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RESEARCH PAPER · Journal of Polymer Research · 2025

Advances in natural fiber polymer and PLA composites through artificial intelligence and machine learning integration

Md. Helal Uddin, Mohammed Huzaifa Mulla, Tarek Abedin, Abreeza Manap, Boon Kar Yap, Reji Kumar Rajamony, Kiran Shahapurkar, T. M. Yunus Khan, Manzoore Elahi M. Soudagar, Mohammad Nur‐E‐Alam

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Advances in natural fiber polymer and PLA composites through artificial intelligence and machine learning integrationOriginalValorization of natural fibers in flame retarded poly(lactid acid)0Machine Learning in Polymeric Technical Textiles: A Review21Machine learning for predicting fiber-reinforced polymer durability: A critical review and future directions45Review of Lignocellulosic Fiber Reinforced Polymer Composites for Sustainable Automotive Applications19Investigation on the thermal performance of MgO-filled basalt Fiber/PLA composites for high-temperature industrial applications13Technological advancements and the role of artificial intelligence – a review of textile material, machine manufacturing, and stakeholder experiences15Recent advances in sustainable natural fiber composites: Environmental benefits, applications, and future prospects44Artificial intelligence-driven green innovation in packaging: A systematic review of adoption and diffusion challenges4Recent Advances in Bio-Based Nonwoven Materials: Sustainable Production, Applications, and Circular Economy28Management of bioplastic waste: a critical analysis of biodegradation and recycling approaches4Machine learning guided process optimization and sustainable valorization of coconut biochar filled PLA biocomposites6A Review on Three-Dimensional Printing for Energy Conversion and Storage: Recent Advances and Future Prospects5Green Solutions in Energy: Polylactic Acid (PLA) and Additive Manufacturing for Solar E-Hub Applications0Exploring lignocellulosic citrus waste as a potential accelerator for the biodegradation of PLA bioplastic in environmental conditions1Review of natural and synthetic nanofiller-enhanced natural fibre reinforced polymer composite (NFRPC): materials, properties, and biomedical applications13Structurally tuned PLA chitosan composites through cryogenic mechanochemistry for biofunctional material development6Hybrid experimental and machine learning approach for optimizing abrasive wear of microcrystalline cellulose modified hemp/bamboo fiber composites5Artificial Intelligence for Sustainable Textiles: A Review of Circular Economy Applications2AI-Enabled Bio-Nanocomposite Materials for Soil Health and Environmental Sustainability1Advancements in natural fibers for sustainable textile manufacturing: Importance, sources, applications, and future prospects14Microbial production of polyhydroxyalkanoates and lactate-based biopolymers from C1 resources: current advances and trends1Valorization of natural fibers in flame retarded poly(lactic acid)1Design and development of solar e-hub structures with fused deposition modeling and PLA: A CAD-driven approach0Novel 3D Printing Techniques of Metal–Polymer Composites0Titanium dioxide-filled polypropylene profiled fibers: Morphological quantitative characterization and spinning process optimization0Hybrid Machine and Deep Learning Framework for Sustainable Packaging Material Selection0Bio-Nanocomposite Jute Fibre Epoxy With Hybrid Seaweed and MWCNT Fillers: Development and Tribological Optimization1Recent advances in thermomechanical properties of PLA-based biopolymer composites for biomedical applications4Green Extraction and Characterization of Phragmites australis Stem Fibers: Unlocking Their Potential for Sustainable Bioactive Applications1Development and characterization of hybrid hemp and sisal fiber reinforced poly lactic acid composites for sustainable engineering applications3Process optimization and multi-scale evaluation of 3D-printed pineapple fiber–reinforced PLA composites3Advances in extraction, characterization, and surface functionalization of natural fibers for composite material applications2Wool Fiber-Based Polycarbonate Epoxy Hybrid Composites as Sustainable Materials for Automotive Structures0Development and characterization of PLA-based hybrid composites reinforced with chicken bone-derived fillers0Modeling and Optimization of Alumina Filler-Enhanced Epoxy/Mulberry Fiber Composites Using Stacked Ensemble Modeling and Multi-objective Moth Swarm Algorithm1Tensile Properties Prediction of WFRP Composite Based on Machine Learning and ANN Models: An Experimental and Statistical Approach0Accelerating the design of stimuli- responsive chitosan nanocomposites for preservation: A machine learning and polymer informatics framework0Emerging trends in plant biopolymer engineering: Green extraction, functional modification, and bioengineering applications4Enhancing dielectric properties of ABS material by 3D printing approach and predicting dielectric properties via machine learning framework0Eco-engineered Opuntia cladode fibers: Environmentally benign extraction, structural, and functional properties0High-performance 28 GHz MIMO antenna design for 5G applications and regression machine learning validation1Artificial intelligence-driven non-destructive testing and structural health monitoring of natural fibre-reinforced composites: advances, challenges and future directions0Data-driven machine learning modelling and sensitivity analysis of PLA–MoS 2 /SiC properties for sustainable 3D printing0Surrogate Model Study for Curvilinear Fibre Variable Stiffness Composite Laminates: Based on Dynamic Hybrid Sampling and Adaptive Surrogate Model Hyper-Parameters Co-Optimization Strategy0A Review and Research Proposal on Pioneering Sustainable Unmanned Aerial Vehicles (UAVs) with Kenaf Fibre Biocomposites for Structural and Electronic Integration0Machine Learning-Driven Optimization of Calcium Pectinate Hydrogel Formulations: A Stacked Ensemble Framework for Alpha-Lipoic Acid–β-Cyclodextrin Oral Delivery System Design0Sustainable bamboo–nettle hybrid polymer composites: advances in fiber modification, fabrication, and property optimization0Polymer Chemistry Innovations: From Smart Polymers to Biomedical and Environmental Applications0Bio-based materials for home textiles: Recent advances and future research directions in functional applications, manufacturing technologies, and sustainability perspectives0Enhancing the Mechanical Properties and Printability of Natural Fiber-Reinforced Filaments for Fused Deposition Modelling through Optimized Fiber Processing and Polymer Matrix Selection0Machine learning for predicting the glass transition and melting temperatures of polymers: molecular representations, model architectures, and interpretability0Natural Fiber-Reinforced Polylactic Acid Composites: 3D Printing, Life Cycle Assessment, and Applications0Biofunctional and Thermo-Mechanical Performance of Canna indica Stem Fibers for Sustainable Composite Applications0A review of machine learning in polymer composite materials: Advances, challenges, and future perspectives0Explainable ANN-based prediction of mechanical properties in natural fiber-reinforced polymer composites using SHAP analysis0Artificial intelligence and its role in bioplastic production0Fabrication and Characterization of Polylactic Acid/Hyaluronic Acid/Collagen Nanofibers for Tendon Tissue Engineering0Sustainable Development of Multifunctional Jute Fiber-Reinforced Epoxy Composites Enhanced with Agricultural Bran Fillers for Sustainable Structural and Antimicrobial Applications0

