- Electrical and Electronic Engineering - Research Publications
Electrical and Electronic Engineering - Research Publications
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ItemLower Bounds on the Best-Case Complexity of Solving a Class of Non-cooperative GamesNekouei, E ; Alpcan, T ; Nair, GN ; Evans, RJ (Elsevier, 2016)This paper studies the complexity of solving the class G of all N-player non-cooperative games with continuous action spaces that admit at least one Nash equilibrium (NE). We consider a distributed Nash seeking setting where agents communicate with a set of system nodes (SNs), over noisy communication channels, to obtain the required information for updating their actions. The complexity of solving games in the class G is defined as the minimum number of iterations required to find a NE of any game in G with ε accuracy. Using information-theoretic inequalities, we derive a lower bound on the complexity of solving the game class G that depends on the Kolmogorov 2ε-capacity of the constraint set and the total capacity of the communication channels. We also derive a lower bound on the complexity of solving games in G which depends on the volume and surface area of the constraint set.
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ItemOPTIMAL INFINITE HORIZON CONTROL UNDER A LOW DATA RATE 2Nair, GN ; Huang, M ; Evans, RJ (Elsevier BV, 2006)
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ItemA DATA-RATE LIMITED VIEW OF ADAPTIVE CONTROLZhang, GZ ; Nair, GN ; Evans, RJ ; Wittenmark, B (Elsevier BV, 2006)
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ItemFinite horizon LQ optimal control and computation with data rate constraintsHUANG, M. ; NAIR, G. ; EVANS, R. (IEEE - Institute of Electrical and Electronic Engineers, 2005)
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ItemFeedback control under data rate constraints: An overviewNair, GN ; Fagnani, F ; Zampieri, S ; Evans, RJ (INSTITUTE OF ELECTRICAL ELECTRONICS ENGINEERS (IEEE), 2007)The emerging area of control with limited data rates incorporates ideas from both control and information theory. The data rate constraint introduces quantization into the feedback loop and gives the interconnected system a two-fold nature, continuous and symbolic. In this paper, we review the results available in the literature on data-rate-limited control. For linear systems, we show how fundamental tradeoffs between the data rate and control goals, such as stability, mean entry times, and asymptotic state norms, emerge naturally. While many classical tools from both control and information theory can still be used in this context, it turns out that the deepest results necessitate a novel, integrated view of both disciplines.