Innovative Data Models: Transforming Material Process Design and Optimization

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出版年:Metals vol. 15, no. 8 (2025), p. 873-902
第一著者: Horr, Amir M
その他の著者: Hartmann, Matthias, Haunreiter Fabio
出版事項:
MDPI AG
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100 1 |a Horr, Amir M 
245 1 |a Innovative Data Models: Transforming Material Process Design and Optimization 
260 |b MDPI AG  |c 2025 
513 |a Journal Article 
520 3 |a As the use of data models and data science techniques in industrial processes grows exponentially, the question arises: to what extent can these techniques impact the future of manufacturing processes? This article examines the potential future impacts of these models based on an assessment of existing trends and practices. The drive towards digital-oriented manufacturing and cyber-based process optimization and control has brought many opportunities and challenges. On one hand, issues of data acquisition, handling, and quality for proper database building have become important subjects. On the other hand, the reliable utilization of this available data for optimization and control has inspired much research. This research work discusses the fundamental question of how far these models can help design and/or improve existing processes, highlighting their limitations and challenges. Furthermore, it reviews state-of-the-art practices and their successes and failures in material process applications, including casting, extrusion, and additive manufacturing (AM), and presents some quantitative indications. 
653 |a Innovations 
653 |a Simulation 
653 |a Data models 
653 |a Continuous casting 
653 |a Physics 
653 |a Data acquisition 
653 |a Data science 
653 |a Power 
653 |a Optimization 
653 |a Data processing 
653 |a Phase transitions 
653 |a Manufacturing 
653 |a Design optimization 
653 |a Strategic planning 
653 |a Boundary conditions 
653 |a Systems engineering 
653 |a Efficiency 
653 |a Case studies 
700 1 |a Hartmann, Matthias 
700 1 |a Haunreiter Fabio 
773 0 |t Metals  |g vol. 15, no. 8 (2025), p. 873-902 
786 0 |d ProQuest  |t Materials Science Database 
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856 4 0 |3 Full Text + Graphics  |u https://www.proquest.com/docview/3244046671/fulltextwithgraphics/embedded/7BTGNMKEMPT1V9Z2?source=fedsrch 
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