Title :
Compositional Modeling and Analysis of Multi-Hop Control Networks
Author :
Alur, Rajeev ; D´Innocenzo, Alessandro ; Johansson, Karl H. ; Pappas, George J. ; Weiss, Gera
Author_Institution :
Dept. of Comput. & Inf. Sci., Univ. of Pennsylvania, Philadelphia, PA, USA
Abstract :
We propose a mathematical framework for modeling and analyzing multi-hop control networks designed for systems consisting of multiple control loops closed over a multi-hop (wireless) communication network. We separate control, topology, routing, and scheduling and propose formal syntax and semantics for the dynamics of the composed system, providing an explicit translation of multi-hop control networks to switched systems. We propose formal models for analyzing robustness of multi-hop control networks, where data is exchanged through a multi-hop communication network subject to disruptions. When communication disruptions are long, compared to the speed of the control system, we propose to model them as permanent link failures. We show that the complexity of analyzing such failures is NP-hard, and discuss a way to overcome this limitation for practical cases using compositional analysis. For typical packet transmission errors, we propose a transient error model where links fail for one time slot independently of the past and of other links. We provide sufficient conditions for almost sure stability in presence of transient link failures, and give efficient decision procedures. We deal with errors that have random time span and show that, under some conditions, the permanent failure model can be used as a reliable abstraction. Our approach is compositional, namely it addresses the problem of designing scalable scheduling and routing policies for multiple control loops closed on the same multi-hop control network. We describe how the translation of multi-hop control networks to switched systems can be automated, and use it to solve control and networking co-design challenges in some representative examples, and to propose a scheduling solution in a mineral floatation control problem that can be implemented on a time triggered communication protocols for wireless networks.
Keywords :
closed loop systems; computational complexity; computational linguistics; network theory (graphs); networked control systems; packet radio networks; routing protocols; telecommunication links; telecommunication network reliability; telecommunication network topology; telecommunication switching; wireless sensor networks; NP-hard problem; compositional analysis; control closed loop; formal model; formal semantics; formal syntax; mathematical model; mineral floatation control problem; multihop communication network; multihop control network design; networking codesign; packet transmission error; permanent link failure model; random time span; routing policies; scalable scheduling; scheduling solution; switched systems; time triggered communication protocols; transient error model; wireless networks; Computational modeling; Control systems; Schedules; Sensors; Spread spectrum communication; Wireless communication; Wireless sensor networks; Compositional analysis; multi-hop sensor and actuator networks; networked control;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2011.2163873