Ensemble Learning-Based Metamodel for Enhanced Surface Roughness Prediction in Polymeric Machining

Ensemble Learning-Based Metamodel for Enhanced Surface Roughness Prediction in Polymeric Machining

This paper proposes and demonstrates a domain-adapted ensemble machine learning approach for enhanced prediction of surface roughness (Ra) during the machining of polymeric materials. The proposed model methodology employs a two-stage pipelined architecture, where classified data are fed into the mo...

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Bibliographic Details
Main Authors: Elango Natarajan, Manickam Ramasamy, Sangeetha Elango, Karthikeyan Mohanraj, Chun Kit Ang, Ali Khalfallah
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Machines
Subjects:
machine learning
ensemble
algorithm
sustainable manufacturing
Online Access:https://www.mdpi.com/2075-1702/13/7/570
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