2017 International Conference On Computer Aided Design

The Premier Conference Devoted to Technical Innovations in Electronic Design Automation

November 13-16, 2017Irvine Marriott Irvine, CA

MP Associates, Inc.
MONDAY November 13, 2:00pm - 4:00pm | Newport & Marina
EVENT TYPE: SPECIAL SESSION
SESSION 2D
AI for CPS: Machine Learning for Intelligent and Secure Cyber-Physical Systems
Moderator:
Deming Chen - University of Illinois, Urbana-Champaign
Organizer:
Qi Zhu - Univ. of California, Riverside
With the proliferation of sensor data and advancement of processing power, machine learning techniques have shown great promise in cyber-physical systems (CPS) applications. These techniques are particularly effective for analyzing, controlling and optimizing complex CPS where the system dynamics and surrounding environment are hard to capture; however, applying them in practical systems often faces challenges from resource and timing constraints as well as reliability, predictability and security requirements. In this session, the four talks will introduce the application of machine learning techniques across a variety of CPS domains, including aerospace, agriculture, petroleum, and buildings and grid. They will demonstrate the effectiveness of using learning techniques, in particular those based on deep neural networks, to achieve artificial intelligence in CPS. They will discuss the encountered challenges in meeting system security, reliability and resource requirements, and present promising solutions.

2D.1VoCaM: Visualization Oriented Convolutional Neural Network Acceleration on Mobile Systems
 Speaker: Xiang Chen - George Mason Univ.
 Authors: Zhuwei Qin - George Mason Univ.
Zirui Xu - George Mason Univ.
Yiran Chen - Duke Univ.
Xiang Chen - George Mason Univ.
2D.2An Autonomous Precision Irrigation Through Neural Reinforcement Learning
 Speaker: Jiang Hu - Texas A&M Univ.
 Author: Jiang Hu - Texas A&M Univ.
2D.3Offshore Oil Spill Monitoring and Detection: Improving Risk Management for Offshore Petroleum Cyber-Physical Systems
 Speaker: Shiyan Hu - Michigan Technological Univ.
 Authors: Xiaodao Chen - China University of Geosciences
Dongmei Zhang - China University of Geosciences
Lizhe Wang - China University of Geosciences
Yuewei Wang - China University of Geosciences
Albert Zomaya - The Univ. of Sydney
Shiyan Hu - Michigan Technological Univ.
2D.4Deep Reinforcement Learning: Framework, Applications, and Embedded Implementations
 Speaker: Yanzhi Wang - Syracuse Univ.
 Authors: Hongjia Li - Syracuse Univ.
Tianshu Wei - Univ. of California, Riverside
Ruizhe Cai - Syracuse Univ.
Qi Zhu - Univ. of California, Riverside
Yanzhi Wang - Syracuse Univ.