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Cyber-Physical Systems Virtual Organization
Read-only archive of site from September 29, 2023.
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Projects
CPS: TTP Option: Synergy: Collaborative Research: Certifiable, Scalable, and Attack-resilient Submodular Control Framework for Smart Grid Stability
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Submitted by lgbushnell on Wed, 03/09/2016 - 8:00pm
Project Details
Lead PI:
Linda Bushnell
Co-PI(s):
Radha Poovendran
Daniel Kirschen
Performance Period:
10/01/15
-
09/30/19
Institution(s):
University of Washington
Sponsor(s):
National Science Foundation
Award Number:
1544173
1589 Reads. Placed 189 out of 804 NSF CPS Projects based on total reads on all related artifacts.
Abstract:
Exploiting inherent physical structure of the CPS domains can lead to economically viable and efficient novel algorithms for providing performance, control, synchronization and an alternate approach to CPS security that does not rely solely on cryptography. In each of these systems, regardless of the current state of the network, in the presence of disturbances or adversarial inputs, there is a need to bring the system to desired state for performance and control of the network. This project presents one such novel approach by observing that the CPS applications including smartgrid, coordinating robotics, formation flights in UAV, and synchronization of biological systems including brain networks all exhibit a special physical structure, namely submodularity, with respect to the set of control actions. Submodularity is a diminishing returns property that enables the development of efficient algorithms with provable optimality guarantees and in many cases distributed versions that are locally implementable, and hence scalable. While it has been widely used in the machine learning and discrete optimization communities, the use of submodularity in the context of CPS is a fertile research area. This project initially applies submodularity in the context of smart grid and show how it can lead to greater system stability and attack resilience. By defining suitable metrics that capture the submodular structures underlying the physical dynamics, the researchers develop algorithms that eliminate the time-consuming and computationally expensive verification of control actions through simulation. The fundamental properties of synchronization, convergence, robustness, and attack-resilience considered in this effort have crosscutting applications to multiple CPS domains, which will benefit from the submodular approach that we will research and develop.
Related Artifacts
Presentations
CPS: TTP Option: Synergy: Collaborative Research: Certifiable, Scalable, and Attack-resilient Submodular Control Framework for S
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Posters
CPS: Synergy: Certifiable, Attack-resilient Submodular Control Framework for Smart Grid Stability
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Publications
Submodularity in Input Node Selection for Networked Systems
Submodularity in dynamics and control of networked systems
Input selection for disturbance rejection in networked cyber-physical systems
Input selection for performance and controllability of structured linear descriptor systems
A submodular optimization approach to leader-follower consensus in networks with negative edges
Towards Synchronization in Networks with Nonlinear Dynamics: A Submodular Optimization Framework
Towards Scalable Voltage Control in Smart Grid: A Submodular Optimization Approach
MinGen: Minimal generator set selection for small signal stability in power systems: A submodular framework
A submodular optimization approach to controlled islanding under cascading failure
Submodular Optimization for Voltage Control
Minimal Input and Output Selection for Stability of Systems with Uncertainties
Minimal Input Selection for Robust Control
Videos
Certifiable, Attack-resilient Submodular Control Framework for Smart Grid Stability
Certifiable, Scalable, and Attack-resilient Submodular Control Framework for Smart Grid Stability
Other
Certifiable, Attack-Resilient Submodular Control Framework for Smart Grid Stability
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CPS Domains
Certification
Smart Grid
Control
Energy
Validation and Verification
Foundations