Abstract
Poset-causal systems form a class of decentralized systems introduced by Shah and Parrilo (47th IEEE conference on decision and control, IEEE, 2008) and studied mainly in the context of optimal decentralized control. In this paper, we develop part of the realization theory for poset-causal systems. More specifically, we investigate several notions of controllability and observability, and their relation under duality. These new notions extend concepts of controllability and observability in the context of coordinated linear systems (Kempker et al. in Linear Algebra Appl 437:121–167, 2012). While for coordinated linear systems there is a clear hierarchical structure with a single (main) coordinator, for poset-causal systems there need not be a single coordinator, and the communication structure between the decentralized systems allows for more intricate structures, governed by partial orders. On the other hand, we show that the class of poset-causal systems is closed under duality, which is not the case for coordinated linear systems, and that duality relations between the various notions of observability and controllability exist.
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Bart H, Ehrhardt T, Silbermann B (2018) L-free directed bipartite graphs and echelon-type canonical forms. Oper Theory Adv Appl 271:75–117
Bart H, Ehrhardt T, Silbermann B (2017) Echelon type canonical forms in upper triangular matrix algebras. Oper Theory Adv Appl 259:79–124
Bart H, Ehrhardt T, Silbermann B (2016) Rank decomposition in zero pattern matrix algebras. Czechoslovak Math J 66(141):987–1005
Cai N, Zhong YS (2010) Formation controllability of high-order linear time invariant swarm systems. IET Control Theory Appl 4:646–654
Cantoni M, Weyer E, Li Y, Ooi SK, Mareels I (2007) Control of large-scale irrigation networks. Proc IEEE 95:75–91
Chan DS (1977) Multidimensional oriented discrete systems–characterization and realization. In: 1977 11th Asilomar conference on circuits, systems and computers, conference record. IEEE
Davis RL (1970) Algebras defined by patterns of zeros. J Comb Theory 9:257–260
Dullerud GE, Paganini F (2000) A course in robust control theory. A convex approach, Texts in applied mathematics 36. Springer, New York
Findeisen W, Bailey FN, Brdys M, Malinowski K, Tatjewski P, Wozniak A (1980) Control and coordination in hierarchical systems. Wiley, Chichester
Flórez JZ, Martinez J, Besancon G, Faille D (2011) Explicit coordination for MPC-based distributed control with application to hydro-power valleys. In: 50th IEEE conference on decision and control and European control conference
Flórez JZ, Martinez J, Besancon G, Faille D (2013) Decentralized-coordinated model predictive control for a hydro-power valley. Math Comput Simul 91:108–118
Jain N, Koeln JP, Sundaram S, Alleyne AG (2014) Partially decentralized control of large-scale variable-refrigerant-flow systems in buildings. J Process Control 24:798–819
Ji Z, Lin H, Yu H (2012) Leaders in multi-agent controllability under consensus algorithm and tree topology. Syst Control Lett 61:918–925
Ji M, Egerstedt M (2007) A graph-theoretic characterization of controllability for multi-agent systems. In: Proceedings of the 2007 American control conference
Jia J, van Waarde HJ, Trentelman HL, Camlibel KM (2020) A unifying framework for strong structural controllability. IEEE Trans Automat Control 66:391–398
Kempker PL, Ran ACM, van Schuppen JH (2014) Construction and minimality of coordinated linear systems. Linear Algebra Appl 452:202–236
Kempker PL, Ran ACM, van Schuppen JH (2014) LQ control for coordinated linear systems. IEEE Trans Automat Control 59:851–862
Kempker PL, Ran ACM, van Schuppen JH (2012) Controllability and observability of coordinated linear systems. Linear Algebra Appl 437:121–167
Lessard L, Kristalny M, Rantzer A (2013) On structured realizability and stabilizability of linear systems. In: 2013 American control conference. IEEE, pp 5784–5790
Li Y, Cantoni M (2008) Distributed controller design for open water channels. In: Proceedings of the 17th world congress IFAC
Lynch JP, Law KH (2002) Decentralized control techniques for large-scale civil structural systems. In: Proceedings of the 20th international modal analysis conference (IMAC XX)
Mullans RE, Elliot DL (1973) Linear systems on partially ordered time sets. In: 1973 IEEE conference on decision and control including the 12th symposium on adaptive processes. IEEE, pp 334–337
Molzahn DK, Doërfler F, Sandberg H, Low SH, Chakrabarti S, Baldick R (2017) A survey of distributed optimization and algorithms for electric power systems. IEEE Trans Smart Grids 8:2941–2962