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  1. Valorization of natural fibers in flame retarded poly(lactid acid)

    SSRN Electronic Journal · 2025-01-01

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  2. Machine Learning in Polymeric Technical Textiles: A Review

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    Ivan Pavlovich Malashin, Dmitry Martysyuk, В С Тынченко, Andrei Gantimurov, Vladimir Nelyub, А. С. Бородулин, Andrey Leonidovich Galinovskiy

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  3. Machine learning for predicting fiber-reinforced polymer durability: A critical review and future directions

    Composites Part B Engineering · 2025-04-30

    Zhi-Hao Hao, Peng Feng, Shaojie Zhang, Yuqi Zhai

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  4. Review of Lignocellulosic Fiber Reinforced Polymer Composites for Sustainable Automotive Applications

    Fibers and Polymers · 2025-05-21

    Samuel Garriba, H. Siddhi Jailani, C. K. Arvinda Pandian, P. Diwahar

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  5. Investigation on the thermal performance of MgO-filled basalt Fiber/PLA composites for high-temperature industrial applications

    Results in Engineering · 2025-06-22

    Thandavamoorthy Raja, Yuvarajan Devarajan, Jayanta Kumar Nath, Swapnil Maheshkumar Parikh, Krishna Kumar Shukla, Sunil Kumar M, Lokesh Verma

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  6. Technological advancements and the role of artificial intelligence – a review of textile material, machine manufacturing, and stakeholder experiences

    International Journal of Clothing Science and Technology · 2025-06-22

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  7. Recent advances in sustainable natural fiber composites: Environmental benefits, applications, and future prospects

