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RESEARCH PAPER · Chemical Engineering Journal · 2024

Machine learning applications in nanomaterials: Recent advances and future perspectives

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Machine learning applications in nanomaterials: Recent advances and future perspectivesOriginalMachine Learning-Driven Multidomain Nanomaterial Design: From Bibliometric Analysis to Applications82Dynamic Thermo-Mechanical Properties of Carbon Nanotube Resin Composite Films5A review of sodium alginate-based hydrogels: Structure, mechanisms, applications, and perspectives178Predicting inflammatory response of biomimetic nanofibre scaffolds for tissue regeneration using machine learning and graph theory18Silver-adsorbed Ti 0.87 O 2 nanosheets and UV irradiation synergistically improve the energy storage performance of polyvinylidene fluoride-based nanocomposites3Machine learning-assisted carbon dots synthesis and analysis: State of the art and future directions27Atomic-level magnetism modulation of nanocrystals for biomedical imaging5Behaviour of Knitted Materials in a Vibrating Environment2Advanced Morphological and Material Engineering for High‐Performance Interfacial Iontronic Pressure Sensors77Behavior Identification of Silicone‐Ethanol Soft Actuator Based on Statistical Analysis2Efficient detection of foodborne pathogens via SERS and deep learning: An ADMIN-optimized NAS-Unet approach21Spatial Distribution Characteristics, Source Tracing with Cadmium Isotopes, and a Risk Assessment of Heavy Metals in Soils in the Metal Mining Area of the Qinling Mountains, Central China3Nanoscience in Action: Unveiling Emerging Trends in Materials and Applications65Study of hemocompatibility and antioxidant activity of calcium-copper titanate powders0Advances in Starch-Based Nanocomposites for Functional Food Systems: Harnessing AI and Nuclear Magnetic Resonance Technologies for Tailored Stability and Bioactivity23Multifunctional natural starch-based hydrogels: Critical characteristics, formation mechanisms, various applications, future perspectives42Geometric Characterisation of Stochastic Fibrous Networks: A Comprehensive Review3Probabilistic and deep learning approaches for conductivity-driven nanocomposite classification6AI-driven innovations in smart multifunctional nanocarriers for drug and gene delivery: A mini-review75Optimal LID Designs Based on SWMM Simulations Regarding the Sustainable Efficacy of Stormwater Management in Port Areas6Machine Learning-Assisted Process Prediction of Horizontal Continuous Casting for Copper Tubular Billets2Cotton Fiber Micronaire and Relations to Fiber HVI and AFIS Qualities Between Deltapine® and PhytoGen Upland Varieties4A sustainable solution for environmental purification: A review of high-performance hydrogels based on chitosan14Hierarchical leakage localization method for complex heterogeneous manifold6Insights into the Versatile and Efficient Characteristics, Classifications, and Rational Design of Surface‐Grafted Smart Hydrogels4Effect of Nitrogen Position in Tailoring the Electronic Properties of Graphene Quantum Dot: A DFT Investigation1A fractal rheological model for glass transition of polymers to understand self-similarity from micro to macro multi-scaling2Explicating the transformative role of artificial intelligence in designing targeted nanomedicine43A multi-object soldier tracking algorithm based on trajectory association and improved YOLOv8n2Development of a cost-effective candle soot-polymer composite mesh for efficient oil-water separation0Impact of Hydrogen Peroxide Concentration on Diclofenac Degradation by UV/H2O2: Kinetic Modeling for Water Treatment Applications7Sustainable synthesis of functional nanomaterials: renewable resources, energy-efficient methods, environmental impact and circular economy approaches58Nanoparticle-mediated photothermal therapy and photodynamic therapy: A novel strategy for antifungal drug delivery and treatment0Sustainable Groundwater Management in the Coastal Aquifer of the Témara Plain, Morocco: A GIS-Based Hydrochemical and Pollution Risk Assessment8Recent advances in enhancing dielectric properties of CCTO materials via core-shell design strategies5Multifunctional conductive hydrogels: A comprehensive insight from microstructure and formation mechanisms to various properties15Nano‐Agents for NIR ‐ II Photoacoustic Imaging2A Simple Open-Loop Control Method for Optimizing Manufacturing Control Knobs Using Artificial Intelligence1Dielectric Properties Behavior in Borospherene B40 Nanostructure Using the Blume–Emery–Griffiths Model: Monte Carlo Simulations0Low-voltage operable conductive polymer actuators: Bioadaptive design strategies and emerging diversified applications7Recent Advances in Data‐Driven Design of Dual‐Atom Catalysts15Cellulose-based nanomaterials in targeted tumor chemotherapy: A comprehensive review of design, delivery, and clinical potential11Multifunctional adsorbable chitosan-based hydrogels: Towards efficient and multifunctional green solutions for pollution management31Quality by digital design for accelerated sustainable nanomedicine