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RESEARCH PAPER · ACS Nano · 2023

AI for Nanomaterials Development in Clean Energy and Carbon Capture, Utilization and Storage (CCUS)

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AI for Nanomaterials Development in Clean Energy and Carbon Capture, Utilization and Storage (CCUS)OriginalRecent developments in 3D-printed membranes for water desalination7Nanomaterials for CO2 Capture from Gas Streams9AI applications in energy transition and decarbonization0An Overview of Artificial Intelligence-Based Techniques for PEMFC System Diagnosis41Artificial Intelligence for Developing Smart and Sustainable Energy Systems5Flexible electrochemical energy storage devices and related applications: recent progress and challenges167Metal–organic framework derived micro-/nano-materials: precise synthesis and clean energy applications57Nanotechnology, Artificial Intelligence, and the Future of Manufacturing11The Study on the Synergistic Alkali Activation Mechanism in the Co2 Mineralization Curing Process of Concrete0Creation of polystyrene nanoparticle patterns for structural color application6Insights on advanced g‐C 3 N 4 in energy storage: Applications, challenges, and future80A 30-Year Review on Nanocomposites: Comprehensive Bibliometric Insights into Microstructural, Electrical, and Mechanical Properties Assisted by Artificial Intelligence40AI in analytical chemistry: Advancements, challenges, and future directions106Machine learning for CO 2 capture and conversion: A review60Recent advances, challenges, and perspectives on carbon capture139L-arginine-etched nickel-silver electrocatalyst for low-potential hydrogen evolution16Simultaneous enhancement of CO2 adsorption capacity and kinetics on a novel micro-mesoporous MIL-101(Cr)-based composite: Experimental and DFT study23Computational Modeling of CO 2 Reduction and Conversion via Heterogeneous and Homogeneous Catalysis1Mechanism, performance enhancement, and economic feasibility of CO2 microbial electrosynthesis systems: A data-driven analysis of research topics and trends20Critical Role of Cu Nanoparticle-Loaded Cu(100) Surface Structures on Structured Copper-Based Catalysts in Boosting Ethanol Generation in CO2 Electroreduction27Research Trends of Transition Metal Carbonate for Lithium-Ion Batteries0Sustainability and photocatalytic performance of MOFs: Synthesis strategies and structural insights43Combined Methane Cracking for H 2 Production with CO 2 Utilization for Catalyst Regeneration Using Dual Functional Nanostructured Particles36Stabilized oily-wastewater separation based on superhydrophilic and underwater superoleophobic ceramic membranes: Integrated experimental design and standalone machine learning algorithms10Solvent Dependence of Ionic Liquid-Based Pt Nanoparticle Synthesis: Machine Learning-Aided In-Line Monitoring in a Flow Reactor11The Role of K2CO3 in the Synthesis of Dimethyl Carbonate from CO2 and Methanol3Machine learning of metal-organic framework design for carbon dioxide capture and utilization28Assessment of flexible coal power and battery energy storage system in supporting renewable energy21Mild chemical-activated hydrothermal porous carbon derived from durian peel biomass for an electrochemical supercapacitor12Recent advancements in biomass to bioenergy management and carbon capture through artificial intelligence integrated technologies to achieve carbon neutrality30Application of ionic liquids in CO2 capture and conversion: A review94Enhanced Nanoparticle Classification Through Optimized Artificial Neural Networks3Bicarbonate-based cultivation of Chlorella sorokiniana SU-1: Optimizing culture conditions and utilizing bicarbonate from flue gas chemical absorption11Computational fluid dynamics and machine learning assisted Al-LDH adsorbent reactor design for lithium recovery from salt lakes10Machine Learning-Aided Inverse Design and Discovery of Novel Polymeric Materials for Membrane Separation95Carbon dots meet artificial intelligence: applications in biomedical engineering16Clearing the Air: Nanotechnology’s Role in Tackling Atmospheric Pollution0Harnessing Nano & AI for Sustainable Energy Application1Integrating Artificial Intelligence in CO2 Capture and Conversion Processes for Sustainable Energy Solutions3Machine learning-driven breakthroughs in water electrolysis and supercapacitors17Mixed Matrix Membranes with Ionic Liquid-Grafted Layered Double Hydroxides: Characterizations and CO2 Separation Properties8Attention-Based Interpretable Multiscale Graph Neural Network for MOFs12The Convergence of Nanotechnology and Artificial Intelligence: Unlocking Future Innovations15AI in single-atom catalysts: a review of design and applications28Nanoscience in Action: Unveiling Emerging Trends in Materials and Applications65Applications of machine learning in surfaces and interfaces30AI Powered Renewable Energy Balancing, Forecasting and Global Trend Analysis using ANN-LSTM Integration8Interface and surface engineering of MXenes and COFs for energy storage and conversion67Frontier in Advanced Luminescent Biomass Nanocomposites for Surface Anticounterfeiting43Rational green design of porous iron oxide/phosphide heterogeneous nanospheres embedded in hybrid graphene for efficient water oxidation3Application of metal polyphenol nanonetworks in phototherapy24Coevolution of large language models with physical models boosts advanced battery research2Amine-functionalized ZIF-8@bamboo derived nitrogen doped carbonaceous: Characterization and for CO2 capture3Advancements in waste-to-energy (WtE) combustion technologies: A review of current trends and future developments29AI foundational models in low-carbon energy and chemical engineering and the intelligent discovery platform for novel materials1A review of artificial intelligence (AI)-based applications to nanocomposites17Revolutionizing carbon sequestration: Integrating IoT, AI, and blockchain technologies in the fight against climate change19Emerging topic identification in carbon capture utilization and storage (CCUS) for advancing climate action (SDG 13)22203Chapter 9 Predictive precision: AI-enhanced measurement of mechanical properties