and control, Atlantis, Paradise Island, Bahamas (pp. 2712–2716).
Bakule et al., 2001 L. Bakule, J. Rodellar, J.M. Rossell, P. Rubió Preservation of controllability-observability in expanded systems IEEE Transactions on Automatic Control, 46 (7) (2001), pp. 1155–1162
Becerril et al., 2005 Becerril, R., Aghdam, A. G., & Davison, E. J. (2005). Minimizing interconnection of subsystems in large-scale interconnected systems using generalized sampling. In Proc. 16th IFAC World Congress, Prague, Czech Republic.
Benner, 2008 P. Benner Large-scale matrix equations of special type Numerical Linear Algebra with Applications, 15 (9) (2008), pp. 747–754
Chu and Šiljak, 2005 D. Chu, D.D. Šiljak A canonical form for the inclusion principle of dynamic systems SIAM Journal on Control and Optimization, 44 (3) (2005), pp. 969–990
Fax and Murray, 2004 J.A. Fax, R.M. Murray Information flow and cooperative control of vehicle formations IEEE Transactions on Automatic Control, 49 (9) (2004), pp. 1465–1476
Iftar, 1993 A. Iftar Overlapping decentralized dynamic optimal control International Journal of Control, 58 (1) (1993), pp. 187–209
Jamshidi, 1997 M. Jamshidi Large-scale systems: Modeling, control, and fuzzy logic Prentice-Hall, NJ (1997)
Krtolica and Šiljak, 1980 R. Krtolica, D.D. Šiljak Suboptimality of decentralized stochastic control and estimation IEEE Transactions on Automatic Control, 25 (1) (1980), pp. 76–83
Lavaei and Aghdam, 2007 J. Lavaei, A.G. Aghdam High-performance decentralized control design for general interconnected systems with applications in cooperative control International Journal of Control, 80 (6) (2007), pp. 935–951
Lavaei et al., 2006 Lavaei, J., Momeni, A., & Aghdam, A. G. (2006). High-performance decentralized control for formation flying with leader-follower structure. In Proc. 45th IEEE conference on decision and control, San Diego, CA (pp. 5947–5954).
Lavaei et al., 2008 J. Lavaei, A. Momeni, A.G. Aghdam A model predictive decentralized control scheme with reduced communication requirement for spacecraft formation IEEE Transactions on Control Systems Technology, 16 (2) (2008), pp. 268–278
Lee, 2004 C.H. Lee Solution bounds of the continuous and discrete Lyapunov matrix equations Journal of Optimization Theory and Applications, 120 (3) (2004), pp. 559–578
Lofberg, 2004 Löfberg, J. (2004). A toolbox for modeling and optimization in MATLAB. In Proceedings of the CACSD conference, Taipei, Taiwan. Available online at http://control.ee.ethz.ch/~joloef/yalmip.php.
Prajna et al., 2004 Prajna, S., Papachristodoulou, A., Seiler, P., & Parrilo, P. A. (2004). SOSTOOLS sum of squares optimization toolbox for MATLAB. In Users guide. Available online at http://www.cds.caltech.edu/sostools.
Sezer and Šiljak, 1986 M.E. Sezer, D.D. Šiljak Nested ε-decompositions and clustering of complex systems Automatica, 22 (3) (1986), pp. 321–331
Sezer and Šiljak, 1991 M.E. Sezer, D.D. Šiljak Nested epsilon decompositions of linear systems: Weakly coupled and overlapping blocks SIAM Journal of Matrix Analysis and Applications, 12 (1991), pp. 521–533
Šiljak, 1991 D.D. Šiljak Decentralized control of complex systems Academic Press, Boston (1991)
Šiljak and Zecevic, 2005 D.D. Šiljak, A.I. Zecevic Control of large-scale systems: Beyond decentralized feedback Annual Reviews in Control, 29 (2) (2005), pp. 169–179
Stankovic and Šiljak, 1989 S.S. Stankovic, D.D. Šiljak Sequential LQG optimization of hierarchically structured systems Automatica, 25 (4) (1989), pp. 545–559
Stankovic et al., 2000 S.S. Stankovic, M.J. Stanojevic, D.D. Šiljak Decentralized overlapping control of a platoon of vehicles IEEE Transactions on Control Systems Technology, 8 (5) (2000), pp. 816–832
Stilwell and Bishop, 2000 D.J. Stilwell, B.E. Bishop Platoons of underwater vehicles IEEE Control Systems Magazine, 20 (6) (2000), pp. 45–52
Tanner et al., 2004 H.G. Tanner, G.J. Pappas, V. Kumar Leader to formation stability IEEE Transactions on Robotics and Automation, 20 (3) (2004), pp. 443–455
Tippett and Marchesin, 1999 M.K. Tippett, D. Marchesin Upper bounds for the solution of the discrete algebraic Lyapunov equation Automatica, 35 (8) (1999), pp. 1485–1489
Trefethen and Bau, 1997 L.N. Trefethen, D. Bau Numerical linear algebra SIAM (1997)
Zecevic and Šiljak, 2005 A.I. Zecevic, D.D. Šiljak A new approach to control design with overlapping information structure constraints Automatica, 41 (2) (2005), pp. 265–272
Zecevic and Šiljak, 1994 A.I. Zecevic, D.D. Šiljak A block-parallel Newton method via overlapping epsilon compositions SIAM Journal of Matrix Analysis and Applications, 15 (1994), pp. 824–844
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