{"product_id":"intelligent-on-line-monitoring-and-diagnosis-for-manufacturing-von-ming-ge","title":"INTELLIGENT ON-LINE MONITORING AND DIAGNOSIS FOR MANUFACTURING","description":"\u003cp\u003eTo comply with the global market demands on both  quality and efficiency in the manufacturing  industry, this book presents the work on developing  an intelligent on-line monitoring system for sheet  metal stamping processes. It focuses on solving  three major questions: (1)how to effectively  measure and select the features from the appropriate  sensor signals; (2)how to define an effective and  efficient learning algorithm to acquire the  knowledge from the limited training samples; and (3) how to generate an accurate and simple criterion of  the decision making for on-line application. Support  vector machine (SVM) technique has been well  developed and applied in the work. Through studying  the noise density using support vector regression  technique, a new approach to measure similarity of  the signals is proposed. It helps us to construct a  mathematical model to describe the strain signals,  which is able to compare the dynamic and real-time  data. More important to engineering practice is the  new measure similarity technique overcomes the  effect of signal sifting, which exists in most of  signal acquisition and causes related techniques  invalidate sometimes.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783844330106\"\u003e\u003ch3\u003eAPPLICATION FOR METAL STAMPING OPERATIONS\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783844330106","offer_id":39495942439005,"sku":"9783844330106","price":79.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/2e958f69-79fd-42e0-8b9d-1afe0f2871c7.jpg?v=1757913448","url":"https:\/\/shop.autorenwelt.de\/products\/intelligent-on-line-monitoring-and-diagnosis-for-manufacturing-von-ming-ge","provider":"Autorenwelt Shop","version":"1.0","type":"link"}