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Non-intrusive Load Monitoring on Component Level of a Machine Tool Using a Kalman Filter-Based Disaggregation Approach

Sossenheimer, Johannes ; Weber, Thomas ; Flum, Dominik ; Panten, Niklas ; Abele, Eberhard ; Fuertjes, Tobias
eds.: Armendia, Mikel ; Ghassempouri, Mani ; Ozturk, Erdem ; Peysson, Flavien (2019)
Non-intrusive Load Monitoring on Component Level of a Machine Tool Using a Kalman Filter-Based Disaggregation Approach.
In: Twin-Control, A Digital Twin Approach to Improve Machine Tools Lifecycle
Book Section

Abstract

This open access book summarizes the results of the European research project Twin-model based virtual manufacturing for machine tool-process simulation and control (Twin-Control). The first part reviews the applications of ICTs in machine tools and manufacturing, from a scientific and industrial point of view, and introduces the Twin-Control approach, while Part 2 discusses the development of a digital twin of machine tools. The third part addresses the monitoring and data management infrastructure of machines and manufacturing processes and numerous applications of energy monitoring. Part 4 then highlights various features developed in the project by combining the developments covered in Parts 3 and 4 to control the manufacturing processes applying the so-called CPSs. Lastly, Part 5 presents a complete validation of Twin-Control features in two key industrial sectors: aerospace and automotive. The book offers a representative overview of the latest trends in the manufacturing industry, with a focus on machine tools.

Item Type: Book Section
Erschienen: 2019
Editors: Armendia, Mikel ; Ghassempouri, Mani ; Ozturk, Erdem ; Peysson, Flavien
Creators: Sossenheimer, Johannes ; Weber, Thomas ; Flum, Dominik ; Panten, Niklas ; Abele, Eberhard ; Fuertjes, Tobias
Type of entry: Bibliographie
Title: Non-intrusive Load Monitoring on Component Level of a Machine Tool Using a Kalman Filter-Based Disaggregation Approach
Language: English
Date: 2019
Publisher: Springer, Cham
Book Title: Twin-Control, A Digital Twin Approach to Improve Machine Tools Lifecycle
URL / URN: https://doi.org/10.1007/978-3-030-02203-7
Abstract:

This open access book summarizes the results of the European research project Twin-model based virtual manufacturing for machine tool-process simulation and control (Twin-Control). The first part reviews the applications of ICTs in machine tools and manufacturing, from a scientific and industrial point of view, and introduces the Twin-Control approach, while Part 2 discusses the development of a digital twin of machine tools. The third part addresses the monitoring and data management infrastructure of machines and manufacturing processes and numerous applications of energy monitoring. Part 4 then highlights various features developed in the project by combining the developments covered in Parts 3 and 4 to control the manufacturing processes applying the so-called CPSs. Lastly, Part 5 presents a complete validation of Twin-Control features in two key industrial sectors: aerospace and automotive. The book offers a representative overview of the latest trends in the manufacturing industry, with a focus on machine tools.

Uncontrolled Keywords: Open Access book, Machine Tool, Industry 4.0, Simulation, Monitoring, Machining
Divisions: 16 Department of Mechanical Engineering
16 Department of Mechanical Engineering > Institute of Production Technology and Machine Tools (PTW)
16 Department of Mechanical Engineering > Institute of Production Technology and Machine Tools (PTW) > ETA Energy Technologies and Applications in Production
Date Deposited: 26 Feb 2019 13:00
Last Modified: 27 Aug 2020 09:25
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