×

An overview of structural systems theory. (English) Zbl 1485.93021

Summary: This paper provides an overview of the research conducted in the context of structural (or structured) systems. These are parametrized models used to assess and design system theoretical properties without considering a specific realization of the parameters (which could be uncertain or unknown). The research in structural systems led to a principled approach to a variety of problems, into what is known as structural systems theory. Hereafter, we perform a systematic overview of the problems and methodologies used in structural systems theory since the latest survey by J.-M. Dion et al. [Automatica 39, No. 7, 1125–1144 (2003; Zbl 1023.93002)]. During this period, most of the focus seems to be on structural system’s properties related to controllability/observability and decentralized control, in the context of linear time-invariant systems, under the classic assumption that the parameters are independent and belonging to infinite fields. Notwithstanding, it is notable an increase in research in topics that go beyond such scope and underlying assumptions, as well as applications in a variety of domains. Lastly, we provide a compilation of open questions on several settings and we discuss future directions in this field.

MSC:

93A05 Axiomatic systems theory
93B05 Controllability
93A14 Decentralized systems
90C25 Convex programming
93-02 Research exposition (monographs, survey articles) pertaining to systems and control theory

Citations:

Zbl 1023.93002

References:

[1] Abad Torres, Jackeline; Roy, Sandip, Graph-theoretic characterisations of zeros for the input-output dynamics of complex network processes, International Journal of Control, 87, 5, 940-950 (2014) · Zbl 1292.93046
[2] Abrams, Marshall; Weiss, Joe, Malicious control system cyber security attack case study-Maroochy water services, Australia (2008), The MITRE Corporation: The MITRE Corporation McLean, VA
[3] Agbi, C.; Krogh, B., Decentralized identification of building models, (2014 American control conference (2014), IEEE), 1070-1075
[4] Alcaraz, Cristina; Lopez, Javier, A cyber-physical systems-based checkpoint model for structural controllability, IEEE Systems Journal, 12, 4, 3543-3554 (2017)
[5] Alcaraz, Cristina; Lopez, Javier; Choo, Kim-Kwang Raymond, Resilient interconnection in cyber-physical control systems, Computers & Security, 71, 2-14 (2017)
[6] Alcaraz, Cristina; Wolthusen, Stephen, Recovery of structural controllability for control systems, (Butts, Jonathan; Shenoi, Sujeet, Critical infrastructure protection VIII (2014), Springer Berlin Heidelberg, Springer: Springer Berlin Heidelberg, Springer Berlin, Heidelberg), 47-63
[7] Alem, Saïd; Benazzouz, Djamel, Bond graph to digraph conversion: A sensor placement optimization for fault detection and isolation by a structural approach, Sadhana, 39, 5, 1151-1164 (2014)
[8] Alexandru, A. B.; Pequito, S.; Jadbabaie, A.; Pappas, G. J., Decentralized observability with limited communication between sensors, (2016 IEEE 55th conference on decision and control (2016), IEEE), 885-890
[9] Alexandru, A. B.; Pequito, S.; Jadbabaie, A.; Pappas, G. J., On the limited communication analysis and design for decentralized estimation, (2017 IEEE 56th annual conference on decision and control (2017), IEEE), 1713-1718
[10] Aling, H.; Schumacher, Johannes M., A nine-fold canonical decomposition for linear systems, International Journal of Control, 39, 4, 779-805 (1984) · Zbl 0539.93007
[11] Angulo, M. T.; Aparicio, A.; Moog, C. H., Structural accessibility and structural observability of nonlinear networked systems, IEEE Transactions on Network Science and Engineering, 1 (2019)
[12] Arora, Sanjeev; Barak, Boaz, Computational complexity: a modern approach (2009), Cambridge University Press · Zbl 1193.68112
[13] Assadi, Sepehr; Khanna, Sanjeev; Li, Yang; Preciado, Victor M., Complexity of the minimum input selection problem for structural controllability, IFAC-PapersOnline, 48, 22, 70-75 (2015), 5th IFAC Workshop on Distributed Estimation and Control in Networked Systems NecSys 2015
[14] Bai, Ting; Li, Shaoyuan; Zou, Yuanyuan; Yin, Xiang, Block-based minimum input design for the structural controllability of complex networks, Automatica, 107, 68-76 (2019) · Zbl 1429.93036
[15] Basile, Giuseppe; Marro, Giovanni, Controlled and conditioned invariant subspaces in linear system theory, Journal of Optimization Theory and Applications, 3, 5, 306-315 (1969) · Zbl 0172.12501
[16] Becker, C. O.; Pequito, S.; Pappas, G. J.; Preciado, V. M., Network design for controllability metrics, IEEE Transactions on Control of Network Systems, 1 (2020) · Zbl 07255390
[17] Belabbas, M.-A., Sparse stable systems, Systems & Control Letters, 62, 10, 981-987 (2013) · Zbl 1281.93008
[18] Bellman, Ror; Åström, Karl Johan, On structural identifiability, Mathematical Biosciences, 7, 3-4, 329-339 (1970)
[19] Bhela, Siddharth; Kekatos, Vassilis; Veeramachaneni, Sriharsha, Power distribution system observability with smart meter data, (2017 IEEE global conference on signal and information processing (2017), IEEE), 1070-1074
[20] Bhela, S.; Kekatos, V.; Zhang, L.; Veeramachaneni, S., Enhancing observability in power distribution grids, (2017 IEEE international conference on acoustics, speech and signal processing (2017), IEEE), 4551-4555
[21] Bian, Andrew An; Buhmann, Joachim M.; Krause, Andreas; Tschiatschek, Sebastian, Guarantees for greedy maximization of non-submodular functions with applications, (Precup, Doina; Teh, Yee Whye, Proceedings of the 34th international conference on machine learning. Proceedings of the 34th international conference on machine learning, Proceedings of machine learning research, vol. 70 (2017), PMLR: PMLR International Convention Centre, Sydney, Australia), 498-507
[22] Blackhall, Lachlan; Hill, David J., On the structural controllability of networks of linear systems, IFAC Proceedings Volumes, 43, 19, 245-250 (2010)
[23] Boukhobza, Taha, Generic uniform observability analysis for bilinear systems, Automatica, 44, 12, 3133-3138 (2008) · Zbl 1153.93330
[24] Boukhobza, T., Partial state and input observability recovering by additional sensor implementation: a graph-theoretic approach, International Journal of Systems Science, 41, 11, 1281-1291 (2010) · Zbl 1202.93013
[25] Boukhobza, T., Sensor location for discrete mode observability of switching linear systems with unknown inputs, Automatica, 48, 7, 1262-1272 (2012) · Zbl 1246.93021
[26] Boukhobza, T.; Hamelin, F., Observability analysis for structured bilinear systems: A graph-theoretic approach, Automatica, 43, 11, 1968-1974 (2007) · Zbl 1129.93331
[27] Boukhobza, T.; Hamelin, F., State and input observability recovering by additional sensor implementation: A graph-theoretic approach, Automatica, 45, 7, 1737-1742 (2009) · Zbl 1184.93022
[28] Boukhobza, T.; Hamelin, F., Observability analysis and sensor location study for structured linear systems in descriptor form with unknown inputs, Automatica, 47, 12, 2678-2683 (2011) · Zbl 1235.93050
[29] Boukhobza, Taha; Hamelin, Frédéric, Discrete mode observability of structured switching descriptor linear systems: A graph-theoretic approach, Automatica, 49, 10, 3042-3048 (2013) · Zbl 1358.93040
[30] Boukhobza, T.; Hamelin, F.; Canitrot, S., A graph-theoretic approach to fault detection and isolation for structured bilinear systems, International Journal of Control, 81, 4, 661-678 (2008) · Zbl 1148.90003
[31] Boukhobza, Taha; Hamelin, Frédéric; Kabadi, G.; Aberkane, Samir, Discrete mode observability of switching linear systems with unknown inputs. a graph-theoretic approach, IFAC Proceedings Volumes, 44, 1, 6616-6621 (2011)
