Data-Driven Fault Diagnosis
Data-Driven Fault Diagnosis: A Machine Learning Approach for Industrial Components
English | 2026 | ISBN: 1041011636 | 189 Pages | PDF EPUB (True) | 65 MB
English | 2026 | ISBN: 1041011636 | 189 Pages | PDF EPUB (True) | 65 MB
The book covers a range of key topics, including data acquisition and preprocessing, feature engineering, model selection and training, and real-time implementation of diagnostic systems. It examines popular machine learning algorithms such as support vector machines, convolutional neural networks, and extreme learning machines, highlighting their strengths and limitations in different industrial contexts. Practical case studies and real-world examples from various sectors illustrate the real-world impact of these techniques.