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RESEARCH PAPER · Energy & Environmental Science · 2020

Cost, performance prediction and optimization of a vanadium flow battery by machine-learning

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Cost, performance prediction and optimization of a vanadium flow battery by machine-learningOriginalA data-driven and DFT assisted theoretic guide for membrane design in flow batteries22Thermodynamic properties and prediction of viscosity for ternary solution (VOSO4 + PAA + H2O) in vanadium flow battery5Integration of data-intensive, machine learning and robotic experimental approaches for accelerated discovery of catalysts in renewable energy-related reactions28Tailoring the vanadium/proton ratio of electrolytes to boost efficiency and stability of vanadium flow batteries over a wide temperature range93Review of Bipolar Plate in Redox Flow Batteries: Materials, Structures, and Manufacturing46The crucial role of parallel and interdigitated flow channels in a trapezoid flow battery13Vanadium redox flow batteries: Flow field design and flow rate optimization165Engineering Electrochemical Surface for Efficient Carbon Dioxide Upgrade90Flow battery: An energy storage alternative for hydropower station4Digital Microscale Electrochemical Energy Storage Devices for a Fully Connected and Intelligent World46Advances in the regulation of kinetics of cathodic H + /Zn 2+ interfacial transport in aqueous Zn/MnO 2 electrochemistry15Machine learning for flow batteries: opportunities and challenges58Machine Learning Utilized for the Development of Proton Exchange Membrane Electrolyzers51Machine learning-assisted design of flow fields for redox flow batteries117Five‐Membered‐Heterocycle Bridged Viologen with High Voltage and Superior Stability for Flow Battery63Consistency analysis and resistance network design for vanadium redox flow battery stacks with a cell-resolved stack model7A review of the recent progress in battery informatics178Advanced aqueous redox flow batteries design: Ready for long-duration energy storage applications?24Application of Machine Learning in Optimizing Proton Exchange Membrane Fuel Cells: A Review171Comprehensive Analysis of Critical Issues in All-Vanadium Redox Flow Battery231ZIF-derived holey electrode with enhanced mass transfer and N-rich catalytic sites for high-power and long-life vanadium flow batteries60Physics-informed CoKriging model of a redox flow battery22Performance analysis and optimization of packed-bed TES systems based on ensemble learning method11Machine-learning-assisted insight into the cathode catalyst layer in proton exchange membrane fuel cells42Performance analysis of Na-ion batteries by machine learning59A Secondary-Doped Polybenzimidazole Membrane with High Proton Conductivity and Ion Selectivity for Vanadium Redox Flow Batteries11A novel temperature prediction method without using energy equation based on physics-informed neural network (PINN): A case study on plate- circular/square pin-fin heat sinks44Robust Chalcogenophene Viologens as Anolytes for Long-Life Aqueous Organic Redox Flow Batteries with High Battery Voltage37Review of the Research Status of Cost-Effective Zinc–Iron Redox Flow Batteries75Towards high power density aqueous redox flow batteries62The Flow Battery for Stationary Large-Scale Energy Storage12Insights into an air-stable methylene blue catholyte towards kW-scale practical aqueous organic flow batteries64Perspective of alkaline zinc-based flow batteries57Flow Batteries From 1879 To 2022 And Beyond3Artificial intelligence-navigated development of high-performance electrochemical energy storage systems through feature engineering of multiple descriptor families of materials36Deep-learning based spatio-temporal generative model on assessing state-of-health for Li-ion batteries with partially-cycled profiles24Simultaneously Improved H+ Conductivity and H+/V4+ Selectivity for All Vanadium Flow Battery by Zif-8 Induced Physical Cross-Linking0Simultaneously Improved H+ Conductivity and H+/V4+ Selectivity for All Vanadium Flow Battery by Zif-8 Induced Physical Cross-Linking1Flow Batteries From 1879 To 2022 And Beyond1Anionic conductive group tunable amphoteric polybenzimidazole ion conductive membrane for vanadium redox flow battery59Computational design of quinone electrolytes for redox flow batteries using high-throughput machine learning and theoretical calculations11Flow Batteries From 1879 To 2022 And Beyond1Design and preparation of sulfonated polymer membranes for Zn/MnO2 flow batteries with assistance of machine