Machine Learning and Knowledge Discovery for Engineering Systems Health Management

Ashok N. Srivastava and Jiawei Han

As the complexity of engineered systems grows, it is becoming more important than ever to develop tools and technologies that can manage the complex interactions within and between these systems to maintain a high degree of reliability. These systems are often instrumented with sophisticated sensors that are used to monitor and in some cases control the system. This book explores the development of state-of-the-art tools and techniques that can be used to automatically detect, diagnose, and in some cases, predict the effects of adverse events in an engineered system on its ultimate performance. This gives rise to the field ...