    Materials Today Sustainability · 2025-09-07

    Rasel Ahmed, Kamrul Hasan Manik, Antu Nath, Jubayer Rahman Shohag, Juhi Jannat Mim, Nayem Hossain

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  8. Artificial intelligence-driven green innovation in packaging: A systematic review of adoption and diffusion challenges

    Intelligent Systems with Applications · 2025-09-23

    Ye Ma, Nor Hidayati Zakaria, Basheer Al-haimi, Chen Wu

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  9. Recent Advances in Bio-Based Nonwoven Materials: Sustainable Production, Applications, and Circular Economy

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  10. Management of bioplastic waste: a critical analysis of biodegradation and recycling approaches

    Journal of Polymer Research · 2025-10-01

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  11. Machine learning guided process optimization and sustainable valorization of coconut biochar filled PLA biocomposites

    Scientific Reports · 2025-10-05

    Sundarasetty Harishbabu, Borhen Louhichi, Nashmi Hassan Alrasheedi, Santosh Kumar Sahu, It Ee Lee, Qamar Wali

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  12. A Review on Three-Dimensional Printing for Energy Conversion and Storage: Recent Advances and Future Prospects

    Energy & Fuels · 2025-10-13

    Yasmine I. Mesbah, Rawan K. Hassan, Nageh K. Allam

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  13. Green Solutions in Energy: Polylactic Acid (PLA) and Additive Manufacturing for Solar E-Hub Applications

    IOP Conference Series Earth and Environmental Science · 2025-11-01

    Md. Helal Uddin, Abreeza Manap, Boon Kar Yap, Prajindra Sankar Krishnan, Md. Rokonuzzaman, Mohammad Nur‐E‐Alam, Tiong Sieh Kiong, Nowshad Amin

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  14. Exploring lignocellulosic citrus waste as a potential accelerator for the biodegradation of PLA bioplastic in environmental conditions

    Thermal advances. · 2025-11-09

    Valentina Paganini, Elena Pulidori, Chiara Pelosi, Andrea Corti, Alessio Ceccarini, Grazia Totaro

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  15. Review of natural and synthetic nanofiller-enhanced natural fibre reinforced polymer composite (NFRPC): materials, properties, and biomedical applications

    Micro and Nano Systems Letters · 2025-11-19

    Sakshi Shantharam Kamath, Ravi Kumar Chandrappa, Santhosh Nagaraja, Basavaraju Bennehalli, Ashwin C. Gowda, Dhanunjaya Munthala, Soodkhet Pojprapai, Abdulfatah Abdu Yusuf, Muhammad Imam Ammarullah

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  16. Structurally tuned PLA chitosan composites through cryogenic mechanochemistry for biofunctional material development

    Journal of Engineering and Applied Science · 2025-11-25

    Vikram Kedambadi Vasu

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  17. Hybrid experimental and machine learning approach for optimizing abrasive wear of microcrystalline cellulose modified hemp/bamboo fiber composites

    Scientific Reports · 2025-11-26

    S. J. Davis Hans, M. Muthukumaran, K. Kumaresan, V. G. Pradeep Kumar, Dayanand M. Goudar, Subraya Krishna Bhat

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  18. Artificial Intelligence for Sustainable Textiles: A Review of Circular Economy Applications

    Textile Science & Research Journal · 2025-11-30

    Elias RANDJBARAN, DARYA KHAKSARI, HAMID MEHRABI, RIZAL ZAHARI, DAYANG L. MAJID, MOHAMED T. H. SULTAN, NORKHAIRUNNISA MAZLAN, MEHDI GRANHEMAT

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  19. AI-Enabled Bio-Nanocomposite Materials for Soil Health and Environmental Sustainability

    IGI Global eBooks · 2025-12-09

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  20. Advancements in natural fibers for sustainable textile manufacturing: Importance, sources, applications, and future prospects

    Next Materials · 2025-12-19

    Md. Tareque Rahaman, Md. Mubashwir Moshwan

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  21. Microbial production of polyhydroxyalkanoates and lactate-based biopolymers from C1 resources: current advances and trends

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    Yong Wang, Jiaxin Liang, Guangye Hu, Yumeng Zhen, Xu Zhang, Di Cai, Bin Wang, Jiazheng Sun, Dejing Kong