[32] Boukhobza, Taha; Hamelin, Frédéric; Martinez-Martinez, Sinuhé, State and input observability for structured linear systems: A graph-theoretic approach, Automatica, 43, 7, 1204-1210 (2007) · Zbl 1123.93024
[33] Boukhobza, T.; Hamelin, F.; Sauter, D., Observability of structured linear systems in descriptor form: A graph-theoretic approach, Automatica, 42, 4, 629-635 (2006) · Zbl 1102.93006
[34] Boukhobza, T.; Hamelin, F.; Simon, C., A graph theoretical approach to the parameters identifiability characterisation, International Journal of Control, 87, 4, 751-763 (2014) · Zbl 1291.93097
[35] Boyd, Stephen; Boyd, Stephen P.; Vandenberghe, Lieven, Convex optimization (2004), Cambridge University Press · Zbl 1058.90049
[36] Bru, Rafael; Cacetta, L.; Rumchev, Ventsi G., Monomial subdigraphs of reachable and controllable positive discrete-time systems, International Journal of Applied Mathematics and Computer Science, 15, 159-166 (2005) · Zbl 1154.93315
[37] Campbell, Colin; Ruths, Justin; Ruths, Derek; Shea, Katriona; Albert, Réka, Topological constraints on network control profiles, Scientific Reports, 5, 18693 (2015)
[38] Campobello, G.; Leonardi, A.; Palazzo, S., A distributed framework for network coding based on a novel state space approach, (2009 6th IEEE annual communications society conference on sensor, mesh and Ad Hoc communications and networks workshops (2009), IEEE), 1-6
[39] Canitrot, Sébastien; Boukhobza, Taha; Hamelin, Frédéric, Observability recovering by additional sensor implementation in structured bilinear systems, IET Control Theory & Applications, 2, 10, 860-865 (2008)
[40] Cantó, Begoña; Coll, Carmen; Sánchez, Elena, Structural identifiability of a model of dialysis, Mathematical and Computer Modelling, 50, 5, 733-737 (2009), Mathematical Models in Medicine & Engineering · Zbl 1185.37181
[41] Carvalho, J. Frederico; Pequito, Sérgio; Aguiar, A. Pedro; Kar, Soummya; Johansson, Karl H., Composability and controllability of structural linear time-invariant systems: Distributed verification, Automatica, 78, 123-134 (2017) · Zbl 1357.93010
[42] Chamseddine, A.; Noura, H.; Theilliol, D., Optimal sensor network for fault diagnosis using structural analysis, (2009 International conference on advances in computational tools for engineering applications (2009), IEEE), 492-497
[43] Chatterjee, A.; Das, D.; Naskar, M. K.; Pal, N.; Mukherjee, A., Heuristic for maximum matching in directed complex networks, (2013 International conference on advances in computing, communications and informatics (2013), IEEE), 1146-1151
[44] Chen, Ximing; Pequito, Sérgio; Pappas, George J.; Preciado, Victor M., Minimal edge addition for network controllability, IEEE Transactions on Control of Network Systems, 6, 1, 312-323 (2018) · Zbl 1515.93035
[45] Chung, Liam; Ruths, Derek; Ruths, Justin, Dilations and degeneracy in network controllability, Scientific Reports, 11, 1, 1-10 (2021)
[46] Clark, Andrew; Alomair, Basel; Bushnell, Linda; Poovendran, Radha, Submodularity in dynamics and control of networked systems (2015), Springer · Zbl 1328.93004
[47] Clark, Andrew; Alomair, Basel; Bushnell, Linda; Poovendran, Radha, Input selection for performance and controllability of structured linear descriptor systems, SIAM Journal on Control and Optimization, 55, 1, 457-485 (2017) · Zbl 1477.93116
[48] Commault, Christian, A simple graph theoretic characterization of reachability for positive linear systems, Systems & Control Letters, 52, 3-4, 275-282 (2004) · Zbl 1157.93403
[49] Commault, Christian, Structural controllability of networks with dynamical structured nodes, IEEE Transactions on Automatic Control (2019) · Zbl 1533.93063
[50] Commault, Christian; Dion, Jean-Michel, Sensor location for diagnosis in linear systems: A structural analysis, IEEE Transactions on Automatic Control, 52, 2, 155-169 (2007) · Zbl 1366.93242
[51] Commault, Christian; Dion, Jean-Michel, Input addition and leader selection for the controllability of graph-based systems, Automatica, 49, 11, 3322-3328 (2013) · Zbl 1315.93013
[52] Commault, Christian; Dion, Jean-Michel, The single-input minimal controllability problem for structured systems, Systems & Control Letters, 80, 50-55 (2015) · Zbl 1330.93032
[53] Commault, Christian; Dion, Jean-Michel; Agha, Sameh Yacoub, Structural analysis for the sensor location problem in fault detection and isolation, Automatica, 44, 8, 2074-2080 (2008) · Zbl 1283.94165
[54] Commault, Christian; Dion, Jean-Michel; Do, Trong Hieu, Sensor location and classification for disturbance rejection by measurement feedback, Automatica, 47, 12, 2584-2594 (2011) · Zbl 1235.93078
[55] Commault, Christian; Dion, Jean-Michel; Hovelaque, V., A geometric approach for structured systems: Application to disturbance decoupling, Automatica, 33, 3, 403-409 (1997) · Zbl 0878.93015
[56] Commault, C.; Dion, J.-M.; Perez, A., Disturbance rejection for structured systems, IEEE Transactions on Automatic Control, 36, 7, 884-887 (1991) · Zbl 0754.93023
[57] Commault, C., Dion, J., Sename, O., & Motyeian, R. (2001). Unknown input observer — A structural approach. In 2001 European control conference (pp. 888-893).
[58] Commault, Christian; Dion, Jean-Michel; Sename, Olivier; Motyeian, Reza, Observer-based fault detection and isolation for structured systems, IEEE Transactions on Automatic Control, 47, 12, 2074-2079 (2002) · Zbl 1364.93826
[59] Commault, Christian; Dion, Jean-Michel; Trinh, D. H.; Do, T. H., Sensor classification for the fault detection and isolation, a structural approach, International Journal of Adaptive Control and Signal Processing, 25, 1, 1-17 (2011) · Zbl 1213.93072
[60] Commault, Christian; Dion, Jean-Michel, Observability preservation under sensor failure, IEEE Transactions on Automatic Control, 53, 6, 1554-1559 (2008) · Zbl 1367.93068
[61] Commault, C.; van der Woude, J., A classification of nodes for structural controllability, IEEE Transactions on Automatic Control, 64, 9, 3877-3882 (2019) · Zbl 1482.93072
[62] Commault, Christian; van der Woude, Jacob; Boukhobza, Taha, On the fixed controllable subspace in linear structured systems, Systems & Control Letters, 102, 42-47 (2017) · Zbl 1377.93025
[63] Commault, Christian; Van der Woude, Jacb; Frasca, Paolo, Functional target controllability of networks: structural properties and efficient algorithms, IEEE Transactions on Network Science and Engineering (2019)
[64] Conte, G.; Perdon, A. M.; Zattoni, E.; Moog, Claude H., Invariance, controlled invariance and conditioned invariance in structured systems and applications to disturbance decoupling, IOP Conference Series: Materials Science and Engineering, 707, Article 012010 pp. (2019)
[65] Cormen, Thomas H.; Leiserson, Charles E.; Rivest, Ronald L.; Stein, Clifford, Introduction to algorithms (2009), MIT Press · Zbl 1187.68679
[66] Cowan, Noah J.; Chastain, Erick J.; Vilhena, Daril A.; Freudenberg, James S.; Bergstrom, Carl T., Nodal dynamics, not degree distributions, determine the structural controllability of complex networks, PLoS One, 7, 6 (2012)
[67] Czeizler, Eugen; Popa, Alexandru; Popescu, Victor, Fixed parameter algorithms and hardness of approximation results for the structural target controllability problem, (Jansson, Jesper; Martín-Vide, Carlos; Vega-Rodríguez, Miguel A., Algorithms for computational biology (2018), Springer International Publishing, Springer: Springer International Publishing, Springer Cham), 103-114 · Zbl 1392.93005
[68] Czeizler, E.; Wu, K.; Gratie, C.; Kanhaiya, K.; Petre, I., Structural target controllability of linear networks, IEEE/ACM Transactions on Computational Biology and Bioinformatics, 15, 4, 1217-1228 (2018)
[69] Daasch, Andreas; Schultalbers, Matthias; Svaricek, Ferdinand, Structural non-minimum phase systems, (2016 American control conference (2016), IEEE), 3758-3763
