Development of PP-Compound Recipes Using Genetic Algorithms and Analytical Models

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Abstract

This study explores the development of polypropylene (PP) compound recipes using analytical models (AM) combined with genetic algorithms (GA). A talcum-filled PP compound, commonly utilised in injection moulding for packaging applications, served as a reference material, with shear viscosity, tensile modulus, and impact strength selected as target properties for replication. The AM were adapted and fitted to a dataset of 52 compounds, achieving high predictive accuracy for shear viscosity and tensile modulus, while impact strength proved more challenging due to its inherent variability. Three recipes were generated using GA under predefined material constraints. Recipe 1 aimed to replicate all three target properties, achieving a balanced compromise with maximum deviations of 13.14% for tensile modulus and 12.37% for impact strength while closely matching shear viscosity (maximum 9.8% deviation). Recipes 2 and 3, focused solely on matching shear viscosity and impact strength, demonstrated exceptional accuracy for shear viscosity, with Recipe 2 achieving near-perfect alignment (2.5% deviation). However, neither recipe approached the tensile modulus target due to material limitations. The findings demonstrate the effectiveness of combining AM with GA for designing alternative formulations, emphasising the importance of realistic targets and material constraints. This methodology is highly adaptable, allowing for the inclusion of additional optimisation criteria such as cost or sustainability. Future work will explore broader material sets and properties, extending the framework’s applicability to technical polymers and diverse industrial applications.

Authors 2

1. Lukas Seifert corresponding Aachen Institute for Plastics Processing in Industry and Craft

   RWTH Aachen University

   Affiliation as printed

   Institute for Plastics Processing (IKV) in Industry and Craft at RWTH Aachen University , Seffenter Weg 201 , 52074 Aachen , Germany

2. Lisa Leuchtenberger-Engel Aachen Institute for Plastics Processing in Industry and Craft

   RWTH Aachen University

   Affiliation as printed

   Institute for Plastics Processing (IKV) in Industry and Craft at RWTH Aachen University , Seffenter Weg 201 , 52074 Aachen , Germany