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Control Synthesis for Large Collections of Systems with Mode-Counting Constraints

Published: 11 April 2016 Publication History

Abstract

Given a large homogeneous collection of switched systems, we consider a novel class of safety constraints, called mode-counting constraints, that impose restrictions on the number of systems that are in a particular mode. We propose an approach for synthesizing correct-by-construction switching protocols to enforce such constraints over time. Our approach starts by constructing an approximately bisimilar abstraction of the individual system model. Then, we show that the aggregate behavior of the collection can be represented by a linear system, whose system matrices are induced by the transition graph of the abstraction. Finally, the control synthesis problem with mode-counting constraints is reduced to a cycle assignment problem on the transition graph. One salient feature of the proposed approach is its scalability; the computational complexity is independent of the number of systems involved. We illustrate this approach on the problem of coordinating a large collection of thermostatically controlled loads while ensuring a bound on the number of loads that are extracting power from the electricity grid at any given time.

References

[1]
R. K. Ahuja, T. L. Magnanti, and J. B. Orlin. Network flows. Prentice Hall, 1993.
[2]
A. Bayen, C. Tomlin, Y. Ye, and J. Zhang. Milp formulation and polynomial time algorithm for an aircraft scheduling problem. In Proc. of IEEE CDC, pages 5003--5010, 2003.
[3]
A. Borri, D. V. Dimarogonas, K. H. Johansson, M. D. Di Benedetto, and G. Pola. Decentralized symbolic control of interconnected systems with application to vehicle platooning. In 4th IFAC Workshop on Distributed Estimation and Control in Networked Systems, pages 285--292, 2013.
[4]
A. Colombo and D. Del Vecchio. Least restrictive supervisors for intersection collision avoidance: A scheduling approach. IEEE Trans. on Automatic Control, 60(6):1515--1527, June 2015.
[5]
S. Coogan and M. Arcak. Efficient finite abstraction of mixed monotone systems. In Proc. of HSCC, pages 58--67, 2015.
[6]
S. Esmaeil Zadeh Soudjani and A. Abate. Aggregation and control of populations of thermostatically controlled loads by formal abstractions. IEEE Trans. on Control Systems Technology, 23(3):975--990, 2015.
[7]
E. Frazzoli, M. Dahleh, and E. Feron. Maneuver-based motion planning for nonlinear systems with symmetries. IEEE Trans. on Robotics, 21(6):1077--1091, 2005.
[8]
A. Girard and G. J. Pappas. Approximation Metrics for Discrete and Continuous Systems. IEEE Trans. on Automatic Control, 52(5):782--798, 2007.
[9]
Gurobi Optimization, Inc. Gurobi optimizer reference manual, 2015.
[10]
T. T. Johnson and S. Mitra. A small model theorem for rectangular hybrid automata networks. In FMOODS/FORTE, pages 18--34. Springer, 2012.
[11]
S. Karaman, R. G. Sanfelice, and E. Frazzoli. Optimal control of mixed logical dynamical systems with linear temporal logic specifications. In Proc. of IEEE CDC, pages 2117--2122, 2008.
[12]
S. Koch, J. L. Mathieu, and D. S. Callaway. Modeling and control of aggregated heterogeneous thermostatically controlled loads for ancillary services. In Proc. of PSCC, pages 1--7, 2011.
[13]
M. Lewin. On exponents of primitive matrices. Numerische Mathematik, 18(2):154--161, 1971.
[14]
J. Liu and N. Ozay. Abstraction, discretization, and robustness in temporal logic control of dynamical systems. In Proc. of HSCC, 2014.
[15]
J. L. Mathieu, S. Koch, and D. S. Callaway. State estimation and control of electric loads to manage real-time energy imbalance. IEEE Trans. on Power Systems, 28(1):430--440, 2013.
[16]
O. Mickelin, N. Ozay, and R. M. Murray. Synthesis of correct-by-construction control protocols for hybrid systems using partial state information. In Proc. of ACC, 2014.
[17]
G. Pola and P. Tabuada. Symbolic Models for Nonlinear Control Systems: Alternating Approximate Bisimulations. SIAM J. Control Optim., 48(2):719--733, 2009.
[18]
P. Pourbeik, P. S. Kundur, and C. W. Taylor. The anatomy of a power grid blackout. IEEE Power and Energy Magazine, 4(5):22--29, 2006.
[19]
V. Raman, A. Donzé, D. Sadigh, R. M. Murray, and S. A. Seshia. Reactive synthesis from signal temporal logic specifications. In Proc. of HSCC, pages 239--248, 2015.
[20]
M. Rungger, M. Mazo Jr, and P. Tabuada. Specification-guided controller synthesis for linear systems and safe linear-time temporal logic. In Proc. of HSCC, pages 333--342, 2013.
[21]
B. M. Sanandaji, H. Hao, and K. Poolla. Fast regulation service provision via aggregation of thermostatically controlled loads. In Proc. of HICSS, pages 2388--2397, 2014.
[22]
E. Seneta. Non-negative matrices and Markov chains. Springer, 2006.
[23]
P. Tabuada. Verification and control of hybrid systems: a symbolic approach. Springer, 2009.
[24]
E. M. Wolff, U. Topcu, and R. M. Murray. Optimization-based trajectory generation with linear temporal logic specifications. In Proc. of ICRA, pages 5319--5325, 2014.
[25]
M. Zamani, G. Pola, M. Mazo Jr, and P. Tabuada. Symbolic models for nonlinear control systems without stability assumptions. IEEE Trans. on Automatic Control, 57:1804--1809, 2012.
[26]
W. Zhang, K. Kalsi, J. Fuller, M. Elizondo, and D. Chassin. Aggregate model for heterogeneous thermostatically controlled loads with demand response. In Proc. of PES General Meeting, pages 1--8, 2012.

