Machine Learning and Knowledge Discovery for Engineering Systems Health Management

List of Figures

FIGURE 1.1 Example stream processing applications in different domains.

FIGURE 1.2 Stream processing system architecture.

FIGURE 1.3 Moment preserving quantization.

FIGURE 2.1 A diagram of a simple electrical system, with battery B, current censor (ammeter) C, voltage sensor (voltmeter) V, a relay (or switch) R, a feedback (touch) sensor F, and a load L.

FIGURE 2.2 A Bayesian network model of a voltage sensor, along with the network’s CPTs.

FIGURE 2.3 A partial view of a Bayesian network for the electrical system in Figure 2.1, in SAMIAM, a comprehensive tool for modeling and reasoning with Bayesian networks, available for download at http://reasoning.cs.ucla.edu/samiam/.

FIGURE 3.1 Systematic chart representing some popular ...