[70] Dakil, Manal; Boukhobza, Taha; Simon, Christophe, Disturbance rejection problem solvability: From structural approach to reliability/availability analysis, European Journal of Control, 21, 36-44 (2015) · Zbl 1403.93038
[71] Dakil, Manal; Simon, Christophe; Boukhobza, Taha, Generic methodology for the probabilistic reliability assessment of some structural properties: a graph theoretical approach, International Journal of Systems Science, 46, 10, 1825-1838 (2015) · Zbl 1332.93331
[72] Descusse, J.; Dion, J., On the structure at infinity of linear square decoupled systems, IEEE Transactions on Automatic Control, 27, 4, 971-974 (1982) · Zbl 0485.93042
[73] Dey, Priyanka; Balachandran, Niranjan; Chatterjee, Debasish, On minimum cost sparsest input-connectivity for controllability of linear systems, (2018 57th Annual conference of the society of instrument and control engineers of Japan (2018), IEEE), 409-414
[74] Ding, Jin; Tan, Ping; Lu, Yong-Zai, Optimizing the controllability index of directed networks with the fixed number of control nodes, Neurocomputing, 171, 1524-1532 (2016)
[75] D’Innocenzo, A., Modeling and co-design of control tasks over wireless networking protocols, (Control subject to computational and communication constraints (2018), Springer), 261-285
[76] D’Innocenzo, Alessandro; Smarra, Francesco; Di Benedetto, Maria Domenica, Resilient stabilization of multi-hop control networks subject to malicious attacks, Automatica, 71, 1-9 (2016) · Zbl 1343.93011
[77] Dion, J. M.; Commault, C., Smith-mcmillan factorizations at infinity of rational matrix functions and their control interpretation, Systems & Control Letters, 1, 5, 312-320 (1982) · Zbl 0493.93014
[78] Dion, J. M.; Commault, C., Feedback decoupling of structured systems, IEEE Transactions on Automatic Control, 38, 7, 1132-1135 (1993) · Zbl 0800.93470
[79] Dion, J. M.; Commault, C.; Montoya, J., Simultaneous decoupling and disturbance rejection—a structural approach, International Journal of Control, 59, 5, 1325-1344 (1994) · Zbl 0800.93477
[80] Dion, Jean-Michel; Commault, Christian; Van Der Woude, Jacob, Generic properties and control of linear structured systems: a survey, Automatica, 39, 7, 1125-1144 (2003) · Zbl 1023.93002
[81] Doostmohammadian, M., Minimal driver nodes for structural controllability of large-scale dynamical systems: Node classification, IEEE Systems Journal, 1-8 (2019)
[82] Doostmohammadian, Mohammadreza, Recovering the structural observability of composite networks via cartesian product, IEEE Transactions on Signal and Information Processing over Networks, 6, 133-139 (2020)
[83] Doostmohammadian, Mohammadreza; Khan, Usman A., On the genericity properties in distributed estimation: Topology design and sensor placement, IEEE Journal of Selected Topics in Signal Processing, 7, 2, 195-204 (2013)
[84] Doostmohammadian, Mohammadreza; Khan, Usman A., Graph-theoretic distributed inference in social networks, IEEE Journal of Selected Topics in Signal Processing, 8, 4, 613-623 (2014)
[85] Doostmohammadian, M.; Khan, U., On the complexity of minimum-cost networked estimation of self-damped dynamical systems, IEEE Transactions on Network Science and Engineering, 1 (2019)
[86] Doostmohammadian, Mohammadreza; Rabiee, Hamid R.; Khan, Usman A., Structural cost-optimal design of sensor networks for distributed estimation, IEEE Signal Processing Letters, 25, 6, 793-797 (2018)
[87] Doostmohammadian, M.; Rabiee, H. R.; Khan, U. A., Cyber-social systems: Modeling, inference, and optimal design, IEEE Systems Journal, 14, 1, 73-83 (2020)
[88] Doostmohammadian, M.; Rabiee, H. R.; Zarrabi, H.; Khan, U., Observational equivalence in system estimation: Contractions in complex networks, IEEE Transactions on Network Science and Engineering, 5, 3, 212-224 (2018)
[89] Feng, Xiao-Yu; Liu, Bi-Gang; Lu, Kai-Sheng, The structural conditions of controllability for RLCM networks over F(z), (2008 IEEE international conference on industrial technology (2008), IEEE), 1-6
[90] Fradellos, G.; Rapanakis, M.; Evans, P. J., Structural controllability in non-linear systems, International Journal of Systems and Science, 8, 8, 915-932 (1977) · Zbl 0358.93006
[91] Francis Bach, Learning with submodular functions: A convex optimization perspective, Foundations and Trends^\protect \relax \special{t4ht=®} in Machine Learning, 6, 2-3, 145-373 (2013) · Zbl 1280.68001
[92] Frank, Paul M., Analytical and qualitative model-based fault diagnosis-a survey and some new results, European Journal of Control, 2, 1, 6-28 (1996) · Zbl 0857.93015
[93] Gao, Jianxi; Liu, Yang-Yu; D’souza, Raissa M.; Barabási, Albert-László, Target control of complex networks, Nature communications, 5, 1, 1-8 (2014)
[94] Geisel, Alfred; Svaricek, Ferdinand, A MATLAB toolbox for structural analysis of linear systems, IFAC-PapersOnline, 52, 17, 7-12 (2019)
[95] Ghosh, Supratim; Ruths, Justin, Structural control of single-input rank one bilinear systems, Automatica, 64, 8-17 (2016) · Zbl 1329.93030
[96] Ghosh, Supratim; Ruths, Justin; Yeo, Anders, Graphical coprime walk algorithm for structural controllability of discrete-time rank-one bilinear systems, Automatica, 86, 166-173 (2017) · Zbl 1375.93019
[97] Glover, K.; Silverman, L., Characterization of structural controllability, IEEE Transactions on Automatic Control, 21, 4, 534-537 (1976) · Zbl 0332.93012
[98] Goldin, Darina; Raisch, Jörg, On the weight controllability of consensus algorithms, (2013 European control conference (2013), IEEE), 233-238
[99] Gong, Zhiming; Aldeen, Mohammad, Stabilization of decentralized control systems, Journal of Mathematical Systems Estimation and Control, 7, 111-114 (1997) · Zbl 0894.93002
[100] Gracy, Sebin; Garin, Federica; Kibangou, Alain Y., Input and state observability of network systems with time-varying topology, IEEE Transactions on Control of Network Systems, 6, 2, 897-905 (2018) · Zbl 1515.93038
[101] Gracy, S.; Garin, F.; Kibangou, A. Y., Structural and strongly structural input and state observability of linear network systems, IEEE Transactions on Control of Network Systems, 5, 4, 2062-2072 (2018) · Zbl 1515.93037
[102] Guan, Yongqiang; Wang, Long, Structural controllability of multi-agent systems with absolute protocol under fixed and switching topologies, Science China. Information Sciences, 60, 9, Article 092203 pp. (2017)
[103] Guan, Yongqiang; Wang, Long, Target controllability of multiagent systems under fixed and switching topologies, International Journal of Robust and Nonlinear Control, 29, 9, 2725-2741 (2019) · Zbl 1418.93029
[104] Guo, Baiwei; Karaca, Orcun; Summers, Tyler H.; Kamgarpour, Maryam, Actuator placement under structural controllability using forward and reverse greedy algorithms, IEEE Transactions on Automatic Control (2020) · Zbl 1536.93075
[105] Guo, Wei-Feng; Zhang, Shao-Wu; Wei, Ze-Gang; Zeng, Tao; Liu, Fei; Zhang, Jingsong, Constrained target controllability of complex networks, Journal of Statistical Mechanics: Theory and Experiment, 2017, 6, Article 063402 pp. (2017) · Zbl 1456.93002
[106] Gupta, Gaurav; Pequito, Sérgio; Bogdan, Paul, Approximate submodular functions and performance guarantees (2018), arXiv preprint arXiv:1806.06323
[107] Hartung, Christoph; Reißig, Gunther; Svaricek, Ferdinand, Necessary conditions for structural and strong structural controllability of linear time-varying systems, (2013 European control conference (2013), IEEE), 1335-1340
[108] Hartung, C.; Svaricek, F., Sign stabilizability, (22nd Mediterranean conference on control and automation (2014), IEEE), 145-150
[109] Holme, Petter; Saramäki, Jari, Temporal networks, Physics Reports, 519, 3, 97-125 (2012)
[110] Hou, Baoyu; Li, Xiang; Chen, Guanrong, Structural controllability of temporally switching networks, IEEE Transactions on Circuits and Systems I: Regular Papers, 63, 10, 1771-1781 (2016) · Zbl 1469.94194
