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RESEARCH PAPER · Energy Materials · 2022

Accelerating perovskite materials discovery and correlated energy applications through artificial intelligence

Jiechun Liang, Tingting Wu2, Ziwei Wang, Yunduo Yu, Linfeng Hu, Huamei Li, Xiaohong Zhang, Xi Zhu, Yu Zhao

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Accelerating perovskite materials discovery and correlated energy applications through artificial intelligenceOriginalLithium Battery Model and Its Application to Parallel Charging7Health State Estimation of On-Board Lithium-Ion Batteries Based on GMM-BID Model10Regulating the crystallization dynamics through hydrogen bonding for high efficiency tin halide perovskite solar cells9Modifications to the Scattering Layer of a Dye-Sensitized Solar Cell Photoanode With Bifunctional WO3 Hollow Spheres for Increased Electron Transfer and Scattering Effect7Chitosan Derivatives Modified with SnO2 for High-Efficiency Carbon-Based Perovskite Solar Cells11Recent Advancements in Applications of Graphene to Attain Next-Level Solar Cells25Artificial Intelligence Opportunities to Diagnose Degradation Modes for Safety Operation in Lithium Batteries8Using Reinforcement Learning to Solve a Dynamic Orienteering Problem with Random Rewards Affected by the Battery Status7Economic Analysis of a Redox Flow Batteries-Based Energy Storage System for Energy Savings in Factory Energy Management System5Exploring the correlation between the bandgap engineering and defect density toward high CTS solar cell efficiency21State of Charge Estimation of Lithium-Ion Batteries Based on Vector Forgetting Factor Recursive Least Square and Improved Adaptive Cubature Kalman Filter15Electrodeposited NiCoO2@CNTs fiber as efficient counter electrode in wire-shaped dye-sensitized solar cells6Review on Synthesis and Properties of Lithium Lanthanum Titanate19Electrolyzer and Fuel Cell Recycling for a Circular Hydrogen Economy61Figure-of-merit for assessment of semitransparent solar cells1Interfacial band bending and suppressing deep level defects via Eu-MOF-mediated cathode buffer layer in an MA-free inverted perovskite solar cell with high fill factor39Machine-learning-aided prediction and engineering of nitrogen-containing functional groups of biochar derived from biomass pyrolysis69Materials descriptors of machine learning to boost development of lithium-ion batteries32Simultaneous Band Alignment Modulation and Carrier Dynamics Optimization Enable Highest Efficiency in Cd‐Free Sb 2 Se 3 Solar Cells48The importance of precise and suitable descriptors in data‐driven approach to boost development of lithium batteries: A perspective12Robust carbon dots-wrapped NiCo flower-like nanostructures for enhanced triiodide reduction11Blade‐Coating (100)‐Oriented α‐FAPbI 3 Perovskite Films via Crystal Surface Energy Regulation for Efficient and Stable Inverted Perovskite Photovoltaics47Blade‐Coating (100)‐Oriented α‐FAPbI 3 Perovskite Films via Crystal Surface Energy Regulation for Efficient and Stable Inverted Perovskite Photovoltaics19A novel denoising autoencoder hybrid network for remaining useful life estimation of lithium‐ion batteries4Regulating Surface Metal Abundance via Lattice‐Matched Coordination for Versatile and Environmentally‐Viable Sn‐Pb Alloying Perovskite Solar Cells59Novel 2D heterostructure composites of V2C MXene/TiO2 and graphene/TiO2 for platinum replacement in dye-sensitized solar cells10Enhanced Second-Order RC Equivalent Circuit Model with Hybrid Offline–Online Parameter Identification for Accurate SoC Estimation in Electric Vehicles under Varying Temperature Conditions18First principles investigations of chalcogenides perovskites for optoelectronic applications15Heterogeneous Nucleation Regulation Amends Unfavorable Crystallization Orientation and Defect Features of Antimony Selenosulfide Film for High‐Efficient Planar Solar Cells4Heterogeneous Nucleation Regulation Amends Unfavorable Crystallization Orientation and Defect Features of Antimony Selenosulfide Film for High‐Efficient Planar Solar Cells29Chemical Synergic Stabilization of High Br‐Content Mixed‐Halide Wide‐Bandgap Perovskites for Durable Multi‐Terminal Tandem Solar Cells with Minimized Pb Leakage54Chemical Synergic Stabilization of High Br‐Content Mixed‐Halide Wide‐Bandgap Perovskites for Durable Multi‐Terminal Tandem Solar Cells with Minimized Pb Leakage10Energy Band Alignment and Defect Synergistic Regulation Enable Air‐Solution‐Processed Kesterite Solar Cells With the Lowest VOC Deficit71A comprehensive review of machine learning applications in perovskite solar cells: Materials discovery, device performance, process optimization and systems integration41Halogen Radical‐Activated Perovskite‐Substrate Buried Heterointerface for Achieving Hole Transport Layer‐Free Tin‐Based Solar Cells with Efficiencies Surpassing 14 %4Halogen Radical‐Activated Perovskite‐Substrate Buried Heterointerface for Achieving Hole Transport Layer‐Free Tin‐Based Solar Cells with Efficiencies Surpassing 14 %15Perovskite in Triboelectric Nanogenerator and the Hybrid Energy Collection System16Enhancing perovskite solar cell efficiency and stability: a multimodal prediction approach integrating microstructure, composition, and processing technology10Simultaneously optimizing the heterojunction band alignment and passivating the absorber grain boundaries for kesterite solar cells with 14.26% efficiency3Sustainable Perovskite Multiferroic Materials for Spintronics Applications0Molecular Design of Bipolar Redox-Active Molecules with Extended p–n Fusion for Symmetric Redox Flow Batteries2PO43− Tetrahedron Assisted Chelate Engineering for 10.67%‐Efficient Antimony Selenosulfide Solar Cells75Improved Conductivity of 2D Perovskite Capping Layer for Realizing High-Performance 3D/2D Heterostructured Hole Transport Layer-Free Perovskite Photovoltaics27AB-initio study of electronic, elastic, and optical properties of double antiperovskite, L i 6 A g B i X 2 (X = Cl, Br, I)4Investigating structural, dielectric, and ferroelectric properties of CaTiO3 nano-ceramics3Accelerating the discovery of direct bandgap perovskites for solar energy via machine learning6Interfacial energy-level engineering with bilayer hole transport layers for suppressing phase separation in mixed-halide perovskites0State of Charge Estimation Techniques for Lithium‐Ion Batteries: A Review8From Data‐Driven to Intelligence‐Driven: Innovating Research Paradigms of Perovskite Solar Cells4High-performance perovskite tandem architectures: Materials innovation, device engineering, and industrial prospects2Lattice constant prediction of ABX3 and A2BB′X6 perovskites using autoregressive type 3 fuzzy model optimized by extended Kalman filter3Artificial intelligence-assisted biomaterials synthesis1Mechanism study on machine learning–based process optimization and ethanol-induced performance enhancement of Fe(Se,Te) memristors1Applications of Perovskite Materials in Energy Storage and Efficiency Systems3Machine-learning-aided predicting and engineering of hydrochar nitrogen-containing functional groups1Advances and prospects of lead-free metal halide perovskites for solar hydrogen fuel generation2Patternable Stimuli‐Responsive Perovskite Fiber Membranes for Underwater Anti‐Counterfeiting and Information Encryption7Machine learning applications in the design, optimization, and manufacturing of perovskite solar cells3Advanced Charge‐Transport Layers and Interface Engineering for High‐Efficiency and Stable Perovskite–Silicon Tandem Solar Cells0Prediction of lignocellulosic pretreatment performance using deep eutectic solvents based on IWOA-Stacking0Benchmarking model-based design of experiment approaches with a pharmaceutical crystallisation emulator0

