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RESEARCH PAPER · Advanced Science · 2021

Machine Learning Guided Design of Single–Phase Hybrid Lead Halide White Phosphors

Hailong Yuan, Luyuan Qi, Michaël Paris, Fei Chen, Qiang Shen, E. Faulques, Florian Massuyeau, Romain Gautier

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Machine Learning Guided Design of Single–Phase Hybrid Lead Halide White PhosphorsOriginal(C 7 H 11 N 2 ) 2 MBr 4 (M=Cu, Zn): X‐Ray Sensitive 0D Hybrid Metal Halides with Tunable Broadband Emission28A mini review of machine learning in inorganic phosphors10Templating effect of trans -2,5-dimethylpiperazine (TDMP) on the structural dimensionality of hybrid metal halides6Thermally Activated Charge Transfer in Dual-Emission Mn 2+ -Alloyed Perovskite Quantum Wells for Luminescent Thermometers40White‐Light Emission and Circularly Polarized Luminescence from a Chiral Copper(I) Coordination Polymer through Symmetry‐Breaking Crystallization13White‐Light Emission and Circularly Polarized Luminescence from a Chiral Copper(I) Coordination Polymer through Symmetry‐Breaking Crystallization77Perovskite or Not Perovskite? A Deep‐Learning Approach to Automatically Identify New Hybrid Perovskites from X‐ray Diffraction Patterns51Improving white light emission and quantum yield of Ce@Eu co‐doped silicate glass by reducing Eu 3+ to Eu 2+ with Si 3 N 46Tunable Bright White Light Emission with Ultra‐High Color Rendering Index Induced by Trigonal Bipyramid Unit26Machine Learning-Directed Predictive Models: Deciphering Complex Energy Transfer in Mn-Doped CsPb(Cl 1– y Br y ) 3 Perovskite Nanocrystals21Structurally stable Mn4+-doped oxide phosphor with improved thermal stability for agricultural lighting22Achieving Tunable Cold/Warm White-Light Emission in a Single Perovskite Material with Near-Unity Photoluminescence Quantum Yield56Enhancement of photoluminescence properties in Na+ doped K2BaPO4F:Sm3+ phosphors13A core–shell model of polymetallic hybrid metal halides5Use Cases and Future Aspects of Intelligent Techniques in Microbial Data Analysis25Effect of Mn 2+ Doping on the Photoluminescence of Hybrid One-Dimensional Lead Halide Post-Perovskites22Tailoring Super‐Performed Chemo‐Sensor via Simulation‐Modeling and MEMS‐Screening4Recent advances of carbon dots for the detection and removal of water contaminants8Machine learning analysis and discovery of novel blue-cyan-emitting Na18Ca13Mg5(PO4)18:Eu2+ phosphor3A Stacking Ensemble Model for Improving the Prediction Performance of Luminescent Color of Phosphor1Nature and Role of Structural Disorder in Low-Dimensional Hybrid Post-perovskite Phosphors0A compositional feature-driven prediction model for the emission wavelength of Eu 2+ -doped whitlockite-type phosphors coupled with a material design framework0Machine Learning‐Triggered Auto‐Discovery and Promotion of Luminescent Materials: From Predictive Modeling to Autonomous Laboratories0From Phosphor Ceramics to Intelligent Light‐Conversion Materials: High‐Flux Luminescence, Glassy Composite Interface, and Machine‐Learning‐Guided Design0

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24 direct citing papers saved.

  1. (C 7 H 11 N 2 ) 2 MBr 4 (M=Cu, Zn): X‐Ray Sensitive 0D Hybrid Metal Halides with Tunable Broadband Emission

    European Journal of Inorganic Chemistry · 2021-12-23

    Timothy M. McWhorter, Zheng Zhang, Tielyr D. Creason, Leonard M. Thomas, Mao‐Hua Du, Bayrammurad Saparov

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  2. A mini review of machine learning in inorganic phosphors

    Journal of Materials Informatics · 2022-01-01

    Lipeng Jiang, Xue Jiang, Guocai Lv, Yanjing Su

    Read original paper ↗ ·

  3. Templating effect of trans -2,5-dimethylpiperazine (TDMP) on the structural dimensionality of hybrid metal halides

    Dalton Transactions · 2022-01-01

    Romain Gautier, Michaël Paris, Florian Massuyeau

    Read original paper ↗ ·

  4. Thermally Activated Charge Transfer in Dual-Emission Mn 2+ -Alloyed Perovskite Quantum Wells for Luminescent Thermometers

    Chemistry of Materials · 2022-02-07

    Haihua Zhang, Jiannian Yao, Kai‐Ge Zhou, Yongan Andrew Yang, Hongbing Fu

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  5. White‐Light Emission and Circularly Polarized Luminescence from a Chiral Copper(I) Coordination Polymer through Symmetry‐Breaking Crystallization

    Angewandte Chemie · 2022-03-15

    Muxin Yu, Cai‐Ping Liu, Yunfang Zhao, Shengchang Li, Yunlong Yu, Jiangquan Lv, Lian Chen, Feilong Jiang, Maochun Hong

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  6. White‐Light Emission and Circularly Polarized Luminescence from a Chiral Copper(I) Coordination Polymer through Symmetry‐Breaking Crystallization

    Angewandte Chemie International Edition · 2022-03-15

    Muxin Yu, Cai‐Ping Liu, Yunfang Zhao, Shengchang Li, Yunlong Yu, Jiangquan Lv, Lian Chen, Feilong Jiang, Maochun Hong

    Read original paper ↗ ·

  7. Perovskite or Not Perovskite? A Deep‐Learning Approach to Automatically Identify New Hybrid Perovskites from X‐ray Diffraction Patterns