[111] Imae, Takanobu; Cai, Kai, Structural controllability and time-to-control of directed scale-free networks with minimum number of driver nodes, Systems & Control Letters, 156, Article 105025 pp. (2021) · Zbl 1478.93054
[112] Isidori, Alberto; D’Alessandro, Paolo; Ruberti, Antonio, Realization and structure theory of bilinear dynamical systems, SIAM Journal on Control, 12, 3, 517-535 (1974) · Zbl 0254.93008
[113] Iyer, Rishabh K.; Jegelka, Stefanie; Bilmes, Jeff A., Curvature and optimal algorithms for learning and minimizing submodular functions, (Advances in neural information processing systems (2013)), 2742-2750
[114] Jacquez, John A.; Greif, Peter, Numerical parameter identifiability and estimability: Integrating identifiability, estimability, and optimal sampling design, Mathematical Biosciences, 77, 1-2, 201-227 (1985) · Zbl 0581.93017
[115] Jafari, Saeid; Ajorlou, Amir; Aghdam, Amir G., Leader localization in multi-agent systems subject to failure: A graph-theoretic approach, Automatica, 47, 8, 1744-1750 (2011) · Zbl 1226.93011
[116] Jafari, S.; Ajorlou, A.; Aghdam, A. G.; Tafazoli, S., On the structural controllability of multi-agent systems subject to failure: A graph-theoretic approach, (49th IEEE conference on decision and control (2010), IEEE), 4565-4570
[117] Jia, Tao; Barabási, Albert-László, Control capacity and a random sampling method in exploring controllability of complex networks, Scientific Reports, 3, 1, 1-6 (2013)
[118] Jia, Jiajia; Van Waarde, Henk J.; Trentelman, Harry L.; Camlibel, M. Kanat, A unifying framework for strong structural controllability, IEEE Transactions on Automatic Control (2020) · Zbl 1536.93077
[119] Kalaimani, Rachel K.; Belur, Madhu N.; Sivasubramanian, Sivaramakrishnan, Generic pole assignability, structurally constrained controllers and unimodular completion, Linear Algebra and its Applications, 439, 12, 4003-4022 (2013) · Zbl 1280.93034
[120] Karp, Richard M.; Sipser, Michael, Maximum matching in sparse random graphs, (22nd Annual symposium on foundations of computer science (1981), IEEE), 364-375
[121] Kawano, Yu; Cao, Ming, Structural accessibility and its applications to complex networks governed by nonlinear balance equations, IEEE Transactions on Automatic Control, 64, 11, 4607-4614 (2019) · Zbl 1482.93090
[122] Khan, U. A.; Jadbabaie, A., Coordinated networked estimation strategies using structured systems theory, (2011 50th IEEE conference on decision and control and european control conference (2011), IEEE), 2112-2117
[123] Kirkoryan, A.; Belabbas, M., Decentralized stabilization with symmetric topologies, (53rd IEEE conference on decision and control (2014), IEEE), 1347-1352
[124] Klaus, Andreas; Yu, Shan; Plenz, Dietmar, Statistical analyses support power law distributions found in neuronal avalanches, PLoS One, 6, 5, Article e19779 pp. (2011)
[125] Kobayashi, Nobuaki; Nakamizo, Takayoshi, A disturbance rejection problem in structural aspects, Transactions of the Society of Instrument and Control Engineers, 23, 9, 928-934 (1987)
[126] Kobayashi, Hiroaki; Yoshikawa, Tsuneo, Graph-theoretic approach to controllability and localizability of decentralized control systems, IEEE Transactions on Automatic Control, 27, 5, 1096-1108 (1982) · Zbl 0496.93010
[127] Koetter, R.; Medard, M., An algebraic approach to network coding, IEEE/ACM Transactions on Networking, 11, 5, 782-795 (2003)
[128] Kong, Jaesop; Seo, Jin H., Graph-theoretic characterization of fixed modes in frequency domain, Automatica, 32, 7, 1057-1060 (1996) · Zbl 0859.93038
[129] Kruzick, S.; Pequito, S.; Kar, S.; Moura, J. M.F.; Aguiar, A. P., Structurally observable distributed networks of agents under cost and robustness constraints, IEEE Transactions on Signal and Information Processing over Networks, 4, 2, 236-247 (2018)
[130] Langner, Ralph, Stuxnet: Dissecting a cyberwarfare weapon, IEEE Security & Privacy, 9, 3, 49-51 (2011)
[131] Lee, Ji-Woong, Decentralized pole placement controller design for networks of linear systems, (2017 IEEE 56th annual conference on decision and control (2017), IEEE), 463-468
[132] Lee, Ji-Woong, Structurally sound networks of control systems, (2017 American control conference (2017), IEEE), 3353-3358
[133] Lewis, Frank L., A tutorial on the geometric analysis of linear time-invariant implicit systems, Automatica, 28, 1, 119-137 (1992) · Zbl 0745.93033
[134] Li, Jingqi; Chen, Ximing; Pequito, Sérgio; Pappas, George J.; Preciado, Victor M., Structural target controllability of undirected networks, (2018 IEEE conference on decision and control (2018), IEEE), 6656-6661
[135] Li, Jingqi; Chen, Ximing; Pequito, Sergio; Pappas, George J.; Preciado, Victor M., On the structural target controllability of undirected networks, IEEE Transactions on Automatic Control (2020) · Zbl 1536.93081
[136] Li, Guoqi; Tang, Pei; Chen, Xumin; Xiao, Gaoxi; Meng, Min; Ma, Cheng, Target control and expandable target control of complex networks, Journal of the Franklin Institute, 357, 6, 3541-3564 (2020) · Zbl 1437.93008
[137] Lichiardopol, S.; Sueur, C., Linear time-varying structured systems: Part i. graphical representation and analysis, IFAC Proceedings Volumes, 40, 20, 554-559 (2007)
[138] Lin, Ching-Tai, Structural controllability, IEEE Transactions on Automatic Control, 19, 3, 201-208 (1974) · Zbl 0282.93011
[139] Lin, An-Ya; Ling, Qing, Decentralized and privacy-preserving low-rank matrix completion, Journal of the Operations Research Society of China, 3, 2, 189-205 (2015) · Zbl 1331.49043
[140] Lindmark, G.; Altafini, C., Positive controllability of large-scale networks, (2016 European control conference (2016), IEEE), 819-824
[141] Linnemann, Arno, Decoupling of structured systems, Systems & Control Letters, 1, 2, 79-86 (1981) · Zbl 0475.93049
[142] Linnemann, Arno, Fixed modes in parametrized systems, International Journal of Control, 38, 2, 319-335 (1983) · Zbl 0512.93011
[143] Liu, Yang-Yu; Barabási, Albert-László, Control principles of complex systems, Reviews of Modern Physics, 88, 3, Article 035006 pp. (2016)
[144] Liu, Xiaomeng; Lin, Hai; Chen, Ben M., Graph-theoretic characterisations of structural controllability for multi-agent system with switching topology, International Journal of Control, 86, 2, 222-231 (2013) · Zbl 1278.93051
[145] Liu, Xiaomeng; Lin, Hai; Chen, Ben M., Structural controllability of switched linear systems, Automatica, 49, 12, 3531-3537 (2013) · Zbl 1315.93018
[146] Liu, F.; Morse, A. S., A graphical characterization of structurally controllable linear systems with dependent parameters, IEEE Transactions on Automatic Control, 64, 11, 4484-4495 (2019) · Zbl 1482.93078
[147] Liu, Yao; Ning, Peng; Reiter, Michael K., False data injection attacks against state estimation in electric power grids, ACM Transactions on Information and System Security, 14, 1, 1-33 (2011)
[148] Liu, P.; Niu, X.; Ren, Y., Configuration design of bilinear networked systems with minimum cost constraints, (2019 Chinese control conference (2019), IEEE), 5237-5242
[149] Liu, Xiaofei; Sinopoli, Bruno, On partial observability of large scale linear systems: A structured systems approach, (2018 IEEE conference on decision and control (2018), IEEE), 4655-4661
[150] Liu, Yang-Yu; Slotine, Jean-Jacques; Barabási, Albert-László, Controllability of complex networks, Nature, 473, 7346, 167-173 (2011)
[151] Liu, Yang-Yu; Slotine, Jean-Jacques; Barabási, Albert-László, Control centrality and hierarchical structure in complex networks, PLoS One, 7, 9, Article e44459 pp. (2012)
[152] Liu, Jiapeng; Tie, Lin, Structural controllability and structural near-controllability of a class of discrete-time bilinear systems, International Journal of Control, 1-13 (2021)
[153] Liu, X.; Weerakkody, S.; Sinopoli, B., Sensor placement for reliable observability: a structured systems approach, (2016 IEEE 55th conference on decision and control (2016), IEEE), 5414-5421
[154] Liu, P.; Zhang, Y.; Tian, Y., Scheduling algorithm of observation and controlling for multi-agent systems to guarantee structural controllability, (2017 13th IEEE international conference on control automation (2017), IEEE), 672-677
[155] Luo, Xiaoyuan; Li, Jianjin; Jiang, Zhongping, Structural detectability analysis of cyber attacks for power grids via graph theory, IET Cyber-Physical Systems: Theory & Applications, 3, 3, 158-166 (2018)
[156] Ma, Q., Structural controllability of nonlinear systems: A polynomial method, (2010 2nd International workshop on database technology and applications (2010), IEEE), 1-4
[157] Mahajan, Aditya; Martins, Nuno C.; Rotkowitz, Michael C.; Yüksel, Serdar, Information structures in optimal decentralized control, (2012 51st IEEE conference on decision and control (2012), IEEE), 1291-1306
[158] Mahulea, Cristian; Recalde, Laura; Silva, Manuel, Observability of continuous Petri nets with infinite server semantics, Nonlinear Analysis. Hybrid Systems, 4, 2, 219-232 (2010), IFAC World Congress 2008 · Zbl 1201.93024
[159] Markus, L.; Lee, E. B., On the existence of optimal controls, Journal of Basic Engineering, 84, 1, 13-20 (1962)
[160] Martinez-Martinez, Sinuhe; Hashemi-Nejad, Hossein; Sauter, Dominique, Communication sequence design in networked control systems with communication constraints: a graphic approach, (ACD 2010 (2010)), 314
[161] Martinez-Martinez, Sinuhé; Mader, Theodor; Boukhobza, Taha; Hamelin, Frédéric, LISA: A linear structured system analysis program, (Ifac, 3rd IFAC symposium on system, structure and control (2007), Elsevier: Elsevier Foz do Iguaçu, Brazil), CDROM
[162] Mathur, H.; Datta, S., Design of state feedback control for a class of small scale structured descriptor systems, (2018 IEEE conference on control technology and applications (2018), IEEE), 1307-1312
[163] Mayeda, Hirokazu; Yamada, Takashi, Strong structural controllability, SIAM Journal on Control and Optimization, 17, 1, 123-138 (1979) · Zbl 0409.93011
[164] Maza, S.; Simon, C.; Boukhobza, T., Impact of the actuator failures on the structural controllability of linear systems: a graph theoretical approach, IET Control Theory & Applications, 6 (2012), 412-419(7)
[165] Mehrabadi, Milad Kazemi; Zamani, Mohsen; Chen, Zhiyong, Structural controllability of a consensus network with multiple leaders, IEEE Transactions on Automatic Control, 64, 12, 5101-5107 (2019) · Zbl 1482.93080
[166] Menara, T.; Bassett, D. S.; Pasqualetti, F., Structural controllability of symmetric networks, IEEE Transactions on Automatic Control, 64, 9, 3740-3747 (2019) · Zbl 1482.93081
[167] Milošević, Jezdimir; Teixeira, André; Johansson, Karl H.; Sandberg, Henrik, Actuator security indices based on perfect undetectability: Computation, robustness, and sensor placement, IEEE Transactions on Automatic Control, 1 (2020) · Zbl 1533.93268
[168] Milošević, J.; Sandberg, H.; Johansson, K. H., A security index for actuators based on perfect undetectability: Properties and approximation, (2018 56th Annual allerton conference on communication, control, and computing (2018), IEEE), 235-241
[169] Mo, Yilin, & Sinopoli, Bruno (2010). False data injection attacks in control systems. In Preprints of the 1st workshop on secure control systems (pp. 1-6).
[170] Mohler, Ronald R.; Kolodziej, W. J., An overview of bilinear system theory and applications, IEEE Transactions on Systems, Man and Cybernetics, 10, 10, 683-688 (1980) · Zbl 0458.93030
[171] Monshizadeh, Nima; Camlibel, Kanat; Trentelman, Harry, Strong targeted controllability of dynamical networks, (2015 54th IEEE conference on decision and control (2015), IEEE), 4782-4787
[172] Moothedath, Shana; Chaporkar, Prasanna; Belur, Madhu N., A flow-network-based polynomial-time approximation algorithm for the minimum constrained input structural controllability problem, IEEE Transactions on Automatic Control, 63, 9, 3151-3158 (2018) · Zbl 1423.93059
[173] Moothedath, Shana; Chaporkar, Prasanna; Belur, Madhu N., Minimum cost feedback selection for arbitrary pole placement in structured systems, IEEE Transactions on Automatic Control, 63, 11, 3881-3888 (2018) · Zbl 1423.93135
[174] Moothedath, Shana; Chaporkar, Prasanna; Belur, Madhu N., Optimal selection of essential interconnections for structural controllability in heterogeneous subsystems, Automatica, 103, 424-434 (2019) · Zbl 1415.93052
[175] Moothedath, S.; Chaporkar, P.; Belur, M. N., Sparsest feedback selection for structurally cyclic systems with dedicated actuators and sensors in polynomial time, IEEE Transactions on Automatic Control, 64, 9, 3956-3963 (2019) · Zbl 1482.93206
[176] Moothedath, S.; Chaporkar, P.; Belur, M. N., Optimal network topology design in composite systems for structural controllability, IEEE Transactions on Control of Network Systems, 1 (2020) · Zbl 07255370
[177] Moothedath, Shana; Yashashwi, Kumar; Chaporkar, Prasanna; Belur, Madhu N., Target controllability of structured systems, (2019 18th European control conference (2019), IEEE), 3484-3489 · Zbl 1429.93131
[178] Mousavi, S. S.; Haeri, M.; Mesbahi, M., On the structural and strong structural controllability of undirected networks, IEEE Transactions on Automatic Control, 63, 7, 2234-2241 (2018) · Zbl 1423.93060
[179] Mu, Jianbin; Li, Shaoyuan; Zou, Yuanyuan; Li, Ning, Guaranteed structural controllability for networked systems with minimum input/edge addition, (2019 Chinese control conference (2019), IEEE), 5374-5380
[180] Murota, Kazuo, Matrices and matroids for systems analysis. Vol. 20 (2009), Springer Science & Business Media · Zbl 1359.05020
[181] Murota, Kazuo, Recent developments in discrete convex analysis, (Research trends in combinatorial optimization (2009), Springer), 219-260 · Zbl 1359.05020
[182] Murota, Kazuo, Systems analysis by graphs and matroids: structural solvability and controllability. Vol. 3 (2012), Springer Science & Business Media · Zbl 0624.05001
[183] Nacher, Jose C.; Akutsu, Tatsuya, Structural controllability of unidirectional bipartite networks, Scientific Reports, 3, 1647 (2013)
[184] Nacher, Jose C.; Ishitsuka, Masayuki; Miyazaki, Shuichi; Akutsu, Tatsuya, Finding and analysing the minimum set of driver nodes required to control multilayer networks, Scientific Reports, 9, 1, 1-12 (2019)
[185] Nepusz, Tamás; Vicsek, Tamás, Controlling edge dynamics in complex networks, Nature Physics, 8, 7, 568-573 (2012)
[186] Olshevsky, Alex, Minimal controllability problems, IEEE Transactions on Control of Network Systems, 1, 3, 249-258 (2014) · Zbl 1370.93052
[187] Olshevsky, Alex, Minimum input selection for structural controllability, (2015 American control conference (2015), IEEE), 2218-2223
[188] Ouyang, Bo; Pati, Siddharth; Wang, Cong; Lu, Lu, Controllability of networks with multivariable agents, (2018 Annual American control conference (2018), IEEE), 4918-4924
[189] Pajic, M.; Mangharam, R.; Pappas, G. J.; Sundaram, S., Topological conditions for in-network stabilization of dynamical systems, IEEE Journal on Selected Areas in Communications, 31, 4, 794-807 (2013)
[190] Pajic, Miroslav; Sundaram, Shreyas; Pappas, George J.; Mangharam, Rahul, The wireless control network: A new approach for control over networks, IEEE Transactions on Automatic Control, 56, 10, 2305-2318 (2011) · Zbl 1368.90024
[191] Partovi, A.; Lin, H.; Ji, Z., Structural controllability of high order dynamic multi-agent systems, (2010 IEEE conference on robotics, automation and mechatronics (2010), IEEE), 327-332
[192] Pasqualetti, Fabio; Bicchi, Antonio; Bullo, Francesco, Consensus computation in unreliable networks: A system theoretic approach, IEEE Transactions on Automatic Control, 57, 1, 90-104 (2011) · Zbl 1369.93042
