The Resource Submodularity in Dynamics and Control of Networked Systems, by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran, (electronic resource)

Submodularity in Dynamics and Control of Networked Systems, by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran, (electronic resource)

Label
Submodularity in Dynamics and Control of Networked Systems
Title
Submodularity in Dynamics and Control of Networked Systems
Statement of responsibility
by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran
Creator
Contributor
Author
Author
Subject
Language
eng
Summary
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
Member of
Is part of
http://library.link/vocab/creatorName
Clark, Andrew
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
  • jZoc2T3FtK8
  • ONOIS72q320
  • Xc-QikleeUI
  • eGoNNzTuY_c
Image bit depth
0
LC call number
TJ212-225
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
  • Alomair, Basel.
  • Bushnell, Linda.
  • Poovendran, Radha
Series statement
Communications and Control Engineering,
http://library.link/vocab/subjectName
  • Control engineering
  • System theory
  • Electrical engineering
  • Control and Systems Theory
  • Systems Theory, Control
  • Communications Engineering, Networks
Label
Submodularity in Dynamics and Control of Networked Systems, by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Part I: Submodular Functions and Optimization -- Submodular Functions and Matroids -- Centralized Submodular Maximization -- Distributed Submodular Maximization -- Submodularity in Dynamics and Control -- Background on Control of Networked Systems -- Submodular Optimization for Smooth Convergence in Networked Systems -- Selecting Catalyst Nodes for Synchronization -- Input Selection for Robustness to Noise -- Input Node Selection under Noise Injection Attacks -- Input Node Selection for Joint Performance and Controllability
Dimensions
unknown
Edition
1st ed. 2016.
Extent
XVII, 210 p. 63 illus., 48 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9783319269771
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-26977-1
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-319-26977-1
Label
Submodularity in Dynamics and Control of Networked Systems, by Andrew Clark, Basel Alomair, Linda Bushnell, Radha Poovendran, (electronic resource)
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Part I: Submodular Functions and Optimization -- Submodular Functions and Matroids -- Centralized Submodular Maximization -- Distributed Submodular Maximization -- Submodularity in Dynamics and Control -- Background on Control of Networked Systems -- Submodular Optimization for Smooth Convergence in Networked Systems -- Selecting Catalyst Nodes for Synchronization -- Input Selection for Robustness to Noise -- Input Node Selection under Noise Injection Attacks -- Input Node Selection for Joint Performance and Controllability
Dimensions
unknown
Edition
1st ed. 2016.
Extent
XVII, 210 p. 63 illus., 48 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9783319269771
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-26977-1
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-319-26977-1

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