    Advanced Materials · 2022-08-13

    Florian Massuyeau, Thibault Broux, Florent Coulet, Aude Demessence, Adel Mesbah, Romain Gautier

    Read original paper ↗ ·

  8. Improving white light emission and quantum yield of Ce@Eu co‐doped silicate glass by reducing Eu 3+ to Eu 2+ with Si 3 N 4

    Journal of the American Ceramic Society · 2022-11-14

    Xiao Ma, Zhifeng Huang, Hailong Yuan, Yujuan Zhou, Meijuan Li, Fei Chen, Qiang Shen

    Read original paper ↗ ·

  9. Tunable Bright White Light Emission with Ultra‐High Color Rendering Index Induced by Trigonal Bipyramid Unit

    Advanced Optical Materials · 2022-12-01

    Jiawei Lin, Zhongnan Guo, Kunjie Liu, Niu Yi Sun, Jindong Cao, Xin Chen, Jing Wei Zhao, Quanlin Liu, Wenxia Yuan

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  10. Machine Learning-Directed Predictive Models: Deciphering Complex Energy Transfer in Mn-Doped CsPb(Cl 1– y Br y ) 3 Perovskite Nanocrystals

    Chemistry of Materials · 2023-06-13

    Hyejin Choe, Ho Jin, Seon Joo Lee, Junsang Cho

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  11. Structurally stable Mn4+-doped oxide phosphor with improved thermal stability for agricultural lighting

    Ceramics International · 2023-08-12

    Simin Gu, Mao Xia, Jing Wang, Chong‐Geng Ma, Zhi Zhou

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  12. Achieving Tunable Cold/Warm White-Light Emission in a Single Perovskite Material with Near-Unity Photoluminescence Quantum Yield

    Nano-Micro Letters · 2023-08-31

    Bo Zhou, Aixuan Du, Dong Ding, Zexiang Liu, Ye Wang, Haizhe Zhong, Henan Li, Hanlin Hu, Yumeng Shi

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  13. Enhancement of photoluminescence properties in Na+ doped K2BaPO4F:Sm3+ phosphors

    Ceramics International · 2023-12-02

    Zicheng Zhang, Weiguang Ran, Fukai Wang, Huixin Jiang, Tingjiang Yan

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  14. A core–shell model of polymetallic hybrid metal halides

    Chemical Communications · 2024-01-01

    Dongjie Tian, Jie Lin, Adel Mesbah, Jiajing Zhou, Mianji Yang, Romain Gautier, Xi Chen

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  15. Use Cases and Future Aspects of Intelligent Techniques in Microbial Data Analysis

    Microorganisms for sustainability · 2024-01-01

    Muhammad Naveed, Zaibun-Nisa Memon, Muhammad Abdullah, Syeda Izma Makhdoom, Arooj Azeem, Sarmad Mehmood, Maida Salahuddin, Zeerwah Rajpoot, Muhammad Majeed

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  16. Effect of Mn 2+ Doping on the Photoluminescence of Hybrid One-Dimensional Lead Halide Post-Perovskites

    ACS Applied Materials & Interfaces · 2024-06-11

    Faizan Ahmad, Mohamed Saber Lassoued, Weipeng Chen, Gaoyang Gou, Yan‐Zhen Zheng

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  17. Tailoring Super‐Performed Chemo‐Sensor via Simulation‐Modeling and MEMS‐Screening

    Advanced Science · 2025-01-07

    Wei Xu, Wei Xu, Wukun Zhang, Zhengqi Shen, Wenxing Xu, Wenxing Xu, Jianhao Zhao, Huizi Li, Qingguo He, Yanyan Fu, Jiangong Cheng

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  18. Recent advances of carbon dots for the detection and removal of water contaminants

    Materials Science in Semiconductor Processing · 2025-03-09

    Hui Li, Xicheng Li, Shuyan Wei, Changzheng Wang, Yang Zhang

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  19. Machine learning analysis and discovery of novel blue-cyan-emitting Na18Ca13Mg5(PO4)18:Eu2+ phosphor

    Journal of Luminescence · 2025-07-15

    Zhi-Chao Zhang, Jun Zhou, Jintai Wen, Fangnan Liang, Fang Zhang, Qianxiu Liu, Jifan Hu

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  20. A Stacking Ensemble Model for Improving the Prediction Performance of Luminescent Color of Phosphor

    ChemPhysChem · 2025-11-08

    Shufang Li, Tinglun Ao, Kunpeng Gao, Junqi Tang

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  21. Nature and Role of Structural Disorder in Low-Dimensional Hybrid Post-perovskite Phosphors

    Inorganic Chemistry · 2025-11-20

    Shunfa Gong, Antoine Blaise Kama, Ruirui Wu, Florian Massuyeau, Michaël Paris, Romain Gautier

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  22. A compositional feature-driven prediction model for the emission wavelength of Eu 2+ -doped whitlockite-type phosphors coupled with a material design framework

    New Journal of Chemistry · 2026-01-01

    Zhichao Zhang, Jun Zhou, Jinhui Wang, Guotao Chu, Xuerui You, Chunping Liang, Jifan Hu

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  23. Machine Learning‐Triggered Auto‐Discovery and Promotion of Luminescent Materials: From Predictive Modeling to Autonomous Laboratories

    Advanced Optical Materials · 2026-08-01

    Chao He, Shaoan Zhang, Zonglong Guo, Jialong Xu, Shengzhi Sun, Jianrong Qiu, Yang Li

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  24. From Phosphor Ceramics to Intelligent Light‐Conversion Materials: High‐Flux Luminescence, Glassy Composite Interface, and Machine‐Learning‐Guided Design

    Advanced Materials · 2026-09-30

    Lina Liu, Tao Pang, Lingwei Zeng, Daqin Chen

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