[193] Pasqualetti, Fabio; Dörfler, Florian; Bullo, Francesco, Attack detection and identification in cyber-physical systems, IEEE Transactions on Automatic Control, 58, 11, 2715-2729 (2013) · Zbl 1369.93675
[194] Pasqualetti, Fabio; Gu, Shi; Bassett, Danielle S., RE: Warnings and caveats in brain controllability, NeuroIMage, 197, 586-588 (2019)
[195] Paynter, Henry M., Analysis and design of engineering systems (1961), MIT Press
[196] Pequito, S.; Bogdan, P.; Pappas, G. J., Minimum number of probes for brain dynamics observability, (2015 54th IEEE conference on decision and control (2015), IEEE), 306-311
[197] Pequito, Sergio; Kar, Soummya; Aguiar, A. Pedro, A framework for structural input/output and control configuration selection in large-scale systems, IEEE Transactions on Automatic Control, 61, 2, 303-318 (2015) · Zbl 1359.93059
[198] Pequito, Sérgio; Kar, Soummya; Aguiar, A. Pedro, On the complexity of the constrained input selection problem for structural linear systems, Automatica, 62, 193-199 (2015) · Zbl 1330.93023
[199] Pequito, Sergio; Kar, Soummya; Aguiar, A. Pedro, Minimum cost input/output design for large-scale linear structural systems, Automatica, 68, 384-391 (2016) · Zbl 1334.93027
[200] Pequito, S.; Kar, S.; Pappas, G. J., Minimum cost constrained input-output and control configuration co-design problem: A structural systems approach, (2015 American control conference (2015), IEEE), 4099-4105
[201] Pequito, Sérgio; Kar, Soummya; Sundaram, Shreyas; Aguiar, A. Pedro, Design of communication networks for distributed computation with privacy guarantees, (53rd IEEE conference on decision and control (2014), IEEE), 1370-1376
[202] Pequito, Sérgio; Khambhati, Ankit N.; Pappas, George J.; Bassett, Danielle; Litt, Brian, Structural analysis and design of dynamic-flow networks: implications in the brain dynamics, (2016 American control conference (2016), IEEE), 5758-5764
[203] Pequito, Sérgio; Khorrami, Farshad; Krishnamurthy, Prashanth; Pappas, George J., Analysis and design of actuation-sensing-communication interconnection structures toward secured/resilient LTI closed-loop systems, IEEE Transactions on Control of Network Systems, 6, 2, 667-678 (2018) · Zbl 1515.93017
[204] Pequito, Sérgio, & Pappas, George J. (2015). Smart building: A private cyber-physical system approach. In Proceedings of the second international workshop on the swarm at the edge of the cloud (pp. 1-6).
[205] Pequito, Sérgio; Pappas, George J., Structural minimum controllability problem for switched linear continuous-time systems, Automatica, 78, 216-222 (2017) · Zbl 1357.93015
[206] Pequito, Sérgio; Preciado, Victor M.; Barabási, Albert-László; Pappas, George J., Trade-offs between driving nodes and time-to-control in complex networks, Scientific Reports, 7, 39978 (2017)
[207] Pequito, S.; Preciado, V.; Pappas, G. J., Distributed leader selection, (2015 54th IEEE conference on decision and control (2015), IEEE), 962-967
[208] Pequito, Sérgio; Rego, Francisco; Kar, Soummya; Aguiar, A. Pedro; Pascoal, Antonio; Jones, Colin, Optimal design of observable multi-agent networks: A structural system approach, (2014 European control conference (2014), IEEE), 1536-1541
[209] Perera, M. Anushka S.; Lie, Bernt; Pfeiffer, Carlos F., Structural observability analysis of large scale systems using modelica and python, Modeling, Identification and Control, 36, 1, 53-65 (2015)
[210] Popli, Nipun; Pequito, Sérgio; Kar, Soummya; Aguiar, A. Pedro; Ilić, Marija, Selective strong structural minimum-cost resilient co-design for regular descriptor linear systems, Automatica, 102, 80-85 (2019) · Zbl 1415.93054
[211] Pósfai, Márton; Hövel, Philipp, Structural controllability of temporal networks, New Journal of Physics, 16, 12, Article 123055 pp. (2014)
[212] Qi, Ailing; Ju, Xuewei; Zhang, Qing; Chen, Zengqiang, Structural controllability of discrete-time linear control systems with time-delay: a delay node inserting approach, Mathematical Problems in Engineering, 2016 (2016) · Zbl 1400.93030
[213] Qiang, Ma, Some results on structural controllability of nonlinear systems, (2010 International conference on intelligent system design and engineering application. Vol. 2 (2010), IEEE), 391-394
[214] Rahimian, Mohammad Amin; Aghdam, Amir G., Structural controllability of multi-agent networks: Robustness against simultaneous failures, Automatica, 49, 11, 3149-3157 (2013) · Zbl 1358.93037
[215] Ramasubramanian, Bhaskar; Rajan, M. A.; Chandra, M. Girish, Structural resilience of cyberphysical systems under attack, (2016 American control conference (2016), IEEE), 283-289
[216] Ramos, G., Structural hybrid systems (2013), Instituto Superior Tecnico, (MSc Thesis)
[217] Ramos, Guilherme; Pequito, Sérgio, Generating complex networks with time-to-control communities, PLoS One, 15, 8, Article e0236753 pp. (2020)
[218] Ramos, G.; Pequito, S.; Aguiar, A. P.; Kar, S., Analysis and design of electric power grids with p-robustness guarantees using a structural hybrid system approach, (2015 European control conference (2015), IEEE), 3542-3547
[219] Ramos, G.; Pequito, S.; Aguiar, A. P.; Ramos, J.; Kar, S., A model checking framework for linear time invariant switching systems using structural systems analysis, (2013 51st Annual allerton conference on communication, control, and computing (2013), IEEE), 973-980
[220] Ramos, Guilherme; Pequito, Sérgio; Caleiro, Carlos, The robust minimal controllability problem for switched linear continuous-time systems, (2018 Annual American control conference (2018), IEEE), 210-215
[221] Ramos, Guilherme; Silvestre, Daniel; Silvestre, Carlos, Node and network resistance to bribery in multi-agent systems, Systems & Control Letters, 147, Article 104842 pp. (2021) · Zbl 1454.93019
[222] Rantzer, Anders; Valcher, Maria Elena, A tutorial on positive systems and large scale control, (2018 IEEE conference on decision and control (2018), IEEE), 3686-3697
[223] Ravandi, Babak; Ansari, Forough S.; Mili, Fatma, Controllability analysis of complex networks using statistical random sampling, Advances in Complex Systems, 22, 07n08, Article 1950012 pp. (2019) · Zbl 07825331
[224] Reinschke, K. J.; Jantzen, J.; Evans, F. J., CAD techniques for a structural approach to noninteraction and disturbance rejection, (Design methods of control systems (1992), Elsevier), 537-542
[225] Reinschke, Kurt Johannes; Reinschke, Kurt, Multivariable control: a graph-theoretic approach. Vol. 41 (1988), Springer · Zbl 0537.93009
[226] Roberts, P. D., Robust model-based fault diagnosis for dynamic systems, Jie Chen and RJ Patton; Kluwer Academic Publishers, Boston, MA, USA, 1999, 354 pages, ISBN 0-7923-8411-3, International Journal of Robust and Nonlinear Control: IFAC-Affiliated Journal, 11, 14, 1400-1401 (2001) · Zbl 0920.93001
[227] Rocha, Pedro Manuel Sabino, Output selection for large scale structural systems: a matroid theory approach (2014), Department of Electrical and Computer Engineering, Faculty of Engineering, University of Porto, Porto, Portugal, (MSc Thesis)
[228] Romero, O.; Pequito, S., Actuator placement for symmetric structural controllability with heterogeneous costs, IEEE Control Systems Letters, 2, 4, 821-826 (2018)
[229] Ruf, Sebastian F.; Egerstedt, Magnus; Shamma, Jeff S., Herdable systems over signed, directed graphs, (2018 Annual American control conference (2018), IEEE), 1807-1812
[230] Ruths, Justin; Ruths, Derek, Control profiles of complex networks, Science, 343, 6177, 1373-1376 (2014) · Zbl 1355.90012
[231] Sandberg, Henrik, Teixeira, André, & Johansson, Karl H. (2010). On security indices for state estimators in power networks. In First workshop on secure control systems (SCS), Stockholm, 2010.
