Optimization Design of Cooling System for Polydicyclopentadiene Reaction Injection Molding Mold of Lower Door Trim Using Intelligent Optimization Algorithm

ABSTRACT Reaction injection molding is particularly well‐suited for the fabrication of large, intricate components exhibiting variable wall thicknesses. It is the primary manufacturing process utilized for polydicyclopentadiene products. The polymerization reaction of dicyclopentadiene occurs during the reaction injection molding, releasing high exothermic energy, which can lead to uneven cooling that can readily result in warpage deformation. Therefore, the polydicyclopentadiene reaction injection molding mold must be equipped with an efficient cooling system to guarantee the quality of plastic parts produced and ensure optimal production efficiency. This paper took the cooling system of the polydicyclopentadiene reaction injection molding mold of the lower door trim as the research object. An agent model for the prediction of cooling effect based on the GA‐BP neural network was established, and the spatial arrangement parameter combinations of cooling channels were optimized using the GA‐BP‐SAPSO algorithm. Following optimization, the warpage deformation and the average volume shrinkage were reduced by 21.5% and7.5%, respectively, and the temperature difference between the inlet and outlet of cooling channels was reduced to 2.26°C. The optimization results align with the design specifications for polydicyclopentadiene reaction injection molding of the lower door trim.

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Publication Details

Journal
Polymers for Advanced Technologies
Published
2025-04-01
DOI
https://doi.org/10.1002/pat.70153
Primary Topic
Injection Molding Process and Properties
Type
article
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article

Optimization Design of Cooling System for Polydicyclopentadiene Reaction Injection Molding Mold of Lower Door Trim Using Intelligent Optimization Algorithm

Shande Li, Chengmao Huang, Yifeng Ma, Yu Zhang et al.
Polymers for Advanced Technologies
Injection Molding Process and Properties
article

Optimization Design of Cooling System for Polydicyclopentadiene Reaction Injection Molding Mold of Lower Door Trim Using Intelligent Optimization Algorithm

Shande Li, Chengmao Huang, Yifeng Ma, Yu Zhang, Wenxuan Zhang, Jianguo Wen
article en

Abstract

ABSTRACT Reaction injection molding is particularly well‐suited for the fabrication of large, intricate components exhibiting variable wall thicknesses. It is the primary manufacturing process utilized for polydicyclopentadiene products. The polymerization reaction of dicyclopentadiene occurs during the reaction injection molding, releasing high exothermic energy, which can lead to uneven cooling that can readily result in warpage deformation. Therefore, the polydicyclopentadiene reaction injection molding mold must be equipped with an efficient cooling system to guarantee the quality of plastic parts produced and ensure optimal production efficiency. This paper took the cooling system of the polydicyclopentadiene reaction injection molding mold of the lower door trim as the research object. An agent model for the prediction of cooling effect based on the GA‐BP neural network was established, and the spatial arrangement parameter combinations of cooling channels were optimized using the GA‐BP‐SAPSO algorithm. Following optimization, the warpage deformation and the average volume shrinkage were reduced by 21.5% and7.5%, respectively, and the temperature difference between the inlet and outlet of cooling channels was reduced to 2.26°C. The optimization results align with the design specifications for polydicyclopentadiene reaction injection molding of the lower door trim.

Polymers for Advanced TechnologiesVol. 36(4)
Suizhou Central Hospital (CN), Guangxi Research Institute of Chemical Industry (CN), Huazhong University of Science and Technology (CN)
Openalex Percentile: Top 93%
Injection Molding Process and Properties
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Optimization Design of Cooling System for Polydicyclopentadiene Reaction Injection Molding Mold of Lower Door Trim Using Intelligent Optimization Algorithm — Shande Li, Chengmao Huang, et al. · Polymers for Advanced Technologies (2025) | TGRS Research Map | TGRS