Papers citing Machine Learning-Assisted Design of Advanced Polymeric Materials
Customized Design of Twist‐Stacking Films Towards Polarization Multiplexing and Full Polarization Detection
Advanced Functional Materials · 2026
Liyu Gan, Aoran Cai, Yifan Xie, Xu Liu, Shuo Feng, Chutian Zhang, Hongli Zhang, Xinjian Li, Jun Jiang, Gang Zou
Read original paper ↗ ·Accelerating design of synthesizable thermally conductive polymers using atomic interaction-embedded deep learning
International Journal of Heat and Mass Transfer · 2026
Xiang Huang, Xizhao Xie, Congcong Luo, Bing Yao, Yongqiang Chen, Weigang Ma
Read original paper ↗ ·Molecular Insights into the Atmospheric Water Harvesting Hydrogels: A Review
Journal of macromolecular science. Part C, Reviews in macromolecular chemistry and physics/Journal of macromolecular science. Reviews in macromolecular chemistry and physics · 2026
Mingrui Jiang, Yongyun Jin, Bing Dong, Zhao Qin
Read original paper ↗ ·Digital twin-assisted next-generation ceramic membranes for sustainable heavy metal remediation
Chemical Engineering and Processing - Process Intensification · 2026
Najib Meftah Almukhtar Omar, Ahmed Omar Aswaye Amhamed, Nawrs Sultan Esa Zhmoul, Laylay Mustafa Alhallak, Nuha Almuktar M. Krir, Muhend Milad
Read original paper ↗ ·Machine learning-assisted property prediction and virtual screening of polyimides for flexible electronic applications
Chemical Engineering Journal · 2026
Xu Li, Haoyu Yang, Junjie Qiao, Mengli Wei, Qingji Wang
Read original paper ↗ ·Unlocking anode-free battery performance: AI-enhanced electron microscopy for deciphering layered cathode interfaces
Energy storage materials · 2026
Xianqi Wu, Jiaming Ren, Xingyu Zhang, Febri Baskoro, Yicheng Tang, Junlei Xiang, Nayoung Jeon, Juyeong Kim, Ningyan Cheng, Binghui Ge, Afriyanti Sumboja, Woo Haw Jiunn, Jianhai Pan, Zhefei Sun, Jianwei Gu, Insung Han, Junfu Duan, Wenfei Yin, Yu Yao, Shoucong Ning, Qiaobao Zhang, Xiaohui Song
Read original paper ↗ ·Artificial intelligence integration into intelligent food packaging: Toward real-time monitoring, sustainable circularity, and precision nutrition
Food Control · 2026
Shuqi Lu, Yumiao Wang, Hongyu He, Can Zhou, Bing Liu, Liangliang Jiang, Abulimiti Yili
Read original paper ↗ ·Machine Learning-Driven Prediction and Interpretation of Glass Transition Temperature in Polyurethanes
ACS Applied Polymer Materials · 2026
Yuejie Qin, Zhihao Ma, Xue Li, Jianxiang Shen, Jun Liu
Read original paper ↗ ·Thermo-Sensitive Polymeric Networks for Next-Generation Wound Management: A Review
AAPS PharmSciTech · 2026
Akshay Kumar, Prachee Nirmale, Suresh Babu Kondaveeti, Arpan Kumar Tripathi, Jailani Shiekmydeen, Sagar Nanaso Salunkhe, Thakur Gurjeet Singh, Mohit Kumar
Read original paper ↗ ·Processing-integrated Machine Learning Models for Predicting and Optimizing Mechanical Properties of Polyimides
Chinese Journal of Polymer Science · 2026
Wei-Long Hu, Hao-Ke Qiu, En-Zhe Jing, Wan-Chen Zhao, Hai-Yang Huo, Sun Zhao-yan
Read original paper ↗ ·Sustainable hybrid rubber nanocomposites: a review of green solvents processing and machine learning-driven optimization
Advanced Composites and Hybrid Materials · 2026
Munir A. Hussain, Easir Al Afroz, Amjad Raza, Nouraiz Mushtaq, Hafiz Tanveer Ashraf, Florian J. Stadler, Jianliang Xiao, Yu Bin, Yihu Song, Sohail Yasin
Read original paper ↗ ·Poly(ether ether ketone) Copolymers as Advanced Materials for Energy and Electronics
ACS Applied Engineering Materials · 2026
Abdul Faizal, Balasubramanian Kandasubramanian, Kshitija Sanjay Vaidya
Read original paper ↗ ·Recent Advances in Artificial Intelligence in Organic Electronic Research
Advanced Materials · 2026
Qian Zhang, Zhiyao Su, Hengyue Zhang, Y W Sun, Wenping Hu
Read original paper ↗ ·Opportunities and challenges for polymeric insulation materials in electric vehicles powertrains
eTransportation · 2026