development26Multifunctional bimetallic MOF engineering: Innovative synthesis and versatile applications in adsorption, catalysis, sensing, and energy51Development Status of Production Purification and Casting and Rolling Technology of Electrical Aluminum Rod0Accelerating the discovery and optimization of metal-organic framework materials via machine learning64Fabrication, encapsulation, and hysteresis creep mitigation in Ionic Polymer-Metal Composites: A review5Machine learning-driven material intelligence research and development14Ion-driven actuators based on two-dimensional nanomaterials: Microstructures, mechanisms, performance, applications, and future perspectives0Predicting the Optical Properties of Gold Nanoclusters Using Machine Learning Approach2AI-based accurate and efficient flash point prediction for structurally diverse hydrocarbons via Bayesian-optimized deep neural networks0The emerging role of machine learning in nanomaterials research: applications, challenges, and future directions8Nanomaterials at the forefront of vehicular emission mitigation: a critical review on mechanistic advances, performance breakthroughs, and sustainable engineering strategies1Leveraging AI Innovation in Nanomaterials, Synthesis, Characterization, and Device Design0Nanomaterials Discovery Using AI-Based Technology Accelerators2Terahertz plasmonic biosensors with graphene-MXene-phosphorene heterostructures for ultra-sensitive dopamine detection: a machine learning enhanced approach4Green synthesis of Au 3+ –yttrium co-doped TiO 2 nanoparticles using gambier leaves extract: structural, optical, and biomedical0Nanomaterials in food safety and environmental monitoring: advances, challenges, and future directions3Carbon dots: from fundamentals to frontier applications48Integration of GIS, Big Data, and Artificial Intelligence in Modern Waste Management Systems—A Comprehensive Review3A New Family of Minimal Surface-Based Lattice Structures for Material Budget Reduction0Advancements in Nanotechnology: The Role of Machine Learning and AI in the Development of Ionic Liquids, Nanofluids, and Bionanofluids2Advances in optical whispering-gallery-mode microsphere cavities: fundamentals, fabrication, and applications0Artificial intelligence and machine learning for plasmonic and surface-enhanced sensing37Artificial intelligence-driven nanomaterial design and applications: advances, challenges, and future directions0Biofabrication of nanoparticles from medicinal plants: Challenges and future perspectives0Clinical Translation of Smart Nanomaterials0Data-driven machine learning optimisation of silver nanoparticle synthesis0Expanding the applicability of a multicomponent nano-quantitative structure-property relationships approach from hard to soft nanomaterials: predicting liposome stability0Lead-Free BaCoX 3 -Based Perovskite Solar Cells: A Simulation Framework for Highly Efficient Photovoltaic Response1Ways to Develop Environmentally Stress-Resilient Crops by AI-Powered Nanobiotechnology0Machine Learning for Nanomaterial Discovery and Design16Hydrogel‐Based Functional Materials: Classifications, Properties, and Applications5The Role of Matrix Shielding in the In Situ Fiber Strength and Progressive Failure of Unidirectional Composites1The Strategic Role of 2D Nanomaterials in Grid Modernization3A Hardware‐Aware Photonic Spiking‐DDPG Reinforcement Learning Architecture for Continuous Control3Advanced Eco‐Friendly Applications of Metal–Organic Frameworks: From Pollution Control to Energy and Health Technologies3Revolutionizing Intelligent Food Packaging: Nanomaterials, AI-ML, and Their Seamless Integration5A temperature compensation method for piezoresistive pressure sensors based on multi-strategy fusion improved dung beetle optimization algorithm0AI-Nanotechnology synergy: Revolutionizing precision drug delivery systems: A comprehensive review1Lessons learned from allergen adsorption on engineered nanomaterials: bridging experimental insights and computational technologies0Crystal Water Engineering in Electrode Materials: Decoding Structure‐Property Dynamics for Advanced Energy Storage Devices4Pectin0Advanced Unified Phenomena in Thin Films: Decoding Thermoelectric-Optoelectronic Interplay with Machine Learning0Turning Unpredictable Biomolecule Adsorption to Controlled Corona Formation: Focus on Carbon Nanomaterials1From Trial‐and‐Error to Artificial Intelligence‐Guided Design of Hard Carbon for Sodium‐Ion Batteries1Metal-organic frameworks for breath-based sensors: a review0Review: piezoelectric materials for energy harvesters—recent developments and applications0The Applications of Machine Learning in Micro‐Nano Materials Research: From High‐Throughput Screening to Intelligent Design0A Physics-Informed Machine Learning Framework for Modeling Biaxial Strain-Induced Band Gap Variation in Zig-Zag Single-Walled Carbon Nanotubes0Machine Learning-Guided Structural Optimization of High-Temperature Polybenzimidazole-Based Phosphonic Acid Proton Exchange Membranes0Programmable Optical Logic Operations Enabled by Multi‐Wavelength Injection in a Fabry–Pérot Laser0

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