Hybrid Quantum-Classical Neural Network for Cloud-supported In-Vehicle Cyberattack Detection

10/14/2021
by   Mhafuzul Islam, et al.
0

A classical computer works with ones and zeros, whereas a quantum computer uses ones, zeros, and superpositions of ones and zeros, which enables quantum computers to perform a vast number of calculations simultaneously compared to classical computers. In a cloud-supported cyber-physical system environment, running a machine learning application in quantum computers is often difficult, due to the existing limitations of the current quantum devices. However, with the combination of quantum-classical neural networks (NN), complex and high-dimensional features can be extracted by the classical NN to a reduced but more informative feature space to be processed by the existing quantum computers. In this study, we develop a hybrid quantum-classical NN to detect an amplitude shift cyber-attack on an in-vehicle control area network (CAN) dataset. We show that using the hybrid quantum classical NN, it is possible to achieve an attack detection accuracy of 94 short-term memory (LSTM) NN (87

READ FULL TEXT

page 1

page 3

research
05/10/2022

Practical application-specific advantage through hybrid quantum computing

Quantum computing promises to tackle technological and industrial proble...
research
04/07/2022

Quantum version of the k-NN classifier based on a quantum sorting algorithm

In this work we introduce a quantum sorting algorithm with adaptable req...
research
03/07/2023

Hybrid quantum-classical convolutional neural network for phytoplankton classification

The taxonomic composition and abundance of phytoplankton, having direct ...
research
09/09/2021

Quantum Machine Learning for Finance

Quantum computers are expected to surpass the computational capabilities...
research
05/04/2021

Deja-Vu: A Glimpse on Radioactive Soft-Error Consequences on Classical and Quantum Computations

What do Apple, the FBI and a Belgian politician have in common? In 2003,...
research
09/02/2020

Quantum Discriminator for Binary Classification

Quantum computers operate in the high-dimensional tensor product spaces ...
research
08/16/2022

Quantum Machine Learning for Material Synthesis and Hardware Security

Using quantum computing, this paper addresses two scientifically pressin...

Please sign up or login with your details

Forgot password? Click here to reset