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  • Open Access

    ARTICLE

    Hybrid Taguchi and Machine Learning Framework for Optimizing and Predicting Mechanical Properties of Polyurethane/Nanodiamond Nanocomposites

    Markapudi Bhanu Prasad1, Borhen Louhichi2, Santosh Kumar Sahu1,*

    CMES-Computer Modeling in Engineering & Sciences, Vol.145, No.1, pp. 483-519, 2025, DOI:10.32604/cmes.2025.069395 - 30 October 2025

    Abstract This study investigates the mechanical behavior of polyurethane (PU) nanocomposites reinforced with nanodiamonds (NDs) and proposes an integrated optimization–prediction framework that combines the Taguchi method with machine learning (ML). The Taguchi design of experiments (DOE), based on an L9 orthogonal array, was applied to investigate the influence of composite type (pure PU, 0.1 wt.% ND, 0.5 wt.% ND), temperature (145°C–165°C), screw speed (50–70 rpm), and pressure (40–60 bar). The mechanical tests included tensile, hardness, and modulus measurements, performed under varying process parameters. Results showed that the addition of 0.5 wt.% ND substantially improved PU performance,… More >

  • Open Access

    ARTICLE

    Prediction and Validation of Mechanical Properties of Areca catechu/Tamarindus indica Fruit Fiber with Nano Coconut Shell Powder Reinforced Hybrid Composites

    Jeyapaul Angel Ida Chellam1, Bright Brailson Mansingh2, Daniel Stalin Alex3, Joseph Selvi Binoj4,*

    Journal of Polymer Materials, Vol.42, No.3, pp. 773-794, 2025, DOI:10.32604/jpm.2025.069295 - 30 September 2025

    Abstract Machine learning models can predict material properties quickly and accurately at a low computational cost. This study generated novel hybridized nanocomposites with unsaturated polyester resin as the matrix and Areca fruit husk fiber (AFHF), tamarind fruit fiber (TFF), and nano-sized coconut shell powder (NCSP). It is challenging to determine the optimal proportion of raw materials in this composite to achieve maximum mechanical properties. This task was accomplished with the help of ML techniques in this study. The tensile strength of the hybridized nanocomposite was increased by 134.06% compared to the neat unsaturated polyester resin at… More >

  • Open Access

    Correction: Recent Advancements in Nanocomposites-Based Antibiofilm Food Packaging

    Bandana Padhan1, Rajkumar Patel2, Priyanka Bhowmik3, Ananya Roy1, Joyjyoti Das1,*, Yong Yu4,5, Madhumita Patel6,*

    Journal of Polymer Materials, Vol.42, No.2, pp. 569-570, 2025, DOI:10.32604/jpm.2025.069514 - 14 July 2025

    Abstract This article has no abstract. More >

  • Open Access

    REVIEW

    Recent Advancements in Nanocomposites-Based Antibiofilm Food Packaging

    Bandana Padhan1,#, Rajkumar Patel2,#, Priyanka Bhowmik3, Ananya Roy1, Joyjyoti Das1,*, Yong Yu4,5, Madhumita Patel6,*

    Journal of Polymer Materials, Vol.42, No.2, pp. 411-433, 2025, DOI:10.32604/jpm.2024.059156 - 14 July 2025

    Abstract The food industry prioritizes food safety throughout the entire production process. This involves closely monitoring and evaluating all potential sources of biological or chemical contamination, starting from entering raw materials into the production chain and continuing to the final product. Biofilms on food surfaces or containers can harbor dangerous pathogens, such as Listeria monocytogenes. Therefore, it is essential to continuously manage microbial contamination on food contact surfaces to prevent foodborne infections. Recently, there has been increasing interest in using nanomaterials as surface coatings with antimicrobial properties in the food industry, especially since traditional disinfectants or antibiotics… More >

  • Open Access

    ARTICLE

    Plasticized Agar-Carboxymethyl Cellulose Based Composites Properties Reinforced with Nanocellulose

    Vahideh Pourghasemi-Soufiani1, Farid Amidi-Fazli1,2,*

    Journal of Renewable Materials, Vol.13, No.5, pp. 915-929, 2025, DOI:10.32604/jrm.2025.02024-0009 - 20 May 2025

    Abstract Biodegradable packaging has emerged as a viable alternative to non-biodegradable polymers. This study explores different treatments of agar-carboxymethyl cellulose (CMC) nanocomposites developed via the casting method. We investigated the effects of varying glycerol levels (20%–60%) as a plasticizer and nanocellulose levels (0%–30%) as a filler on the properties of agar-CMC nanocomposites. Key properties analyzed included water vapor permeability, solubility in water, moisture absorption, water contact angle, color properties, and mechanical properties. The films exhibited low water vapor permeability, ranging from 2.50 × 10−11 g/msPa to 2.23 × 10−12 g/msPa. Water solubility of the films was below… More > Graphic Abstract

    Plasticized Agar-Carboxymethyl Cellulose Based Composites Properties Reinforced with Nanocellulose

  • Open Access

    ARTICLE

    Advanced Poly(Lactic Acid)/Thermoplastic Polyurethane Blend-Based Nanocomposites with Carbon Nanotubes and Graphene Nanoplatelets for Shape Memory

    Nayara Koba de Moura Morgado, Guilherme Ferreira de Melo Morgado, Erick Gabriel Ribeiro dos Anjos, Fabio Roberto Passador*

    Journal of Polymer Materials, Vol.42, No.1, pp. 95-110, 2025, DOI:10.32604/jpm.2025.059364 - 27 March 2025

