Machine learning and knowledge discovery for engineering systems health management

Srivastava, Ashok N.Han, Jiawei ; Han, Jiawei ; Han, Jiawei - - Boca Raton : CRC Press - 2012

Data-driven methods for systems health management -- Mining data streams: systems and algorithms -- A tutorial on bayesian networks for systems health management -- Anomaly detection in a fleet of systems -- Discriminative topic models -- Prognostic performance metrics -- Physics-based methods for systems health management -- Gaussian process damage prognosis under random and flight profile fatigue loading -- Bayesian analysis for fatigue damage prognostics and remaining useful life prediction -- Physics-based methods of failure analysis and diagnostics in human space flight -- Model-based tools and techniques for real-time system and software health management -- Applications -- Real-time identification of performance problems in large distributed systems -- A combined model-based and data-driven prognostic approach for aircraft system life management -- Hybrid models for engine health management -- Extracting critical information from free text data for systems health management.