Litcius/Paper detail

4D printing and optimization of biocompatible poly lactic acid/poly methyl methacrylate blends for enhanced shape memory and mechanical properties

Hossein Doostmohammadi, Kamyab Kashmarizad, Majid Baniassadi, Mahdi Bodaghi, Mostafa Baghani

2024Journal of the mechanical behavior of biomedical materials/Journal of mechanical behavior of biomedical materials21 citationsDOIOpen Access PDF

Abstract

This study introduces a novel approach to 4D printing of biocompatible Poly lactic acid (PLA)/poly methyl methacrylate (PMMA) blends using Artificial Neural Network (ANN) and Response Surface Methodology (RSM). The goal is to optimize PMMA content, nozzle temperature, raster angle, and printing speed to enhance shape memory properties and mechanical strength. The materials, PLA and PMMA, are melt-blended and 4D printed using a pellet-based 3D printer. Differential Scanning Calorimetry (DSC) and Dynamic Mechanical Thermal Analysis (DMTA) assess the thermal behavior and compatibility of the blends. The ANN model demonstrates superior prediction accuracy and generalization capability compared to the RSM model. Experimental results show a shape recovery ratio of 100% and an ultimate tensile strength of 65.2 MPa, significantly higher than pure PLA. A bio-screw, 4D printed with optimized parameters, demonstrates excellent mechanical properties and shape memory behavior, suitable for biomedical applications such as orthopaedics and dental implants. This research presents an innovative method for 4D printing PLA/PMMA blends, highlighting their potential in creating advanced, high-performance biocompatible materials for medical use. • First-time 4D printing of PLA/PMMA blends using pellet-based 3D printing technology. • Optimized PLA/PMMA blends show superior shape memory and mechanical properties. • ANN model outperforms RSM in predicting optimal 3D printing parameters. • PLA/PMMA blend with 40/60% ratio achieves 65.2 MPa tensile strength, 17% higher than PLA. • 3D printed bio-screw demonstrates excellent printability and biomedical applications.

Topics & Concepts

Materials scienceComposite materialBiocompatible materialUltimate tensile strengthDifferential scanning calorimetryDynamic mechanical analysisCompatibility (geochemistry)Shape-memory alloyMethacrylateResponse surface methodologyPolymerBiomedical engineeringComputer scienceCopolymerPhysicsMedicineThermodynamicsMachine learningAdditive Manufacturing and 3D Printing TechnologiesBone Tissue Engineering Materialsbiodegradable polymer synthesis and properties