Cited By

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  • (2023)On-the-Fly Symbolic Synthesis With Memory Reduction GuaranteesIEEE Transactions on Automatic Control10.1109/TAC.2022.318848368:4(2576-2583)Online publication date: Apr-2023
  • (2022)Safety verification of large-scale nonlinear systems: a cyclic-small-gain approach2022 IEEE 17th International Conference on Control & Automation (ICCA)10.1109/ICCA54724.2022.9831960(459-462)Online publication date: 27-Jun-2022
  • (2021)Large-Scale Invariant Sets for Safe Coordination of Thermostatic Loads2021 American Control Conference (ACC)10.23919/ACC50511.2021.9483385(4163-4170)Online publication date: 25-May-2021
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Published In

cover image ACM Conferences
HSCC '16: Proceedings of the 19th International Conference on Hybrid Systems: Computation and Control
April 2016
324 pages
ISBN:9781450339551
DOI:10.1145/2883817
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: 11 April 2016

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Author Tags

  1. abstraction
  2. control of switched systems
  3. control synthesis
  4. energy applications

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  • NSF

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HSCC '16 Paper Acceptance Rate 28 of 65 submissions, 43%;
Overall Acceptance Rate 153 of 373 submissions, 41%

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Cited By

View all
  • (2023)On-the-Fly Symbolic Synthesis With Memory Reduction GuaranteesIEEE Transactions on Automatic Control10.1109/TAC.2022.318848368:4(2576-2583)Online publication date: Apr-2023
  • (2022)Safety verification of large-scale nonlinear systems: a cyclic-small-gain approach2022 IEEE 17th International Conference on Control & Automation (ICCA)10.1109/ICCA54724.2022.9831960(459-462)Online publication date: 27-Jun-2022
  • (2021)Large-Scale Invariant Sets for Safe Coordination of Thermostatic Loads2021 American Control Conference (ACC)10.23919/ACC50511.2021.9483385(4163-4170)Online publication date: 25-May-2021
  • (2021)Safety-Critical Control Synthesis for Network Systems With Control Barrier Functions and Assume-Guarantee ContractsIEEE Transactions on Control of Network Systems10.1109/TCNS.2020.30291838:1(487-499)Online publication date: Mar-2021
  • (2021)A Decentralized B&B Algorithm for Motion Planning of Robot Swarms With Temporal Logic SpecificationsIEEE Robotics and Automation Letters10.1109/LRA.2021.30980596:4(7389-7396)Online publication date: Oct-2021
  • (2020)Control Synthesis for Permutation-Symmetric High-Dimensional Systems With Counting ConstraintsIEEE Transactions on Automatic Control10.1109/TAC.2019.291094965:2(461-476)Online publication date: Feb-2020
  • (2020)Implicit Invariant Sets for High-Dimensional Switched Affine Systems2020 59th IEEE Conference on Decision and Control (CDC)10.1109/CDC42340.2020.9303986(3291-3297)Online publication date: 14-Dec-2020
  • (2020)Guaranteed memory reduction in synthesis of correct-by-design invariance controllersIFAC-PapersOnLine10.1016/j.ifacol.2020.12.156753:2(5561-5566)Online publication date: 2020
  • (2020)Controller Synthesis for CPSEncyclopedia of Systems and Control10.1007/978-1-4471-5102-9_100111-1(1-7)Online publication date: 26-Nov-2020
  • (2019)Memory efficient symbolic solution of quantitative reach-avoid problems2019 American Control Conference (ACC)10.23919/ACC.2019.8814850(1671-1677)Online publication date: Jul-2019
  • Show More Cited By

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