Sensors from Kistler deliver precise and reliable measurements of cutting forces during machining. The knowledge gained helps to enhance the quality and cost-efficiency of metal-cutting processes that consist of many individual production steps. And we go one step further: based on initial proof-of-concept studies, we have developed a model to identify the production steps that are critical for quality.
Technology
Model XGBoost combined with application-specific feature engineering
Results
- Higher quality
- Lower operating costs
- Reduced scrap rate