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  2. Health State Estimation of On-Board Lithium-Ion Batteries Based on GMM-BID Model

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  3. Regulating the crystallization dynamics through hydrogen bonding for high efficiency tin halide perovskite solar cells

    Chemical Communications · 2023-01-01

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  4. Modifications to the Scattering Layer of a Dye-Sensitized Solar Cell Photoanode With Bifunctional WO3 Hollow Spheres for Increased Electron Transfer and Scattering Effect

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  5. Chitosan Derivatives Modified with SnO2 for High-Efficiency Carbon-Based Perovskite Solar Cells

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  6. Recent Advancements in Applications of Graphene to Attain Next-Level Solar Cells

    C – Journal of Carbon Research · 2023-07-19

    Sonal Santosh Bagade, Shashidhar Patel, Manzar M. Malik, Piyush Kumar Patel

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  7. Artificial Intelligence Opportunities to Diagnose Degradation Modes for Safety Operation in Lithium Batteries

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  8. Using Reinforcement Learning to Solve a Dynamic Orienteering Problem with Random Rewards Affected by the Battery Status

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  9. Economic Analysis of a Redox Flow Batteries-Based Energy Storage System for Energy Savings in Factory Energy Management System

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  10. Exploring the correlation between the bandgap engineering and defect density toward high CTS solar cell efficiency

    Materials Today Communications · 2023-08-22

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  11. State of Charge Estimation of Lithium-Ion Batteries Based on Vector Forgetting Factor Recursive Least Square and Improved Adaptive Cubature Kalman Filter

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  12. Electrodeposited NiCoO2@CNTs fiber as efficient counter electrode in wire-shaped dye-sensitized solar cells

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  13. Review on Synthesis and Properties of Lithium Lanthanum Titanate

    Materials · 2023-11-08

    Alexandru Okos, Cristina Florentina Ciobota, Adrian Mihail Motoc, Radu Robert Piticescu

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  14. Electrolyzer and Fuel Cell Recycling for a Circular Hydrogen Economy

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  15. Figure-of-merit for assessment of semitransparent solar cells

