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Updated: Sep 16, 2025

Design of an Open-Source, Low-Cost Bioink and Food Melt Extrusion 3D Printer
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Optimization and Simulation of Extrusion Parameters in Polymer Compounding: A Comparative Study Using BBD and 3LFFD.

Jamal Alsadi1

  • 1Faculty of Engineering, Jadara University, Irbid 21110, Jordan.

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Summary

This study optimized color consistency in material processing using speed, temperature, and feed rate. The Box-Behnken design (BBD) offered superior results over the three-level full-factorial design (3LFFD) for process optimization.

Keywords:
3LFFD and BBDinteraction for processing parametersmicroscopic characterizationoptimizationpolycarbonateregression modelssimulation

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Area of Science:

  • Materials Science and Engineering
  • Process Optimization
  • Color Science

Background:

  • Improving color accuracy and simulation models requires understanding process characteristics.
  • Previous research has focused on various processing factors to enhance material properties.
  • Optimizing uniform processing settings is crucial for consistent product quality.

Purpose of the Study:

  • To evaluate the impact of processing factors (speed, temperature, feed rate) on color parameters.
  • To compare the effectiveness of three-level full-factorial design (3LFFD) and Box-Behnken design (BBD) for process optimization.
  • To determine optimal processing settings for minimal color variance (dE*) and high desirability.

Main Methods:

  • Experimental approach to optimize process parameters while holding other variables constant.
  • Utilized Design Expert software for statistical and numerical optimization models.
  • Employed scanning electron microscopy (SEM) and micro-CT (MCT) for pigment dispersion analysis.

Main Results:

  • Processing parameters significantly affected color parameters (dL*, da*, db*) and specific mechanical energy (SME).
  • Increased feed rate led to a decrease in SME.
  • Box-Behnken design (BBD) achieved a minimum deviation of 0.26 and 87% desirability, outperforming 3LFFD (0.25 dE*, 77% desirability).

Conclusions:

  • Processing parameters significantly impact output quality, reducing variation and improving color consistency.
  • Box-Behnken design (BBD) is the preferred method for process optimization due to superior performance.
  • Optimized parameters promote sustainable production by minimizing waste.