Submodularity in Dynamics and Control of Networked Systems

Nonfiction, Science & Nature, Science, Other Sciences, System Theory, Technology, Automation
Cover of the book Submodularity in Dynamics and Control of Networked Systems by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran ISBN: 9783319269771
Publisher: Springer International Publishing Publication: December 21, 2015
Imprint: Springer Language: English
Author: Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
ISBN: 9783319269771
Publisher: Springer International Publishing
Publication: December 21, 2015
Imprint: Springer
Language: English

This book presents a framework for the control of networked systems utilizing submodular optimization techniques. The main focus is on selecting input nodes for the control of networked systems, an inherently discrete optimization problem with applications in power system stability, social influence dynamics, and the control of vehicle formations. The first part of the book is devoted to background information on submodular functions, matroids, and submodular optimization, and presents algorithms for distributed submodular optimization that are scalable to large networked systems.

In turn, the second part develops a unifying submodular optimization approach to controlling networked systems based on multiple performance and controllability criteria. Techniques are introduced for selecting input nodes to ensure smooth convergence, synchronization, and robustness to environmental and adversarial noise. Submodular optimization is the first unifying approach towards guaranteeing both performance and controllability with provable optimality bounds in static as well as time-varying networks. Throughout the text, the submodular framework is illustrated with the help of numerical examples and application-based case studies in biological, energy and vehicular systems.

The book effectively combines two areas of growing interest, and will be especially useful for researchers in control theory, applied mathematics, networking or machine learning with experience in submodular optimization but who are less familiar with the problems and tools available for networked systems (or vice versa). It will also benefit graduate students, offering consistent terminology and notation that greatly reduces the initial effort associated with beginning a course of study in a new area.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This book presents a framework for the control of networked systems utilizing submodular optimization techniques. The main focus is on selecting input nodes for the control of networked systems, an inherently discrete optimization problem with applications in power system stability, social influence dynamics, and the control of vehicle formations. The first part of the book is devoted to background information on submodular functions, matroids, and submodular optimization, and presents algorithms for distributed submodular optimization that are scalable to large networked systems.

In turn, the second part develops a unifying submodular optimization approach to controlling networked systems based on multiple performance and controllability criteria. Techniques are introduced for selecting input nodes to ensure smooth convergence, synchronization, and robustness to environmental and adversarial noise. Submodular optimization is the first unifying approach towards guaranteeing both performance and controllability with provable optimality bounds in static as well as time-varying networks. Throughout the text, the submodular framework is illustrated with the help of numerical examples and application-based case studies in biological, energy and vehicular systems.

The book effectively combines two areas of growing interest, and will be especially useful for researchers in control theory, applied mathematics, networking or machine learning with experience in submodular optimization but who are less familiar with the problems and tools available for networked systems (or vice versa). It will also benefit graduate students, offering consistent terminology and notation that greatly reduces the initial effort associated with beginning a course of study in a new area.

More books from Springer International Publishing

Cover of the book Multiculturalism, Multilingualism and the Self: Literature and Culture Studies by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
Cover of the book Cañadell's Pediatric Bone Sarcomas by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
Cover of the book Science, Museums and Collecting the Indigenous Dead in Colonial Australia by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
Cover of the book Revisiting the Entrepreneurial Mind by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
Cover of the book Charles-Edouard Brown-Séquard by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
Cover of the book Sustained Simulation Performance 2015 by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
Cover of the book Teaching and Learning Methods in Medicine by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
Cover of the book Public Policy and Performance Management in Democratic Systems by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
Cover of the book Building Theories by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
Cover of the book The Sugarcane Complex in Brazil by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
Cover of the book Endogenous ADP-Ribosylation by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
Cover of the book Philosophico-Methodological Analysis of Prediction and its Role in Economics by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
Cover of the book Advances in Geomorphology and Quaternary Studies in Argentina by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
Cover of the book European Access to Space: Business and Policy Perspectives on Micro Launchers by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
Cover of the book Youth Mediations and Affective Relations by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy