A Tutorial on Bayesian Networks for System Health Management.pdf (276.37 kB)
A Tutorial on Bayesian Networks for System Health Management
journal contributionposted on 2011-11-01, 00:00 authored by Arthur Choi, Lu Zheng, Adnan Darwiche, Ole J Mengshoel
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.