A Tutorial on Bayesian Networks for System Health Management
Bayesian networks have established themselves as an indispensable tool in artificial intelligence, and are being used effectively by researchers and practitioners more broadly in science and engineering. The domain of system health management, including diagnosis, is no exception. In fact, diagnostic applications have driven much of the developments in Bayesian networks over the past few decades. In this chapter, we provide a gentle and accessible introduction to modeling and reasoning with Bayesian networks, with the domain of system health management in mind.
Arthur Choi, Lu Zheng, Adnan Darwiche, and Ole J. Mengshoel. "A Tutorial on Bayesian Networks for System Health Management" Machine Learning and Knowledge Discovery for Engineering Systems Health Management. Ed. Ashok N. Srivastava and Jiawei Han. Chapman & Hall/CRC, 2011.
Available at: http://works.bepress.com/ole_mengshoel/24