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  • © 2020

Privacy in Dynamical Systems

Editors:

  • Addresses privacy in dynamical systems, with applications to smart metering, traffic estimation, and building management
  • Explores statistical methods for privacy preservation with provable guarantees
  • Investigates the use of homomorphic encryption for the implementation of control laws

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Table of contents (12 chapters)

  1. Front Matter

    Pages i-xvi
  2. Statistical Data Privacy

    1. Front Matter

      Pages 1-1
    2. Smart Meter Privacy

      • Ecenaz Erdemir, Deniz Gündüz, Pier Luigi Dragotti
      Pages 19-41
    3. Statistical Parameter Privacy

      • Germán Bassi, Ehsan Nekouei, Mikael Skoglund, Karl H. Johansson
      Pages 65-82
    4. Privacy Verification and Enforcement via Belief Manipulation

      • Bo Wu, Hai Lin, Ufuk Topcu
      Pages 83-101
    5. Information-Theoretic Privacy Through Chaos Synchronization and Optimal Additive Noise

      • Carlos Murguia, Iman Shames, Farhad Farokhi, Dragan Nešić
      Pages 103-129
    6. Differentially Private Analysis of Transportation Data

      • Mathilde Pelletier, Nicolas Saunier, Jerome Le Ny
      Pages 131-155
    7. On the Role of Cooperation in Private Multi-agent Systems

      • Vaibhav Katewa, Fabio Pasqualetti, Vijay Gupta
      Pages 157-176
  3. Encryption-Based Privacy

    1. Front Matter

      Pages 177-177
    2. Secure Multi-party Computation for Cloud-Based Control

      • Andreea B. Alexandru, George J. Pappas
      Pages 179-207
    3. Encrypted Model Predictive Control in the Cloud

      • Moritz Schulze Darup
      Pages 231-265

About this book

This book addresses privacy in dynamical systems, with applications to smart metering, traffic estimation, and building management. In the first part, the book explores statistical methods for privacy preservation from the areas of differential privacy and information-theoretic privacy (e.g., using privacy metrics motivated by mutual information, relative entropy, and Fisher information) with provable guarantees. In the second part, it investigates the use of homomorphic encryption for the implementation of control laws over encrypted numbers to support the development of fully secure remote estimation and control. Chiefly intended for graduate students and researchers, the book provides an essential overview of the latest developments in privacy-aware design for dynamical systems.

Editors and Affiliations

  • Department of Electrical and Electronic Engineering, The University of Melbourne and CSIRO’s Data61, Melbourne, Australia

    Farhad Farokhi

About the editor

Farhad Farokhi is a Research Scientist at the Information Security and Privacy Group at CSIRO's Data61 and a Research Fellow at the Department of Electrical and Electronic Engineering at the University of Melbourne. In 2014, he received his PhD degree in Automatic Control from KTH Royal Institute of Technology, Sweden. During his PhD studies, he was a visiting researcher at the University of California at Berkeley and the University of Illinois at Urbana-Champaign. Farhad has been the recipient of the VESKI Victoria Fellowship from the Victorian State Government as well as the McKenzie Fellow and the 2015 Early Career Researcher Award from the University of Melbourne. He was a finalist in the 2014 European Embedded Control Institute (EECI) PhD Award. He has been part of numerous projects on data privacy and cyber-security funded by the Defence Science and Technology Group, the Department of the Prime Minister and Cabinet, the Department of Environment and Energy, and CSIRO inAustralia. His research interests include security and privacy in cyber-physical systems, such as smart grids and intelligent transportation systems.


Bibliographic Information

Buy it now

Buying options

eBook USD 69.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 89.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 109.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access