The Role of Population Games in the Design of Optimization-Based Controllers: A Large-scale Insight

Author:   Julian Barreiro-Gomez
Publisher:   Springer International Publishing AG
Edition:   2019 ed.
ISBN:  

9783319922034


Pages:   201
Publication Date:   09 August 2018
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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The Role of Population Games in the Design of Optimization-Based Controllers: A Large-scale Insight


Overview

This book reports on the implementation of evolutionary-game theory in the design of distributed optimization-based controllers. First, it discusses how the classical population-game approach can contribute to and complement the design of optimization-based controllers. It shows how the features of this approach can be exploited to extend their capabilities in the solution of distributed optimization problems, and examines density games in order to consider multiple coupled constraints and preserve the non-centralized information requirements. Furthermore, it establishes a close relationship between the possible interactions among agents in a population with constrained information sharing among different local controllers. It also discusses coalitional games, focusing on the Shapley power index and proposes an alternative method of computing the latter, which reduces computational time, as well as a different way of finding it using distributed communication structures. All the proposed strategies are then tested on various control problems, such as those related to the Barcelona water supply network, multiple continuous stirred tank reactors, various unmanned aerial vehicle systems, and a water distribution system. This thesis, examined at the Universitat Politècnica de Catalunya and Universidad de los Andes in 2017, received the award for best thesis in control from the control group of the Spanish Committee of Automatic Control (CEA) in the same year.

Full Product Details

Author:   Julian Barreiro-Gomez
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Edition:   2019 ed.
Weight:   0.518kg
ISBN:  

9783319922034


ISBN 10:   3319922033
Pages:   201
Publication Date:   09 August 2018
Audience:   Professional and scholarly ,  College/higher education ,  Professional & Vocational ,  Postgraduate, Research & Scholarly
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Introduction.- Literature Review and Background.- Dynamical Tuning for Multi-objective MPC Controllers.- Distributed Predictive Control Using Population Games.- Distributed Formation Control Using Population Games.- Distributed Predictive Control Using Density-dependent Population Games.- Power Index in Control.- Partitioning for Large-scale Systems: Sequential DMPC Design.- Distributed System Partitioning and DMPC.- Contributions and Concluding Remarks.

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