Falsification of Cyber-Physical Systems Using Deep Reinforcement Learning

no code implementations • 1 May 2018 • Takumi Akazaki, Shuang Liu, Yoriyuki Yamagata, Yihai Duan, Jianye Hao

With the rapid development of software and distributed computing, Cyber-Physical Systems (CPS) are widely adopted in many application areas, e. g., smart grid, autonomous automobile.

Distributed Computing reinforcement-learning +1

Anomaly Detection for a Water Treatment System Using Unsupervised Machine Learning

no code implementations • 15 Sep 2017 • Jun Inoue, Yoriyuki Yamagata, Yuqi Chen, Christopher M. Poskitt, Jun Sun

In this paper, we propose and evaluate the application of unsupervised machine learning to anomaly detection for a Cyber-Physical System (CPS).

Anomaly Detection BIG-bench Machine Learning +2