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Time-dependent manufacturing processes lead to a new class of inverse problems.
Dragos Axinte1, John Billingham2
1Faculty of Engineering, University of Nottingham, Nottingham NG7 2RD, United Kingdom; Dragos.Axinte@nottingham.ac.uk.
Controlling time-dependent energy beam manufacturing processes is challenging. This study identifies research gaps and multidisciplinary challenges in inverse problems for advanced manufacturing control.
Area of Science:
- Manufacturing Engineering
- Control Systems
- Applied Mathematics
Background:
- Traditional control of time-dependent energy beam processes relies on inefficient trial-and-error methods.
- Existing approaches lack a systematic framework for addressing complex manufacturing challenges.
- Modern manufacturing demands advanced control strategies for precision and efficiency.
Purpose of the Study:
- To identify critical research gaps in the control of time-dependent energy beam manufacturing.
- To outline generic challenges associated with inverse problems in these processes.
- To advocate for a multidisciplinary approach to solving these manufacturing control problems.
Main Methods:
- Literature review to identify research gaps.
- Analysis of inverse problems in energy beam manufacturing.
- Conceptual framework development for multidisciplinary problem-solving.
Main Results:
- Key research gaps in process modeling and real-time control have been identified.
- Generic challenges in inverse problem formulation and solution for manufacturing are highlighted.
- The need for integrating expertise from diverse fields is emphasized.
Conclusions:
- A multidisciplinary approach is essential for advancing the control of time-dependent energy beam manufacturing.
- Addressing identified research gaps will improve algorithmic control in modern manufacturing.
- Further research into inverse problems is crucial for process optimization and innovation.
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