[232] Sauter, Dominique; Boukhobza, Taha; Hamelin, Frédéric, Decentralized and autonomous design for FDI/FTC of networked control systems, IFAC Proceedings Volumes, 39, 13, 138-143 (2006), 6th IFAC Symposium on Fault Detection, Supervision and Safety of Technical Processes · Zbl 1293.93110
[233] Schumacher, Johannes, Compensator synthesis using (C, A, B)-pairs, IEEE Transactions on Automatic Control, 25, 6, 1133-1138 (1980) · Zbl 0483.93035
[234] Sezer, M. E.; Šiljak, D. D., Structurally fixed modes, Systems & Control Letters, 1, 1, 60-64 (1981) · Zbl 0476.93042
[235] She, Baike; Kan, Zhen, Characterizing controllable subspace and herdability of signed weighted networks via graph partition, Automatica, 115, Article 108900 pp. (2020) · Zbl 1436.93061
[236] Shen, Cong; Ji, Zhijian; Yu, Haisheng, The structural controllability of edge dynamics in complex networks, (2018 Chinese control and decision conference (2018), IEEE), 5356-5360
[237] Shields, Robert; Pearson, J., Structural controllability of multiinput linear systems, IEEE Transactions on Automatic Control, 21, 2, 203-212 (1976) · Zbl 0324.93007
[238] Shirani Faradonbeh, M. K.; Tewari, A.; Michailidis, G., Optimality of fast-matching algorithms for random networks with applications to structural controllability, IEEE Transactions on Control of Network Systems, 4, 4, 770-780 (2017) · Zbl 1507.93033
[239] Shoukry, Yasser, Nuzzo, Pierluigi, Puggelli, Alberto, Sangiovanni-Vincentelli, Alberto L, Seshia, Sanjit A, Srivastava, Mani, et al. (2015). Imhotep-SMT: A satisfiability modulo theory solver for secure state estimation. In Proc. int. workshop satisfiability modulo theories (pp. 3-13). · Zbl 1390.93532
[240] Silva, Manuel, Half a century after carl adam Petri’s Ph. D. thesis: A perspective on the field, Annual Reviews in Control, 37, 2, 191-219 (2013)
[241] Silva, Manuel; Júlvez, Jorge; Mahulea, Cristian; Vázquez, C. Renato, On fluidization of discrete event models: observation and control of continuous Petri nets, Discrete Event Dynamic Systems, 21, 4, 427 (2011) · Zbl 1235.93154
[242] Simon, Christophe; Boukhobza, Taha; Hamelin, Frédéric, Reliability assessment method for structural observer based FDI scheme by a graph theoretic approach, Annual Reviews in Control, 37, 1, 137-145 (2013)
[243] Srighakollapu, Manikya Valli; Kalaimani, Rachel Kalpana; Pasumarthy, Ramkrishna, Optimizing driver nodes for structural controllability of temporal networks, IEEE Transactions on Control of Network Systems (2021) · Zbl 1480.93041
[244] Staroswiecki, Marcel, Observability and the design of fault tolerant estimation using structural analysis, (Bonivento, Claudio; Marconi, Lorenzo; Rossi, Carlo; Isidori, Alberto, Advances in control theory and applications (2007), Springer Berlin Heidelberg: Springer Berlin Heidelberg Berlin, Heidelberg), 257-278 · Zbl 1118.93018
[245] Staroswiecki, M., A structural view of fault-tolerant estimation, Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering, 221, 6, 905-914 (2007)
[246] Stefani, Gianna, Local controllability of non-linear systems: An example, Systems & Control Letters, 6, 2, 123-125 (1985) · Zbl 0564.93007
[247] Suda, Nobuhide; Wan, Baiping; Ueno, Ichirou, The orders of infinite zeros of structured systems, Transactions of the Society of Instrument and Control Engineers, 25, 10, 1062-1068 (1989)
[248] Sueur, C.; Dauphin-Tanguy, G., Structural controllability/observability of linear systems represented by bond graphs, Journal of the Franklin Institute, 326, 6, 869-883 (1989) · Zbl 0705.93006
[249] Sueur, C.; Dauphin-Tanguy, G., Bond-graph approach for structural analysis of MIMO linear systems, Journal of the Franklin Institute, 328, 1, 55-70 (1991) · Zbl 0779.93044
[250] Sundaram, Shreyas; Hadjicostis, Christoforos N., Designing stable inverters and state observers for switched linear systems with unknown inputs, (Proceedings of the 45th IEEE conference on decision and control (2006), IEEE), 4105-4110
[251] Sundaram, Shreyas; Hadjicostis, Christoforos N., Distributed function calculation and consensus using linear iterative strategies, IEEE Journal on Selected Areas in Communications, 26, 4, 650-660 (2008) · Zbl 1153.93333
[252] Sundaram, S.; Hadjicostis, C. N., Linear iterative strategies for transmitting streams of values through sensor networks, (2009 17th Mediterranean conference on control and automation (2009), IEEE), 106-111
[253] Sundaram, Shreyas; Hadjicostis, Christoforos N., Distributed function calculation via linear iterative strategies in the presence of malicious agents, IEEE Transactions on Automatic Control, 56, 7, 1495-1508 (2010) · Zbl 1368.93140
[254] Sundaram, Shreyas; Hadjicostis, Christoforos N., Structural controllability and observability of linear systems over finite fields with applications to multi-agent systems, IEEE Transactions on Automatic Control, 58, 1, 60-73 (2012) · Zbl 1369.93089
[255] Sundaram, Shreyas; Hadjicostis, Christoforos N., Control and estimation in finite state multi-agent systems: A finite field approach, IEEE Transactions on Automatic Control, 58, 60-73 (2013) · Zbl 1369.93089
[256] Sundaram, Shreyas; Pajic, Miroslav; Hadjicostis, Christoforos N.; Mangharam, Rahul; Pappas, George J., The wireless control network: Monitoring for malicious behavior, (49th IEEE conference on decision and control (2010), IEEE), 5979-5984
[257] Sundaram, Shreyas; Revzen, Shai; Pappas, George, A control-theoretic approach to disseminating values and overcoming malicious links in wireless networks, Automatica, 48, 11, 2894-2901 (2012) · Zbl 1252.93011
[258] Svaricek, Ferdinand, Discussion on: “uniform observability analysis for structured bilinear systems. a graph-theoretic approach”, European Journal of Control, 12, 5, 519-520 (2006) · Zbl 1293.93121
[259] Tang, Evelyn; Bassett, Danielle S., Colloquium: Control of dynamics in brain networks, Reviews of Modern Physics, 90, 3, Article 031003 pp. (2018)
[260] Terasaki, Shun; Sato, Kazuhiro, Minimal controllability problems on linear structural descriptor systems, IEEE Transactions on Automatic Control (2021)
[261] Thoma, Jean U., Introduction to bond graphs and their applications (2016), Elsevier
[262] Torres, Jackeline Abad; Roy, Sandip, Graph-theoretic analysis of network input-output processes: Zero structure and its implications on remote feedback control, Automatica, 61, 73-79 (2015) · Zbl 1327.93035
[263] Trave, L.; Tarras, A. M.; Titli, A., Minimal feedback structure avoiding structurally fixed modes, International Journal of Control, 46, 1, 313-325 (1987) · Zbl 0633.93004
[264] Trave, Louise; Titli, André; Tarras, Ahmed, Large scale systems: decentralization, structure constraints and fixed modes. Vol. 120 (1989), Springer · Zbl 0687.93008
[265] Trefois, Maguy; Delvenne, Jean-Charles, Zero forcing number, constrained matchings and strong structural controllability, Linear Algebra and its Applications, 484, 199-218 (2015) · Zbl 1325.05057
[266] Tsiamis, A.; Pequito, S.; Pappas, G. J., Distributed leader selection in switching networks of high-order integrators, (2017 55th Annual allerton conference on communication, control, and computing (2017), IEEE), 413-420