Dayuan Qiang, J.D. Wale, Xiwen Wu, Luming Zhou, Xinyu Wang, Colin Rimmer, Richard McMahon
Read original paper ↗ ·A unified kinetic Monte Carlo and Bayesian optimization framework for the circular design of poly(methyl methacrylate): From synthesis to recycling
Chemical Engineering Journal · 2026
Yue Fang, Yang Jin, Hanyu Gao
Read original paper ↗ ·Unveiling Tribological Mechanisms of MoS2 Coatings on FeNiCr Alloys via Molecular Dynamics and Machine Learning
Chinese Journal of Mechanical Engineering · 2026
Kun Guo, Hang Li, Xibo Shao, Junqin Shi, Liangzhu Zhang, Xian-Zong Wang, Jianxi Liu, Cheng‐Feng Du, Jie Wang, Shaowei Feng, Long Wang
Read original paper ↗ ·Machine Learning-Guided Prediction of the Removal Efficiency of Pharmaceuticals and Personal Care Products by Photocatalytic Membranes
ACS ES&T Water · 2026
Xunhao Wang, Yanli Li, Peng Chen, Yike Shen, Volodymyr V. Tarabara, Feng Gao
Read original paper ↗ ·PolyT-GNN: A Graph Neural Network Framework for Data-Driven Discovery of High-Temperature Two-Way Shape Memory Polymers
ACS Applied Materials & Interfaces · 2026
Amir Teimouri, Xiaowei Mu, Guoqiang Li
Read original paper ↗ ·Automated and High-Throughput Phase Separation Control for Supramolecular Polymer Blends Enabled by Machine Learning
JACS Au · 2026
Yunfei Wang, Daniel C. Struble, Saroj Upreti, Zongliang Xie, Ka Hung Chan, Yi Liu, Chenhui Zhu, Paul D. Ashby, Wenjie Xia, Derek L. Patton, Boran Ma, Xiaodan Gu
Read original paper ↗ ·3D Printing of Porphyrin‐Based Materials: Processes and Applications
Chemistry - An Asian Journal · 2026
Gauri Harne, Aman Khade, Vikram Kumar Kushwaha, Tamal Chatterjee
Read original paper ↗ ·A two-stage lstm-based prediction methodology for lamb wave resonators
Journal of Micromechanics and Microengineering · 2026
Boya Liu, Xianzheng Lu, Hao Ren
Read original paper ↗ ·Inverse process-window identification of key parameters for burst-pressure consistency in type IV cylinders
Composites Part A Applied Science and Manufacturing · 2026
Jiaqi Wang, Aixu Wang, Yuze Han, Chenxu Zhao, Mingfa Ren
Read original paper ↗ ·P‐111: Q‐Index Based AI Modeling for Material Design of Screen‐Printed Resin for Display Applications
SID Symposium Digest of Technical Papers · 2026
Sung Hwan Hong, Dae Yong Kim, Jang Woo Kim, Hyung Uk Cho
Read original paper ↗ ·Uni-Macro: A Flexible 3D Transformer for Multicomponent Molecular Systems with Insights into Polymer Deep Learning Paradigms
Macromolecules · 2026
Jintao Wu, Rui Zhang
Read original paper ↗ ·Advanced representations and generative artificial intelligence for polyolefins
Clean Energy · 2026
Jiayi Song, Shan Ye, Rongjuan Cong, Shoupeng Qiao, Linge Ma, Shuai Shao
Read original paper ↗ ·Data-Driven Exploration of the Polyethylene Catalyst Chemical Space via Machine Learning
The Journal of Physical Chemistry Letters · 2026
Xuefeng Li, Haoke Qiu, Hanwen Pei, Wanchen Zhao, Haiyang Huo, Zhao‐Yan Sun
Read original paper ↗ ·Machine Learning in Materials Science: Data-Driven Discovery and Functional Applications
Encyclopedia · 2026
Mihail Kolev
Read original paper ↗ ·Structure–property relationships in tailored polyurea coatings: A review
Materials Chemistry and Physics · 2026
I. (Inam) Ullah, Rizwan Abutaleeb Farade, Masood Jan, Nehad Ali Shah
Read original paper ↗ ·Sequence-defined polymers for predictable gene delivery
Nature Reviews Chemistry · 2026
Cameron W. Evans, Cooper M. Kyrwood, Lennart J. Schaefer, James L. Wood, Kai Chen, Craig A. Bell, Kristofer J. Thurecht, Xiaojuan Qi, Haibo Jiang, Cameron Alexander, Sébastien Perrier, Vincent M. Rotello, K. Swaminathan Iyer
Read original paper ↗ ·Agricultural-based biopolymer packaging films and AI-integrated smart double-layer systems: Trends and innovations in food science and technology
Food Research International · 2026
Kajal Mishra, Suresh Sundaramurthy, Shishir Sinha
