<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>To reduce the damage of mechanical parts during machining, a tool wear prediction method based on the SVM-Clara model is proposed. By analyzing the support vector machine (SVM) and Clara algorithm, using regular prediction data or unobservable data, the average dissimilarity of all objects is concentrated, and the characteristics of the overall data are accurately represented. Randomly select data samples from the overall data samples according to a certain proportion, and standardize them to improve the clustering quality. Find the best objective function to minimize the damage function and make the predicted value closer to the actual value. Through experiments, it is proved that the method in this paper can accurately predict the tool wear condition, the mean square error value is 0.03, the prediction method is better, and the production efficiency is ensured.</p>
</abstract>

To reduce the damage of mechanical parts during machining, a tool wear prediction method based on the SVM-Clara model is proposed. By analyzing the support vector machine (SVM) and Clara algorithm, using regular prediction data or unobservable data, the average dissimilarity of all objects is concentrated, and the characteristics of the overall data are accurately represented. Randomly select data samples from the overall data samples according to a certain proportion, and standardize them to improve the clustering quality. Find the best objective function to minimize the damage function and make the predicted value closer to the actual value. Through experiments, it is proved that the method in this paper can accurately predict the tool wear condition, the mean square error value is 0.03, the prediction method is better, and the production efficiency is ensured.

Tool wear prediction method based on the SVM-Clara model

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

{"article-title":"Tool wear prediction method based on the SVM-Clara model"}

To reduce the damage of mechanical parts during machining, a tool wear prediction method based on the SVM-Clara model is proposed. By analyzing the support...

Tool wear prediction method based on the SVM-Clara model

Published Online: May 11, 2023

Page range: -

Received: Jul 23, 2022

Accepted: Nov 07, 2022

DOI: https://doi.org/10.2478/amns.2023.1.00249

Keywords
SVM model, Clara algorithm, Tool wear prediction, Data preprocessing

© 2023 Yi Yang et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Tool wear prediction method based on the SVM-Clara model

Published Online: May 11, 2023

Page range: -

Received: Jul 23, 2022

Accepted: Nov 07, 2022

DOI: https://doi.org/10.2478/amns.2023.1.00249

KeywordsSVM model, Clara algorithm, Tool wear prediction, Data preprocessing

© 2023 Yi Yang et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Keywords
SVM model, Clara algorithm, Tool wear prediction, Data preprocessing