    Abstract The continuous improvement in patient care and recovery is driving the development of innovative materials for medical applications. Medical sutures, essential for securing implants and closing deep wounds, have evolved to incorporate smart materials capable of responding to various stimuli. This study explores the potential of thermoresponsive sutures, made from shape memory materials, that contract upon heating to bring loose stitches closer together, promoting optimal wound closure. We developed nanocomposites based on a blend of poly(lactic acid) (PLA) and thermoplastic polyurethane (TPU)—biopolymers that inherently exhibit shape memory—enhanced with carbon nanotubes (CNT) and graphene nanoplatelets (GN)… More >

  • Open Access

    ARTICLE

    Infrared and Microwave Radiation Assisted Self-Healing Property of Exfoliated-Graphene Incorporated Styrene-Isoprene-Styrene Nanocomposites

    Shilpi Tiwari*, Manjari Srivastava, Dibyendu S. Bag*

    Journal of Polymer Materials, Vol.42, No.1, pp. 187-204, 2025, DOI:10.32604/jpm.2025.057322 - 27 March 2025

    Abstract Smart materials with self-healing properties are highly desired. This study investigates graphene-incorporated styrene-isoprene-styrene (SIS) nanocomposites for their self-healing property assisted by Infrared (IR) and microwave radiation. The good thermal conductivity and energy-absorbing capacity of graphene offer self-healing capability to SIS/GnP nanocomposites due to their exposure to IR and microwave radiation. The absorbed energy in graphene is transferred to the SIS matrix, facilitating the diffusion, re-entanglement, and restoration of the SIS polymer chains, resulting in multiple times self-healing capabilities using various external stimuli. All SIS/GnP nanocomposite samples exhibit self-healing behavior, and the healing efficiency rises with… More > Graphic Abstract

    Infrared and Microwave Radiation Assisted Self-Healing Property of Exfoliated-Graphene Incorporated Styrene-Isoprene-Styrene Nanocomposites

  • Open Access

    ARTICLE

    Elephant Foot Yam Starch-NCC Bionanocomposite Film Incorporated with Virgin Coconut Oil and Monoglyceride for Hydrophobic and Biodegradable Packaging

    Heni Radiani Arifin1,*, Yoan Christina Angelica1, Bambang Nurhadi1, Herlina Marta1, Rossy Choerun Nissa2

    Journal of Renewable Materials, Vol.13, No.3, pp. 617-635, 2025, DOI:10.32604/jrm.2025.057812 - 20 March 2025

    Abstract Bionanocomposite film is produced from renewable and biodegradable natural resources. Although elephant foot yam (EFY) starch (Amorphophallus paeoniifolius) is a promising polymer for bionanocomposite film, the native hydrophilic properties influence the overall performance characteristics. Incorporating virgin coconut oil (VCO) and monoglyceride as hydrophobic components can improve mechanical properties and reduce permeability while increasing the hydrophobicity of the composite. Therefore, this study aimed to determine the effect of adding VCO and monoglyceride on EFY starch-nanocrystalline film at 3 and 5 wt% concentrations. Experimental tests were conducted to evaluate the physical and mechanical properties, water vapor transmission rate… More > Graphic Abstract

    Elephant Foot Yam Starch-NCC Bionanocomposite Film Incorporated with Virgin Coconut Oil and Monoglyceride for Hydrophobic and Biodegradable Packaging

  • Open Access

    ARTICLE

    Bio-Nanocomposites Based on Polyvinyl Alcohol and Fuller Earth Nanoclay: Preparation, Properties and Its Application in Food Packaging

    Yvonne Achieng Ouma1, Supriti Sundari Nayak1, Smrutirekha Mishra2, Harekrishna Panigrahi1,*

    Journal of Polymer Materials, Vol.41, No.4, pp. 281-297, 2024, DOI:10.32604/jpm.2024.056470 - 16 December 2024

    Abstract Fuller earth (FE) nanoclay is a naturally occurring mineral with a high surface area, is highly abundant, and has a low purchasing cost, making it an excellent candidate for nanocomposite production. The study highlights the novelty of using FE nanoclay in combination with polyvinyl alcohol (PVA) to create a bio-nanocomposite that meets the need for sustainable packaging solutions, underscoring its potential to reduce environmental impact while maintaining product quality in food packaging applications. The solvent casting process, a reliable way to evenly disperse nanofillers in polymer matrices, has been employed in this work to incorporate… More >

  • Open Access

    ARTICLE

    Impact Behaviour of Hybrid Jute/Epoxy Composites at Different Temperature Conditions

    Somasundaram Karthiyaini1, Mohan Sasikumar2,*, Abraham Jebamalar3, P. A. Prasob2

    Journal of Polymer Materials, Vol.41, No.4, pp. 219-237, 2024, DOI:10.32604/jpm.2024.053829 - 16 December 2024

    Abstract This manuscript presents the projectile impact behavior of hybrid jute/epoxy composite laminates using an instrumented air gun impact setup with the projectile moving in the vertical direction. An approach based on the stiffness change is used to predict the projectile impact response of hybrid jute epoxy-filled laminates impacted with a stainless-steel projectile. The experimental validation of the parameters like dynamic hardness (Hd) coefficient of restitution (COR), natural frequency, damping factor, and loss factor was used to analyze the impact behavior of jute/epoxy composites strengthened with fillers ZrO2, ZnO, and TiO2. The free vibration tests of the More >

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