{"product_id":"condition-monitoring-with-computational-intelligen","title":"Condition Monitoring With Computational Intelligence Methods For Mechanical And Electrical Systems: A Hands-On Guide To Real-World Diagnostics And Practical Applications","description":"\u003cdiv\u003eCondition Monitoring with Computational Intelligence\u003cbr\u003e\n✔️ English edition, 2012; single copy hands-on diagnostic guide for systems\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eCondition Monitoring Using Computational Intelligence Methods introduces how smart data analysis powers real-world diagnostics in mechanical and electrical equipment. It covers signal-processing and pre-processing techniques, wavelets and principal component analysis (PCA), and explains feature extraction across frequency-, time-frequency-, and time-domain analyses. Data from these methods feed into condition classification using fuzzy systems, rough and neuro-rough sets, neural and Bayesian networks, hidden Markov models, Gaussian mixture models, and support vector machines.\u003c\/p\u003e \u003cp\u003e✅ Author: Tshilidzi Marwala\u003cbr\u003e\n✅ Edition: 2012\u003cbr\u003e\n✅ Language: English\u003cbr\u003e\n✅ Focus: condition monitoring via computational intelligence; signal processing, wavelets, PCA\u003cbr\u003e\n✅ Techniques: feature extraction in frequency-, time-frequency-, and time-domain analysis\u003cbr\u003e\n✅ Classifiers: fuzzy systems; rough and neuro-rough sets; neural \u0026amp; Bayesian networks; HMM; GMM; SVM\u003cbr\u003e\n✅ Benefits: reduces downtime and maintenance costs, extends equipment life\u003cbr\u003e\n✅ Audience: engineers, technicians, students in mechanical and electrical systems\u003cbr\u003e\u003c\/p\u003e \u003cp\u003e💡 What is condition monitoring with computational intelligence used for in industrial systems? This handy approach helps prevent faults and extend equipment life.\u003cbr\u003e- Improves uptime and reliability\u003cbr\u003e- Enables predictive maintenance planning to reduce downtime\u003cbr\u003e- Supports data-driven fault diagnosis and prognosis\u003c\/p\u003e\n\u003c\/div\u003e","brand":"Amazon","offers":[{"title":"Default Title","offer_id":48268480053483,"sku":"VXB00A9YFVN8","price":158.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/3268\/0683\/files\/61qB4ARczyL.jpg?v=1778753208","url":"https:\/\/vxb.com\/products\/condition-monitoring-with-computational-intelligen","provider":"VXB Bearings","version":"1.0","type":"link"}