    Journal of Photonics for Energy · 2023-12-28

    Arun Kumar, Sonia Rani, Dhriti Sundar Ghosh

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  16. Interfacial band bending and suppressing deep level defects via Eu-MOF-mediated cathode buffer layer in an MA-free inverted perovskite solar cell with high fill factor

    Energy & Environmental Science · 2024-01-01

    Tahir Imran, Hafiz Sartaj Aziz, Tayyaba Iftikhar, Munir Ahmad, Haibing Xie, Zhenghua Su, Peiguang Yan, Zonghao Liu, Guangxing Liang, Wei Chen, Shuo Chen

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  17. Machine-learning-aided prediction and engineering of nitrogen-containing functional groups of biochar derived from biomass pyrolysis

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  18. Materials descriptors of machine learning to boost development of lithium-ion batteries

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  19. Simultaneous Band Alignment Modulation and Carrier Dynamics Optimization Enable Highest Efficiency in Cd‐Free Sb 2 Se 3 Solar Cells

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  20. The importance of precise and suitable descriptors in data‐driven approach to boost development of lithium batteries: A perspective

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  21. Robust carbon dots-wrapped NiCo flower-like nanostructures for enhanced triiodide reduction

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  22. Blade‐Coating (100)‐Oriented α‐FAPbI 3 Perovskite Films via Crystal Surface Energy Regulation for Efficient and Stable Inverted Perovskite Photovoltaics

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  23. Blade‐Coating (100)‐Oriented α‐FAPbI 3 Perovskite Films via Crystal Surface Energy Regulation for Efficient and Stable Inverted Perovskite Photovoltaics

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  24. A novel denoising autoencoder hybrid network for remaining useful life estimation of lithium‐ion batteries

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  25. Regulating Surface Metal Abundance via Lattice‐Matched Coordination for Versatile and Environmentally‐Viable Sn‐Pb Alloying Perovskite Solar Cells

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  29. Heterogeneous Nucleation Regulation Amends Unfavorable Crystallization Orientation and Defect Features of Antimony Selenosulfide Film for High‐Efficient Planar Solar Cells

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  30. Heterogeneous Nucleation Regulation Amends Unfavorable Crystallization Orientation and Defect Features of Antimony Selenosulfide Film for High‐Efficient Planar Solar Cells

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  31. Chemical Synergic Stabilization of High Br‐Content Mixed‐Halide Wide‐Bandgap Perovskites for Durable Multi‐Terminal Tandem Solar Cells with Minimized Pb Leakage

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  32. Chemical Synergic Stabilization of High Br‐Content Mixed‐Halide Wide‐Bandgap Perovskites for Durable Multi‐Terminal Tandem Solar Cells with Minimized Pb Leakage

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  33. Energy Band Alignment and Defect Synergistic Regulation Enable Air‐Solution‐Processed Kesterite Solar Cells With the Lowest VOC Deficit

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  34. A comprehensive review of machine learning applications in perovskite solar cells: Materials discovery, device performance, process optimization and systems integration

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  35. Halogen Radical‐Activated Perovskite‐Substrate Buried Heterointerface for Achieving Hole Transport Layer‐Free Tin‐Based Solar Cells with Efficiencies Surpassing 14 %

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  36. Halogen Radical‐Activated Perovskite‐Substrate Buried Heterointerface for Achieving Hole Transport Layer‐Free Tin‐Based Solar Cells with Efficiencies Surpassing 14 %

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  37. Perovskite in Triboelectric Nanogenerator and the Hybrid Energy Collection System

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  38. Enhancing perovskite solar cell efficiency and stability: a multimodal prediction approach integrating microstructure, composition, and processing technology

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  39. Simultaneously optimizing the heterojunction band alignment and passivating the absorber grain boundaries for kesterite solar cells with 14.26% efficiency

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  40. Sustainable Perovskite Multiferroic Materials for Spintronics Applications

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  42. PO43− Tetrahedron Assisted Chelate Engineering for 10.67%‐Efficient Antimony Selenosulfide Solar Cells

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  43. Improved Conductivity of 2D Perovskite Capping Layer for Realizing High-Performance 3D/2D Heterostructured Hole Transport Layer-Free Perovskite Photovoltaics

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  44. AB-initio study of electronic, elastic, and optical properties of double antiperovskite, L i 6 A g B i X 2 (X = Cl, Br, I)

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  45. Investigating structural, dielectric, and ferroelectric properties of CaTiO3 nano-ceramics

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  46. Accelerating the discovery of direct bandgap perovskites for solar energy via machine learning

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  47. Interfacial energy-level engineering with bilayer hole transport layers for suppressing phase separation in mixed-halide perovskites

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  48. State of Charge Estimation Techniques for Lithium‐Ion Batteries: A Review

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  49. From Data‐Driven to Intelligence‐Driven: Innovating Research Paradigms of Perovskite Solar Cells

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  50. High-performance perovskite tandem architectures: Materials innovation, device engineering, and industrial prospects

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