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Data-Driven Multi-Objective Optimization of Conformal Cooling Channels for Energy-Efficient Injection Molding
Feb 9, 2026
Pereira, Carlos; Gaspar-Cunha, António, 2026, "Data-Driven Multi-Objective Optimization of Conformal Cooling Channels for Energy-Efficient Injection Molding", https://doi.org/10.34622/datarepositorium/HUBDNN, Repositório de Dados da Universidade do Minho, V1
The article presents an integrated methodology combining NL-PCA, neural-network surrogate models, and evolutionary algorithms to optimize conformal cooling channel geometries and processing conditions in injection molding, reducing cycle time, energy consumption, and part defects
Injection Molding Optimization Guide
Jun 16, 2025
Gaspar-Cunha, António; Melo, João Bernardo; Marques, Tomás, 2025, "Injection Molding Optimization Guide", https://doi.org/10.34622/datarepositorium/4J5AY7, Repositório de Dados da Universidade do Minho, V5
A guide for Injection Molding Optimization: Numerical Modelling, Dimensionality Reduction (Principal Components Analysis - PCA), Artificial Neural Networks (ANN) and Multi-Objective Evolutionar Algorithms (MOEA)
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