Monshizadeh N, Zhang S, Camlibel MK (2014) Zero forcing sets and controllability of dynamical systems defined on graphs. IEEE Trans Automat Control 59:2562–2567
Moroçan PD, Bourdais R, Dumur D, Buisson J (2010) Building temperature regulation using a distributed model predictive control. Energy Build 42:1445–1452
Negenborn RR, van Overloop PJ, de Schutter B (2009) Coordinated distributed model predictive reach control of irrigation canals. In: Proceedings of the European control conference (ECC). IEEE, pp 1420–1425
Polderman JW, Willems JC (1998) Introduction to mathematical systems theory. A behavioral approach, Texts in applied mathematics 26. Springer, New York
Rajaoarisoa L, Horáth K, Duviella E, Chuquet K (2014) Large-scale system control on decentralized design. Application to Cuichy Fontinette Reach. IFAC Proc 47:11105–11110
Ran ACM, van Schuppen JH (2008) Control for coordination of linear systems. In: Proceedings of the 18th international symposium on the mathematical theory of networks and systems (MTNS 2008)
Sadowska A, van Overloop PJ, Burt C, De Schutter B (2014) Hierarchical operation of water level controllers: formal analysis and application on a large scale irrigation canal. Water Resour Manag 28:4999–5019
Segovia P, Rajaoarisoa L, Nejjari F, Blesa J, Puig V, Duviella E (2017) Decentralized fault-tolerant control of inland navigation networks: a challenge. J Phys Conf Ser 783
Shah P (2011) A partial order approach to decentralized control, PhD thesis, Massachusetts Institute of Technology
Shah P, Parrilo PA (2013) \(H_2\)-optimal decentralized control over posets: a state-space solution for state-feedback. IEEE Trans Automat Control 58:3084–3096
Shah P, Parrilo PA (2011) An optimal controller architecture for poset-causal systems. In: 50th IEEE conference on decision and control and European control conference. IEEE
Shah P, Parrilo PA (2009) A poset framework to model decentralized control problems. In: Proceedings of the 48h IEEE conference on decision and control (CDC) held jointly with 2009 28th Chinese control conference. IEEE
Shah P, Parrilo PA (2008) A partial order approach to decentralized control. In: 47th IEEE conference on decision and control. IEEE
Spiegel E, O’Donnell C (1997) Incidence algebras. CRC Press
Swigart J, Lall S (2009) A graph-theoretic approach to distributed control over networks. In: Joint 48th conference on decision and control and 28th Chinese control conference, pp 5409–5414
Swigart J, Lall S (2014) Optimal controller synthesis for decentralized systems over graphs via spectral factorization. IEEE Trans Autom Control 59:2311–2323
Tanner HG (2004) On the controllability of nearest neighbor interconnections. In: 43rd IEEE conference on decision and control (CDC), pp 2467–2472
Trumpf J, Trentelman HL (2019) Controllability and stabilizability of networks of linear systems. IEEE Trans Automat Control 64:3391–3398
van Schuppen JH, Boutin O, Kempker PL, Komenda J, Masopust T, Pambakian N, Ran ACM (2011) Control of distributed systems: tutorial and overview. Eur J Control 17:579–602
Weyer E (2008) Control of irrigation channels. IEEE Trans Control Syst Technol 16:664–675
Wyman WF (1976) Linear difference systems on partially ordered sets. Mathematical systems theory (Proc Internat Sympos, Internat Centre Mech Sci, Udine, 1975), vol 131. Lecture Notes in Econom and Math Systems. Springer, Berlin, pp 75–91
Xue M, Sandip R (2019) Structural controllability of linear dynamical networks with homogeneous subsystems. IFAC-PapersOnLine 52(3):25–30
Zhang S, Cao M, Camlibel MK (2014) Upper and lower bounds for controllable subspaces of networks of diffusively coupled agents. IEEE Trans Automat Control 59:745–750
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This work is based on research supported in part by the National Research Foundation of South Africa (NRF) and the DSI-NRF Centre of Excellence in Mathematical and Statistical Sciences (CoE-MaSS). Any opinion, finding and conclusion or recommendation expressed in this material are that of the authors and the NRF and CoE-MaSS do not accept any liability in this regard.
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This work is based on the research supported in part by the National Research Foundation of South Africa (Grant Numbers 118513 and 127364).
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ter Horst, S., Zeelie, J. Realization theory for poset-causal systems: controllability, observability and duality. Math. Control Signals Syst. 33, 197–236 (2021). https://doi.org/10.1007/s00498-021-00284-0
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DOI: https://doi.org/10.1007/s00498-021-00284-0