learning23Review—Flow Batteries from 1879 to 2022 and Beyond44Manganese-based flow battery based on the MnCl2 electrolyte for energy storage40NTO laminated graphite felt as high-performance negative electrode for vanadium redox flow batteries18Lithium Ferrocyanide Catholyte for High‐Energy and Low‐cost Aqueous Redox Flow Batteries**41Lithium Ferrocyanide Catholyte for High‐Energy and Low‐cost Aqueous Redox Flow Batteries**15Nano TiC electrocatalysts embedded graphite felt for high rate and stable vanadium redox flow batteries25A multi-scale model for local polarization prediction in flow batteries based on deep neural network11Iterative Approach of Experiment–Machine Learning for Efficient Optimization of Environmental Catalysts: An Example of NO x Selective Reduction Catalysts22Low‐cost Zinc‐Iron Flow Batteries for Long‐Term and Large‐Scale Energy Storage12Physics-informed machine learning of redox flow battery based on a two-dimensional unit cell model42Machine learning for beyond Li-ion batteries: Powering the research39In-situ electrodeposition of homogeneous and dense bismuth nanoparticles onto scale-up graphite felt anodes for vanadium redox flow batteries31Development of highly stable and active intermetallic Pt-alloyed catalysts for the production of V3.5+ electrolyte in the vanadium redox flow batteries7Design and development of large-scale vanadium redox flow batteries for engineering applications31The Effect of Electrolyte Composition on the Performance of a Single‐Cell Iron–Chromium Flow Battery11A Double‐ligand Chelating Strategy to Iron Complex Anolytes with Ultrahigh Cyclability for Aqueous Iron Flow Batteries32A Double‐ligand Chelating Strategy to Iron Complex Anolytes with Ultrahigh Cyclability for Aqueous Iron Flow Batteries11Battery safety: Machine learning-based prognostics211Simultaneously improved H+ conductivity and H+/V4+ selectivity for all vanadium flow battery by ZIF-8 induced physical cross-linking21Modulating single-atom sulfur-vacancy defect in MoS2-x catalysts to boost cathode redox kinetics for vanadium flow batteries41Physics-Guided Continual Learning for Predicting Emerging Aqueous Organic Redox Flow Battery Material Performance17Machine Learning Orchestrating the Materials Discovery and Performance Optimization of Redox Flow Battery29In Situ Growth of Amorphous MnO2 on Graphite Felt via Mild Etching Engineering as a Powerful Catalyst for Advanced Vanadium Redox Flow Batteries35Emerging polyoxometalate clusters-based redox flow batteries: Performance metrics, application prospects, and development strategies15Sustainability Development of Stationary Batteries: A Circular Economy Approach for Vanadium Flow Batteries5Machine-learning assisted analysis on coupled fluid-dynamics and electrochemical processes in interdigitated channel for iron-chromium flow batteries26A novel carbon paper based flow field design strategy toward high power density vanadium flow battery operation10Urea Induces Uniform Tin Deposition for Long Cycle‐Life Tin‐based Redox Flow Battery11Evolution from passive to active components in lithium metal and lithium-ion batteries separators11Maximizing flow battery membrane performance via pseudo-nanophase separation enhanced by polymer supramolecular sidechain11Bismuth Single Atoms Regulated Graphite Felt Electrode Boosting High Power Density Vanadium Flow Batteries96Battery engineering safety technologies (BEST): M5 framework of mechanisms, modes, metrics, modeling, and mitigation39Next‐Generation Ultrathin Lightweight Electrode for pH‐Universal Aqueous Flow Batteries27Accelerating the Reduction Kinetics of V4+ to V3+ on Atomically Fe─N4 Decorated Carbon Nanotubes for Vanadium Electrolyte Preparation13Development status, challenges, and perspectives of key components and systems of all-vanadium redox flow batteries39A convection-enhanced flow field with height-changing ribs for redox flow batteries17Environmental impact analysis of potassium-ion batteries based on the life cycle assessment: A comparison with lithium iron phosphate batteries13Research and optimization of slit issues in the kW-scale redox flow batteries stack2Designing layered oxides as cathodes for sodium-ion batteries: Machine learning and density functional theory based modeling14Multiscale coupled electron–ion transport in semi-solid lithium flow batteries22A comprehensive review on the techno-economic analysis of electrochemical energy storage systems: Technologies, applications, benefits and trends34Revisiting Membrane‐Free Zn–Mn Redox Flow Batteries: An Innovative Universal Aspartic Acid Additive for Superior