in nanostructured polymer composites0Metal–Organic Frameworks for PFAS Remediation and Sensing: From Molecular Design to Real-World Implementation46Reaching new frontiers in nanoelectronics through artificial intelligence4AI-aided process intensification of structures8Artificial intelligence and material design in carbon capture and utilization: A review of emerging synergies14The role of computational materials science in achieving sustainable development goals: A review5A Multi-Scale Graph Neural Network for the Prediction of Multi-Component Gas Adsorption1Engineering efficient metal-organic frameworks for photocatalytic CO2 reduction11Perspectives on the status and future of sustainable CO2 conversion processes and their implementation17How does artificial intelligence affect energy intensity? The role of digital economy2Recent advances in high performance Fe-based catalysts for electrocatalytic nitrogen reduction to ammonia: A review9Molecular Dynamics Simulation of CO2 Molecular Behaviors in Silica Nanopores: Effect of Nanoscale Surface Roughness8Waste derived graphene metal oxide composites for advanced supercapacitors: A review on modern energy storage6AI-integrated bio-nanocomposite food packaging: Sustainable, functional, and intelligent solutions25Carbon lock-in and resource lock-in effects of machine substitution: Evidence from 54 countries5Structural Modulation of ZSM-5 Derived Li4SiO4 Sorbents for Enhanced High-Temperature CO2 Capture1Artificial intelligence in heat and mass transfer in chemical engineering processes0Electrocatalytic CO 2 Reduction into Value‐Added Chemicals: Selectivity Tuning, Efficiency Improvement, and Scalability Challenge7MXenes for CO2 conversion to fuel: correlation between atomistic simulation, experimental and artificial intelligence0Immobilized Nostoc sp. on biopolymers for enhanced CO₂ photoconversion0Atomic-level interpretable multimodal graph neural network for predicting carbon dioxide adsorption in metal-organic frameworks6Nanoenabled bioinnovations and decentralized climate-adaptive systems for enhancing agroenergetic resilience: a review article1Recent advances and challenges in graphene-based nanomaterials for photocatalytic CO 2 reduction18Carbon-capturing concrete: current status and future directions for development9Energy Materials: Synthesis and Characterizations0Harnessing sonolysis for CO₂ conversion and catalytic sonohydrogen production0An AI-aided carbon conversion framework for efficient carbon storage0Carbon Nanomaterials in Biomedicine: Opportunities and Toxicological Concerns14Towards Carbon Neutralization: Clean and Efficient Use of Coal5A review on synergy of AI/ML and various applications of nanomaterials0Advancements in Nanotechnology: The Role of Machine Learning and AI in the Development of Ionic Liquids, Nanofluids, and Bionanofluids2Artificial Intelligence Accelerates Low Carbon Transformation of Thermal Power Plants1Energy Materials: Synthesis and Characterizations0Nanotechnology in Energy and Environment0Recent advances in hemoperfusion adsorbents: from material innovations to emerging application systems0Self-propelled Nanomotors in Smart Healthcare Systems0Energy transition across the climate policy uncertainty divide: The critical role of green technology innovation and digital transformation6AI-driven Carbon Capture and Storage (CCS): an analysis of emerging technologies for sustainable climate solutions8Novel structured carbon monolithic xerogels as supports for Ni–Ce catalysts: Stability and activity under oxidative methanation conditions0Machine learning-driven design of high-performance activated carbons for enhanced CO2 capture3AI-powered open-source infrastructure for accelerating materials discovery and advanced manufacturing27Effect of carbonyl group position on redox-active anthraquinone–, phenanthrenequinone–, and benzil–linked hexaazatrinaphthalene conjugated microporous polymers for supercapacitor electrodes7Integration of sustainable nanotechnology with artificial intelligence of things (AIoT) for environmental applications1Knowledge-guided strain-damage image correlation for diagnosing nonlinear mechanical behavior of freely stretched ultra-thin polymer films on water surface0Microenvironment control strategies for stable single-atom catalysts in Fenton water treatment0Machine learning-driven design of CO2 capture materials: A focus on progress and challenges for MOFs and ILs2Revolutionizing sustainable energy: A bibliometric analysis and review of AI applications in nano-enhanced thermal storage2Smart Materials for Enhanced Energy Storage in Solar Energy Systems0Life Cycle Environmental Performance of Carbon Capture Technologies: A Review and Future Perspectives from Materials to Ecosystems3Potential, challenges and opportunities of machine learning model for plasma-based gas conversion: a critical review0AI-driven carbon capture, utilization, and storage (CCUS) for decarbonizing energy systems0Harnessing Artificial Intelligence (AI) for a greener future: a review of AI advancements in green chemistry, chemical processes and sustainable materials3The AI Revolution in Carbon Capture, Utilization, and Storage1Nanoscale CO 2 Interfacial Reactions and Their Impacts on Sustainable Carbon Management1From Experiment‐Driven to Theory‐ and Data‐Driven: A Computational Paradigm Shift in High‐Entropy Electrocatalyst Design0From Data to Discovery: Crafting Data‐Driven Frameworks for Advancing OER Electrocatalysts0From smart to green: Unlocking artificial intelligence’s potential for urban green productivity0High-Temperature CO2 Reduction: Operando Analysis and Reaction Dynamics0Solids with integrated reactive amines for energy-efficient CO2 capture0The Role of Artificial Intelligence in Green Nanotechnology0Green nanomaterials for CO2 storage, capture, utilization, and conversion0Free volume regulation in poly(ionic liquid)-modified MOF-808/pebax MMMs for enhanced CO2 separation: insights from positron annihilation lifetime spectroscopy0Engineering defects and ion pathways in MOF membranes for advanced low-concentration CO2 capture and photocatalytic conversion0

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