Encrypted model predictive control design for security to cyberattacks
- Department of Chemical and Biomolecular Engineering University of California Los Angeles California USA
- Department of Electrical and Computer Engineering University of California Los Angeles California USA
- Department of Chemical and Biomolecular Engineering University of California Los Angeles California USA, Department of Electrical and Computer Engineering University of California Los Angeles California USA
Abstract
In recent years, cyber‐security of networked control systems has become crucial, as these systems are vulnerable to targeted cyberattacks that compromise the stability, integrity, and safety of these systems. In this work, secure and private communication links are established between sensor–controller and controller–actuator elements using semi‐homomorphic encryption to ensure cyber‐security in model predictive control (MPC) of nonlinear systems. Specifically, Paillier cryptosystem is implemented for encryption‐decryption operations in the communication links. Cryptosystems, in general, work on a subset of integers. As a direct consequence of this nature of encryption algorithms, quantization errors arise in the closed‐loop MPC of nonlinear systems. Thus, the closed‐loop encrypted MPC is designed with a certain degree of robustness to the quantization errors. Furthermore, the trade‐off between the accuracy of the encrypted MPC and the computational cost is discussed. Finally, two chemical process examples are employed to demonstrate the implementation of the proposed encrypted MPC design.
- Sponsoring Organization:
- USDOE
- OSTI ID:
- 1983477
- Journal Information:
- AIChE Journal, Journal Name: AIChE Journal Journal Issue: 8 Vol. 69; ISSN 0001-1541
- Publisher:
- Wiley Blackwell (John Wiley & Sons)Copyright Statement
- Country of Publication:
- United States
- Language:
- English
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