Development of a grinding expert system

Abstract: Grinding processes are complex and challenging to optimize due to the intricate interplay of numerous parameters. Traditional approaches often rely heavily on operator expertise, leading to variability in results. To address these issues, this paper presents the "Grinding Expert," a system developed at the Institute for Advanced Manufacturing (KSF). The system integrates databases and rule-based algorithms to provide optimal grinding and dressing parameters, significantly improving efficiency and surface quality. Comparative case studies between the Grinding Expert and human experts demonstrate the system's superior ability to optimize grinding processes, resulting in reduced process times and enhanced precision.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-12-01
DOI
https://doi.org/10.5281/zenodo.14268109
Primary Topic
Advanced machining processes and optimization
Type
article
Field-Weighted Citation Impact
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article

Development of a grinding expert system

Zenodo (CERN European Organization for Nuclear Research)
Advanced machining processes and optimization
article

Development of a grinding expert system

article en

Abstract

Abstract: Grinding processes are complex and challenging to optimize due to the intricate interplay of numerous parameters. Traditional approaches often rely heavily on operator expertise, leading to variability in results. To address these issues, this paper presents the "Grinding Expert," a system developed at the Institute for Advanced Manufacturing (KSF). The system integrates databases and rule-based algorithms to provide optimal grinding and dressing parameters, significantly improving efficiency and surface quality. Comparative case studies between the Grinding Expert and human experts demonstrate the system's superior ability to optimize grinding processes, resulting in reduced process times and enhanced precision.

Zenodo (CERN European Organization for Nuclear Research)
Furtwangen University (DE)
Openalex Percentile: Top 63%
Advanced machining processes and optimization
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