Read original paper ↗ ·Data-driven machine learning model for predicting multi-functional properties of CNT-polymer nanocomposites using conductivity-informed correlation functions
Computational Materials Science · 2026
Kavan Shah, Pınar Acar, Gary D. Seidel
Read original paper ↗ ·Machine Learning Driven Material Property Prediction Framework for Intelligent Self Healing Polymer Composites Design
Venue not supplied by source · 2026
Subba Rao Katragadda, Bagavathi Lakshmi R, Kavitha G, Monika S, V. Divya, J. Jenifer
Read original paper ↗ ·Bridging the scales: From interfacial strength to macroscopic performance in chopped basalt fiber reinforced waterborne epoxy composites via integrated measurement and simulation
Composites Science and Technology · 2026
Mingliang Li, Zhaoyue Wang, Hongpeng Zheng, Yanli Zhou
Read original paper ↗ ·Ionic cellulose derivatives: Charge design and advanced applications
Progress in Polymer Science · 2026
Haodong Zhang, Yanbo Zhu, Lu Chen, Mengyi Tao, Mengyuan Chen, Wuyi Hao, Chunyu Chang, Chaoji Chen, Jinping Zhou
Read original paper ↗ ·PolyBench: A Reproducible Open Benchmark Platform for Repeat-Unit-Based Polymer Property Prediction
Polymer science & technology. · 2026
Wenzhuo Feng, Lunyang Liu, Hongfei Li
Read original paper ↗ ·Engineering Polymeric Vectors for Nucleic Acid Delivery: Linking Molecular Architecture, Biological Function, and Computational Design
Open Research Europe · 2026
Joachim Emeka Arikibe, Anna Maria Mazzetta, Lisa Casagrande, Aglaé René de Cotret, Cassidy Tomlinson, Denis Gris, Paolo Caliceti
Read original paper ↗ ·Inverse Design of Copolyamides via Sequence‐Sensitive Multifidelity Hybrid Models and Teacher–Student Genetic Algorithm
Materials Genome Engineering Advances · 2026
Sheng Chen, Chaoran Huang, Jianan Hong, Yuquan He, Yuemeng Qiao, Yang Zhao, Siqin Song, Jiaping Lin, Liang Gao
Read original paper ↗ ·Advances in Biodegradable Polymers: Synthesis, Properties and Environmental Applications
Asian Journal of Chemistry · 2026
Shallu Saini, Manuj Saini, Hardeep Singh Tuli, Amit Pathania, Damandeep Kaur, Gurpreet Kaur Bhatia, Deekshant Varshney, Subhav Singh
Read original paper ↗ ·LLM‐Powered AI Agents in Materials Science: From Autonomous Design to Autonomous Experimentation
Advanced Functional Materials · 2026
Tongbo Jiang, Zhengyang Zhang, Mingshuo Nie, Dexin Zhu, Erli Meng, Hong‐Hui Wu, Xinping Mao
Read original paper ↗ ·Machine Learning-Guided Design of MQ Silicone Resin Reinforced Addition-Curing Silicone Rubber: From Literature Data Mining to Experimental Validation
Polymers · 2026
Tianyi Xu, 黄月文, Hui Liu, Dan Qiu, Yuan Yuan, Shuaitao Zhang, Bin Wang
Read original paper ↗ ·Interpretable Tg prediction for polyurethane elastomers under restricted-distribution conditions
Chemical Engineering Journal · 2026
Lu Jin, Zhiyan Wei, Zihan Zhuang, Jialu Shang, Shuping Sun, Dichang Xue, 傅德彪, Yindi Zhu, Xiaodong Li, Hao Jiang, Meishuai Zou
Read original paper ↗ ·Machine Learning-Guided prediction of tensile properties in short carbon fiber reinforced polypropylene composites
Composites Part A Applied Science and Manufacturing · 2026
Jinrong Shi, Yantao Gao
Read original paper ↗ ·Integration of Liquid Handling Robotics, Turbidimetry, and Machine Learning Toward Inverse Design of Lower Critical Solution Temperature Polymer Formulations
Advanced Intelligent Systems · 2026
Lachlan Alexander, Vianna F. Jafari, Tanja Junkers
Read original paper ↗ ·Engineering Oxidative Stress for Precision Therapy: Reactive Oxygen Species-Responsive Hydrogel-Nanocarrier Systems as Translational Redox Drug-Delivery Platforms
ACS Pharmacology & Translational Science · 2026
Rana Haris Abdullah, Rabia Bibi, Faiza Imtiaz
Read original paper ↗ ·Machine learning for burning rate prediction of solid propellants
Combustion and Flame · 2026
Ehtasimul Hoque, Sukriti Singh, Kumar Nagendra
Read original paper ↗ ·