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  22. Valorization of natural fibers in flame retarded poly(lactic acid)

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    Jan Wagner, Philipp Häfner, Hans-Achim Reimann, Bernhard Schartel

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  23. Design and development of solar e-hub structures with fused deposition modeling and PLA: A CAD-driven approach

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  24. Novel 3D Printing Techniques of Metal–Polymer Composites

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  25. Titanium dioxide-filled polypropylene profiled fibers: Morphological quantitative characterization and spinning process optimization

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  26. Hybrid Machine and Deep Learning Framework for Sustainable Packaging Material Selection

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  27. Bio-Nanocomposite Jute Fibre Epoxy With Hybrid Seaweed and MWCNT Fillers: Development and Tribological Optimization

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  28. Recent advances in thermomechanical properties of PLA-based biopolymer composites for biomedical applications

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  29. Green Extraction and Characterization of Phragmites australis Stem Fibers: Unlocking Their Potential for Sustainable Bioactive Applications

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  30. Development and characterization of hybrid hemp and sisal fiber reinforced poly lactic acid composites for sustainable engineering applications

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  31. Process optimization and multi-scale evaluation of 3D-printed pineapple fiber–reinforced PLA composites

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  32. Advances in extraction, characterization, and surface functionalization of natural fibers for composite material applications

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  33. Wool Fiber-Based Polycarbonate Epoxy Hybrid Composites as Sustainable Materials for Automotive Structures

    Journal of Macromolecular Science Part B · 2026-03-15

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  34. Development and characterization of PLA-based hybrid composites reinforced with chicken bone-derived fillers

    Journal of environmental chemical engineering · 2026-04-04

    Alina Elena Coman, Gabriela Ionescu, Ioana Cătălina Gîfu, George Mihail Teodorescu, Aneta Magdziarz, Cosmin Mărculescu

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  35. Modeling and Optimization of Alumina Filler-Enhanced Epoxy/Mulberry Fiber Composites Using Stacked Ensemble Modeling and Multi-objective Moth Swarm Algorithm

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    N. Shanmugasundaram, Hariharasakthisudhan Ponnarengan, Jayaraj Mahalingam, K. Logesh

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  36. Tensile Properties Prediction of WFRP Composite Based on Machine Learning and ANN Models: An Experimental and Statistical Approach

    Journal of Materials Engineering and Performance · 2026-04-28

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  37. Accelerating the design of stimuli- responsive chitosan nanocomposites for preservation: A machine learning and polymer informatics framework

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  38. Emerging trends in plant biopolymer engineering: Green extraction, functional modification, and bioengineering applications

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  39. Enhancing dielectric properties of ABS material by 3D printing approach and predicting dielectric properties via machine learning framework

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  41. High-performance 28 GHz MIMO antenna design for 5G applications and regression machine learning validation

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  42. Artificial intelligence-driven non-destructive testing and structural health monitoring of natural fibre-reinforced composites: advances, challenges and future directions

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  43. Data-driven machine learning modelling and sensitivity analysis of PLA–MoS 2 /SiC properties for sustainable 3D printing

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  44. Surrogate Model Study for Curvilinear Fibre Variable Stiffness Composite Laminates: Based on Dynamic Hybrid Sampling and Adaptive Surrogate Model Hyper-Parameters Co-Optimization Strategy

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  45. A Review and Research Proposal on Pioneering Sustainable Unmanned Aerial Vehicles (UAVs) with Kenaf Fibre Biocomposites for Structural and Electronic Integration

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  46. Machine Learning-Driven Optimization of Calcium Pectinate Hydrogel Formulations: A Stacked Ensemble Framework for Alpha-Lipoic Acid–β-Cyclodextrin Oral Delivery System Design

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  47. Sustainable bamboo–nettle hybrid polymer composites: advances in fiber modification, fabrication, and property optimization

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  48. Polymer Chemistry Innovations: From Smart Polymers to Biomedical and Environmental Applications

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  49. Bio-based materials for home textiles: Recent advances and future research directions in functional applications, manufacturing technologies, and sustainability perspectives

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  50. Enhancing the Mechanical Properties and Printability of Natural Fiber-Reinforced Filaments for Fused Deposition Modelling through Optimized Fiber Processing and Polymer Matrix Selection

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