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Reduction of noise pollution in CNC wood milling through multi-parameter optimization using response surface
1Department of Occupational Health and Safety Engineering, Faculty of Health, University of Medical Science, Ilam, Iran.
Optimizing machining parameters for CNC wood milling significantly reduces noise pollution levels (NPL). This study used Response Surface Methodology and Genetic Algorithms to find optimal settings, enhancing worker safety in woodworking environments.
Area of Science:
- Engineering
- Occupational Health
- Acoustics
Background:
- Computer Numerical Control (CNC) wood milling machines increase productivity but generate excessive noise pollution, posing health risks.
- Occupational noise exposure in woodworking environments is a significant concern.
Purpose of the Study:
- To investigate the influence of machining parameters on Noise Pollution Level (NPL) in CNC wood milling.
- To optimize CNC wood milling parameters to minimize noise emissions and enhance worker safety.
Main Methods:
- Response Surface Methodology (RSM) with Box-Behnken Design (BBD) was used to model NPL based on cutting speed, feed rate, depth of cut, and step over.
- Statistical analyses including ANOVA and regression modeling were performed.
- A Genetic Algorithm (GA) was employed for optimizing the identified parameters.
Main Results:
- Noise Pollution Levels (NPL) ranged from 97.4 dB to 103.8 dB, exceeding the NIOSH recommended limit of 85 dB.
- Cutting speed, feed rate, and depth of cut significantly impacted NPL (p < 0.05).
- Optimized parameters predicted a reduced NPL of 96.2 dB, validated experimentally at 95.8 dB.
Conclusions:
- Machining parameter optimization effectively reduces NPL in CNC wood milling.
- The integrated RSM and GA approach offers a reliable method for minimizing occupational noise exposure.
- This research contributes to enhanced worker safety in woodworking industries.
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