Stability19Constructing Hydrophilic Polymer Membranes with Microporosity for Aqueous Redox Flow Batteries5Morphology-induced vacancy engineering of Co3O4 nanoarrays on carbon felt enables high-performance vanadium flow batteries11Honeycomb carbon felt assisted by cobalt oxide boosting the electrochemical activity of TiO2+/Ti3+ redox couple in flow battery4Ag/Sn Dual‐Atoms with Synergistic Electrocatalysis for High‐Power Density Vanadium Flow Batteries9Heteroatom-tuned Bi pz-orbital hybridization of single-atom catalysts for high-power density vanadium flow batteries6Effective Energy Storage System Strategies—A Review4Artificial intelligence-empowered modeling and management of flow batteries: A mini-review6Machine learning-guided discovery and stabilization of anomalous Ni4+ oxides with superior electrocatalysis for flow batteries0Degradation Mechanisms of Redox-Active Molecules toward Long-Cycle Aqueous Organic Flow Batteries8A Review on Battery and Energy Management for Redox Flow Batteries4Impact of Ion Crossover on Mass Transfer Polarization Regulation in High-Power Vanadium Flow Batteries0Achieving high cycling stability in alkaline zinc-iron flow batteries through synergy of 3D VPCF/nicotinamide and active ZnO species0Functional Integration in Tailored Polymers Enables Zwitterionic Membranes with Selective Ion Transport and Enhanced Stability5Integrating Flow Field Geometries within Porous Electrode Architectures for Enhanced Flow Battery Performance5Room-temperature diazonium grafting of pyridinic-N onto graphite felt enhances electrode kinetics in vanadium redox flow batteries4Recent progress on insights into surface and interface modification of carbon electrodes and their enhancing mechanism of flow battery performance2A Machine Learning-Driven Modelling Framework for Predicting Redox Flow Battery Performance Using Pore Network Simulations1Optimization of porous electrode configuration for organic redox flow battery by machine learning based on back propagation neural network based on firefly4Recent advancements in membranes for vanadium redox flow batteries4Lewis acid-mediated hydrogen-bond networks boosting the conductivity and stability of membranes for flow batteries1Mechanism investigation and optimisation of redox-flow desalination of highly saline source waters1Balanced-state electrolytes overcome crossover in vanadium redox flow batteries5Aqueous organic redox flow battery: From molecular engineering to process intensification7Deep learning powered real-time state of charge monitoring for vanadium flow battery energy storage system0Vanadium flow batteries for long-duration energy storage: Experimental study and techno-economic analysis8Design and optimization of flow channel structures for CO2 electrolyzers based on neural network and genetic algorithm0Architecting catalytic negative electrodes for practical vanadium flow batteries: From preloading to in-situ construction3Atomically Dispersed Cu–N3 Sites in N-Doped Porous Carbon for Enhanced Vanadium Flow Battery Performance0Atomic Bi induced coordination and oxygen vacancies regulations for fast charge transfer and long-life vanadium redox flow batteries0Copper‐Regulated Electron‐Deficiency of Oxide‐Derived Bismuth Electrocatalysts for Enhanced V 2+ /V 3+ Redox Kinetics in Vanadium Redox Flow Batteries0Rich oxygen-containing functional groups enhance the redox kinetics of the TiO2+/Ti3+ couple in flow batteries0Toward high-performance vanadium-oxygen fuel cell: numerical modeling, polarization analysis, and bismuth-catalyzed anode optimization0Beyond surface modification: Active-site microenvironment engineering in porous carbon-based electrodes for vanadium redox flow batteries0Utility-scale non-lithium-ion battery energy storage systems: A comprehensive review, performance comparison, and path forward0Waste-asphalt-derived carbon interlayer enabling uniform CuS deposition for advanced ferricyanide/polysulfide flow batteries0Periodic gradient flow fields intensify mass transfer in vanadium redox flow batteries through enhanced under-rib convection0Scaling‐Up Vanadium Redox Flow Batteries: From Lab‐Scale Flow Cells to Application Stacks0

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  2. Thermodynamic properties and prediction of viscosity for ternary solution (VOSO4 + PAA + H2O) in vanadium flow battery

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  4. Tailoring the vanadium/proton ratio of electrolytes to boost efficiency and stability of vanadium flow batteries over a wide temperature range

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