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Journal of Macromolecular Science, Part B
Physics
Volume 60, 2021 - Issue 7
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Research Article

Artificial Neural Network Modeling of the Water Absorption Behavior of Plantain Peel and Bamboo Fibers Reinforced Polystyrene Composites

Joshua O. Ighaloa Department of Chemical Engineering, University of Ilorin, Ilorin, Nigeria;b Department of Chemical Engineering, Nnamdi Azikiwe University, Awka, NigeriaCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-8709-100X
ORCID Icon,
Chinenye Adaobi Igwegbeb Department of Chemical Engineering, Nnamdi Azikiwe University, Awka, NigeriaORCID Iconhttps://orcid.org/0000-0002-5766-7047
ORCID Icon,
Adewale George Adeniyia Department of Chemical Engineering, University of Ilorin, Ilorin, NigeriaORCID Iconhttps://orcid.org/0000-0001-6615-5361
ORCID Icon &
Sulyman A. Abdulkareema Department of Chemical Engineering, University of Ilorin, Ilorin, Nigeria
Pages 472-484 | Received 10 Oct 2020, Accepted 12 Dec 2020, Published online: 04 Jan 2021

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Adewale George Adeniyi, Ebuka Chizitere Emenike, Kingsley O. Iwuozor & Oluwaseyi D. Saliu. (2023) Solvated polystyrene resin: a perspective on sustainable alternative to epoxy resin in composite development. Materials Research Innovations 27:7, pages 490-502.
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Aziz Saaidia, Ahmed Belaadi, Messaouda Boumaaza, Hassan Alshahrani & Mostefa Bourchak. (2023) Effect of Water Absorption on the Behavior of Jute and Sisal Fiber Biocomposites at Different Lengths: ANN and RSM Modeling. Journal of Natural Fibers 20:1.
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Ahmed Belaadi, Aziz Saaidia, Messaouda Boumaaza, Hassan Alshahrani & Mostefa Bourchak. (2023) Modeling Moisture Absorption of Flax/Sisal Reinforced Hybrid Biocomposites Using Fick’s and ANN Methods. Journal of Natural Fibers 20:1.
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Ahmed Belaadi, Abdelaziz Lekrine, Messaouda Boumaaza, Hassan Alshahrani, Mostefa Bourchak, Khalid A Juhany, Fouad Damiri, Indran Suyambulingam & Suchart Siengchin. (2023) Water Uptake of HDPE Reinforced with Washingtonia Fibre Biocomposites: Mathematical Modelling using Artificial Neural Network, Response Surface Methodology and Genetic Algorithm. Advances in Materials and Processing Technologies 0:0, pages 1-24.
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Adewale George Adeniyi, Sulyman Age Abdulkareem, Joshua O. Ighalo, Folasade Morayo Oladipo-Emmanuel & Comfort Abidemi Adeyanju. (2022) Microstructural and mechanical properties of the plantain fiber/local clay filled hybrid polystyrene composites. Mechanics of Advanced Materials and Structures 29:28, pages 7104-7114.
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Riyadh Benyettou, Salah Amroune, Slamani Mohamed, Yasemin Seki & Alain Dufresne. (2022) Experimental Investigation of the Absorption Behavior of Date Palm Fiber Reinforced Iso-Polyester Composites: Artificial Neuron Network (ANN) Modeling. Journal of Natural Fibers 19:17, pages 15902-15918.
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Ahmed Belaadi, Messaouda Boumaaza, Hassan Alshahrani & Mostefa Bourchak. (2022) Mechanical Properties of Natural Cellulosic Yucca treculeana L. Fiber for Biocomposites Applications: Statistical Analysis. Journal of Natural Fibers 19:17, pages 15501-15518.
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Azzedine Makhlouf, Ahmed Belaadi, Messaouda Boumaaza, Lakhdar Mansouri, Mostefa Bourchak & Mohammad Jawaid. (2022) Water Absorption Behavior of Jute Fibers Reinforced HDPE Biocomposites: Prediction Using RSM and ANN Modeling. Journal of Natural Fibers 19:16, pages 14014-14031.