[267] Tsopelakos, A.; Belabbas, M.; Gharesifard, B., Classification of the structurally controllable zero-patterns for driftless bilinear control systems, IEEE Transactions on Control of Network Systems, 6, 1, 429-439 (2019) · Zbl 1515.93039
[268] Tu, Chengyi; Rocha, Rodrigo P.; Corbetta, Maurizio; Zampieri, Sandro; Zorzi, Marco; Suweis, Samir, Warnings and caveats in brain controllability, NeuroIMage, 176, 83-91 (2018)
[269] Van der Woude, J. W., A graph-theoretic characterization for the rank of the transfer matrix of a structured system, Mathematics of Control, Signals, and Systems, 4, 1, 33-40 (1991) · Zbl 0747.93030
[270] Van Der Woude, J. W., On the structure at infinity of a structured system, Linear Algebra and its Applications, 148, 145-169 (1991) · Zbl 0724.93019
[271] Van Der Woude, J. W., Disturbance decoupling by measurement feedback for structured transfer matrix systems, Automatica, 32, 3, 357-363 (1996) · Zbl 0845.93033
[272] van der Woude, Jacob; Boukhobza, Taha; Commault, Christian, On structural behavioural controllability of linear discrete time systems with delays, Systems & Control Letters, 119, 31-38 (2018) · Zbl 1408.93028
[273] Van Der Woude, Jacob; Commault, Christian; Boukhobza, Taha, A dynamic graph characterisation of the fixed part of the controllable subspace of a linear structured system, Systems & Control Letters, 129, 17-25 (2019) · Zbl 1425.93049
[274] Van Waarde, Henk J.; Camlibel, M. Kanat; Trentelman, Harry L., A distance-based approach to strong target control of dynamical networks, IEEE Transactions on Automatic Control, 62, 12, 6266-6277 (2017) · Zbl 1390.93163
[275] Veldman - de Roo, F.; Tejada, A.; van Waarde, H.; Trentelman, H. L., Towards observer-based fault detection and isolation for branched water distribution networks without cycles, (2015 European control conference (2015), IEEE), 3280-3285
[276] Verde, Cristina; Sánchez-Parra, Marino, Monitorability analysis for a gas turbine using structural analysis, (Fault detection, supervision and safety of technical processes 2006 (2007), Elsevier), 675-680
[277] Wang, X.; Jiang, G.; Wu, Xu, Structural controllability of complex dynamical networks with nodes being multidimensional dynamics, (2017 American control conference (2017), IEEE), 5013-5019
[278] Wang, Xiao; Xiang, Linying, Optimizing network controllability with minimum cost, Complexity, 2021 (2021)
[279] Weerakkody, S.; Liu, X.; Sinopoli, B., Robust structural analysis and design of distributed control systems to prevent zero dynamics attacks, (2017 IEEE 56th annual conference on decision and control (2017), IEEE), 1356-1361
[280] Weerakkody, Sean; Liu, Xiaofei; Son, Sang Hyuk; Sinopoli, Bruno, A graph-theoretic characterization of perfect attackability for secure design of distributed control systems, IEEE Transactions on Control of Network Systems, 4, 1, 60-70 (2016) · Zbl 1370.94620
[281] Whalen, Andrew J.; Brennan, Sean N.; Sauer, Timothy D.; Schiff, Steven J., Observability and controllability of nonlinear networks: The role of symmetry, Physical Review X, 5, 1, Article 011005 pp. (2015)
[282] Whalen, Andrew J.; Brennan, Sean N.; Sauer, Timothy D.; Schiff, Steven J., Effects of symmetry on the structural controllability of neural networks: A perspective, (2016 American control conference (2016), IEEE), 5785-5790
[283] Wonham, W. Murray, Linear multivariable control: a geometric approach, Applications of Mathematics, 10 (1985) · Zbl 0609.93001
[284] Woude, J.v.d., Zero controllability in discrete-time structured systems, (2018 European control conference (2018), IEEE), 1851-1856
[285] Xiaoyu, F., Investigation on structural controllability of electrical network by rational function matrices, (Proceedings of the 31st Chinese control conference (2012), IEEE), 261-266
[286] Xue, Yuankun; Pequito, Sergio; Coelho, Joana R.; Bogdan, Paul; Pappas, George J., Minimum number of sensors to ensure observability of physiological systems: A case study, (2016 54th Annual allerton conference on communication, control, and computing (2016), IEEE), 1181-1188
[287] Xue, Mengran; Roy, Sandip, Structural controllability of linear dynamical networks with homogeneous subsystems, IFAC-PapersOnline, 52, 3, 25-30 (2019)
[288] Yan, Feng; Sundaram, Shreyas; Vishwanathan, S. V.N.; Qi, Yuan, Distributed autonomous online learning: Regrets and intrinsic privacy-preserving properties, IEEE Transactions on Knowledge and Data Engineering, 25, 11, 2483-2493 (2012)
[289] Yao, Peng; Hou, Bao-Yu; Pan, Yu-Jian; Li, Xiang, Structural controllability of temporal networks with a single switching controller, PLoS One, 12, 1 (2017)
[290] Yuan, Yupeng; Lu, Kaisheng; Yan, Xinping, A structural analysis and design of an engineering control system in the frequency domain over F(z), International Journal of Control and Automation, 9, 3, 277-288 (2016)
[291] Zañudo, Jorge Gomez Tejeda; Yang, Gang; Albert, Réka, Structure-based control of complex networks with nonlinear dynamics, Proceedings of the National Academy of Sciences, 114, 28, 7234-7239 (2017)
[292] Zamani, Mohsen; Lin, Hai, Structural controllability of multi-agent systems, (2009 American control conference (2009), IEEE), 5743-5748
[293] Zhang, Shuo; Wolthusen, Stephen D., Iterative recovery of controllability via maximum matching, (2017 13th IEEE conference on automation science and engineering (2017), IEEE), 328-333
[294] Zhang, Shuo; Wolthusen, Stephen D., Efficient control recovery for resilient control systems, (2018 IEEE 15th international conference on networking, sensing and control (2018), IEEE), 1-6
[295] Zhang, Shuo; Wolthusen, Stephen D., Driver-node based security analysis for network controllability, (2019 18th European control conference (2019), IEEE), 2246-2251
[296] Zhang, Yuan; Xia, Yuanqing; Zhai, Di-Hua, Structural controllability of networked relative coupling systems, Automatica, 128, Article 109547 pp. (2021) · Zbl 1465.93021
[297] Zhang, Yuan; Xia, Yuanqing; Zhang, Jinhui; Shang, Jun, Generic detectability and isolability of topology failures in networked linear systems, IEEE Transactions on Control of Network Systems, 8, 1, 500-512 (2020) · Zbl 07588112
[298] Zhang, Yuan; Zhou, Tong, Minimal structural perturbations for controllability of a networked system: Complexities and approximations, International Journal of Robust and Nonlinear Control, 29, 12, 4191-4208 (2019) · Zbl 1426.93028
[299] Zhang, Yuan; Zhou, Tong, Structural controllability of an NDS with LFT parameterized subsystems, IEEE Transactions on Automatic Control, 64, 12, 4920-4935 (2019) · Zbl 1482.93089
This reference list is based on information provided by the publisher or from digital mathematics libraries. Its items are heuristically matched to zbMATH identifiers and may contain data conversion errors. In some cases that data have been complemented/enhanced by data from zbMATH Open. This attempts to reflect the references listed in the original paper as accurately as possible without claiming completeness or a perfect matching.