{"product_id":"machine-learning-for-camera-based-monitoring-of-laser-welding-processes-von-julia-hartung","title":"Machine Learning for Camera-Based Monitoring of Laser Welding Processes","description":"The increasing use of automated laser welding processes causes high demands on process monitoring. This work demonstrates methods that use a camera mounted on the focussing optics to perform pre-, in-, and post-process monitoring of welding processes. The implementation uses machine learning methods. All algorithms consider the integration into industrial processes. These challenges include a small database, limited industrial manufacturing inference hardware, and user acceptance.\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783731513339\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783731513339","offer_id":48310921658693,"sku":"9783731513339","price":46.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/d3b52e73-9e32-4cb9-ac11-c53108a16377.jpg?v=1780464247","url":"https:\/\/shop.autorenwelt.de\/products\/machine-learning-for-camera-based-monitoring-of-laser-welding-processes-von-julia-hartung","provider":"Autorenwelt Shop","version":"1.0","type":"link"}