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Aziz Saaidia, Ahmed Belaadi & Abdelkrim Haddad. (2022) Moisture Absorption of cork-based Biosandwich Material Extracted from Quercussuber L. Plant: ANN and Fick’s Modelling. Journal of Natural Fibers 19:16, pages 12486-12503.
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H. Mohit, M. R. Sanjay, Suchart Siengchin, Belal Kanaan, Vakkar Ali, Ibrahim M. Alarifi & Tarek M. A. A. El‐Bagory. (2023) Machine learning‐based prediction of mechanical and thermal properties of nickel/cobalt/ferrous and dried leaves fiber‐reinforced polymer hybrid composites. Polymer Composites 45:1, pages 489-506.
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P. Prabhu, D. Jayabalakrishnan, V. Balaji, K. Bhaskar, T. Maridurai & V. R. Arun Prakash. (2022) Mechanical, tribology, dielectric, thermal conductivity, and water absorption behaviour of Caryota urens woven fibre-reinforced coconut husk biochar toughened wood-plastic composite. Biomass Conversion and Biorefinery 14:1, pages 109-116.
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Vinyas Mahesh. (2023) ANN based prediction of the absorption characteristics of additive manufactured glycol‐modified polyethylene terephthalate nanocomposites reinforced with short‐carbon fibers and nanoclay fillers . Polymer Composites 44:12, pages 8223-8239.
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Roopesh Kumar, Abhijeet Ganguly & Rajesh Purohit. (2023) Properties and applications of bamboo and bamboo fibre composites. Materials Today: Proceedings.
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Raviduth Ramful & Mohammad Shoaib Casseem. (2023) Prediction of the Mechanical Characteristic of Bamboo Using Deep Neural Network. Prediction of the Mechanical Characteristic of Bamboo Using Deep Neural Network.
Mostapha Karaoui, Rachid Hsissou, Mohammed Alami & Mohammed Assouag. (2023) Thermal, flow, and mechanical properties of composites based on polystyrene (PS) and snail shell powder (SSP) biofiller (PS/SSP). Iranian Polymer Journal 32:5, pages 621-631.
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Adewale George Adeniyi, Sulyman Age Abdulkareem, Kayode P. Odimayomi, Ebuka Chizitere Emenike & Kingsley O. Iwuozor. (2022) Production of thermally cured polystyrene composite reinforced with aluminium powder and clay. Environmental Challenges 9, pages 100608.
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Joshua O. Ighalo, Chinenye Adaobi Igwegbe & Adewale George Adeniyi. (2021) Multi-layer perceptron artificial neural network (MLP-ANN) prediction of biomass higher heating value (HHV) using combined biomass proximate and ultimate analysis data. Modeling Earth Systems and Environment 8:3, pages 3177-3191.
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Adewale George Adeniyi, Sulyman Age Abdulkareem, Comfort Abidemi Adeyanju & Joshua O. Ighalo. (2022) Recycling of Delonix regia Pods Biochar and Aluminium Filings in the Development of Thermally Conducting Hybrid Polystyrene Composites. Journal of Polymers and the Environment 30:8, pages 3150-3162.
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A.M. Radzi, Sheikh Zaki, Mohamad Hassan, R.A. Ilyas, Khairur Jamaludin, Mohd Daud & Sa’ardin Aziz. (2022) Bamboo-Fiber-Reinforced Thermoset and Thermoplastic Polymer Composites: A Review of Properties, Fabrication, and Potential Applications. Polymers 14:7, pages 1387.
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Guowei Zhang, Ling Luo, Ting Lin, Boming Zhang, He Wang, Yuao Qu & Bangke Meng. (2021) Multi-Objective Optimisation of Curing Cycle of Thick Aramid Fibre/Epoxy Composite Laminates. Polymers 13:23, pages 4070.
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Johnbosco C. Egbueri. (2021) Prediction modeling of potentially toxic elements’ hydrogeopollution using an integrated Q-mode HCs and ANNs machine learning approach in SE Nigeria. Environmental Science and Pollution Research 28:30, pages 40938-40956.
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