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RESEARCH PAPER · Laser & Photonics Review · 2023

Advanced Design of a III‐Nitride Light‐Emitting Diode via Machine Learning

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11 direct citing papers in this saved network. Explore the next layer with second-order citations.

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Advanced Design of a III‐Nitride Light‐Emitting Diode via Machine LearningOriginalApplying Gallium Oxide Interlayer to Approach the Quantum Limit of Specific Contact Resistivity of Ti/N+-Gan Ohmic Contact0Design Optimization of an Enhanced-Mode GaN HEMT with Hybrid Back Barrier and Breakdown Voltage Prediction Based on Neural Networks9Impact of Mg-Doped AlGaN Electron Blocking Layer on Micro-LEDs: A Comparative Analysis of Carrier Transport Versus Chip Size and Current Density2A study on device physics of deep ultraviolet light emitting diodes leveraging machine learning7Achieving Ultralow Specific Contact Resistivity in Ti/n+-GaN Ohmic Contacts by Mitigating the FLP Effect with a Gallium Oxide Interlayer7Inverse design of GaN HEMT heterostructures via deep learning with enhanced auto-encoder framework2Machine learning-guided discovery of stable low-work-function perovskite oxides for advanced catalysis and energy technologies3Application-specific micro-LED design based on transfer learning0Period arraying Al-nanometal enhanced photoresponsivity of β -Ga 2 O 3 -based solar-blind deep UV photodetectors via localized surface plasmon resonance1Data Augmentation via Auxiliary Classifier GAN for Enhanced Modeling of Gallium Nitride HEMT Devices3Bayesian neural network-optimized single-mode sapphire ring Bragg grating for extreme high-temperature sensing0

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  1. Applying Gallium Oxide Interlayer to Approach the Quantum Limit of Specific Contact Resistivity of Ti/N+-Gan Ohmic Contact

    SSRN Electronic Journal · 2024-01-01

    Shujie Xie, Jiaheng He, Xuankun Wu, Zhe Cheng, Lian Zhang, Changxin Mi, Qiao Yun Xie, Yun Zhang

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  2. Design Optimization of an Enhanced-Mode GaN HEMT with Hybrid Back Barrier and Breakdown Voltage Prediction Based on Neural Networks

    Electronics · 2024-07-25

    Kuiyuan Tian, Jinwei Hu, Jiangfeng Du, Qi Yu

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  3. Impact of Mg-Doped AlGaN Electron Blocking Layer on Micro-LEDs: A Comparative Analysis of Carrier Transport Versus Chip Size and Current Density

    IEEE Transactions on Electron Devices · 2024-12-09

    Ying Jiang, Zhuoying Jiang, Mengyue Mo, Kai Huang, Zhaoxia Bi, Cheng Li, Jinchai Li, Kang Jun-yong, Rong Zhang

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  4. A study on device physics of deep ultraviolet light emitting diodes leveraging machine learning

    Journal of Materials Chemistry C · 2025-01-01

    Na Lin, Zhiqiang Liu, Zhuoying Jiang, Ying Jiang, Shanshan Zhao, Jinjian Yan, Sijie Jiang, Yikai Yun, Wenjie Wei, Shaoqun Li, Ziang Wan, Jianfeng Du, Jinchai Li, Tao Tao, Kai Feng Huang, Lin Li, Mengyu Chen, Cheng Li, Rong Zhang

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  5. Achieving Ultralow Specific Contact Resistivity in Ti/n+-GaN Ohmic Contacts by Mitigating the FLP Effect with a Gallium Oxide Interlayer

    ACS Applied Electronic Materials · 2025-03-25

    Shujie Xie, Jiaheng He, Xuankun Wu, Zhe Cheng, Lian Zhang, Changxin Mi, Qiao Yun Xie, Yun Zhang

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  6. Inverse design of GaN HEMT heterostructures via deep learning with enhanced auto-encoder framework

    Materials Today Communications · 2025-05-04

    Shu Wei, Meilan Hao, Lina Yu, Weijun Li, Linjun Sun, Min Wu, Yan Pang, Jufeng Han

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  7. Machine learning-guided discovery of stable low-work-function perovskite oxides for advanced catalysis and energy technologies

    Journal of Advanced Ceramics · 2025-08-24

    Lili Liang, Yujie Yang, Yutong Gong, Zhiqi Wang, Ke Li, Jianan Su, Jinming Wang, Junjie Wang

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  8. Application-specific micro-LED design based on transfer learning

    Journal of Materials Chemistry C · 2026-01-01

    Ying Jiang, Zhuoying Jiang, Na Lin, Mengyue Mo, Penggang Li, Lin Li, Cheng Li, Kai Huang, Jinchai Li, Mengyu Chen, Zhe Zhuang, Tao Tao, Bin Liu, Junyong Kang, Rong Zhang

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  9. Period arraying Al-nanometal enhanced photoresponsivity of β -Ga 2 O 3 -based solar-blind deep UV photodetectors via localized surface plasmon resonance

    Japanese Journal of Applied Physics · 2026-02-10

    Dongyu Song, Rongpeng Fu, Shihao Fu, Yuefei Wang, Bingsheng Li, Aidong Shen, Yichun Liu

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  10. Data Augmentation via Auxiliary Classifier GAN for Enhanced Modeling of Gallium Nitride HEMT Devices

    Electronics · 2026-03-04

    Yifei Liu, Yihan Qian, Yefeng Hu, Ye Wu

    Read original paper ↗ ·
  11. Bayesian neural network-optimized single-mode sapphire ring Bragg grating for extreme high-temperature sensing

    Optica · 2026-07-17

    Chao He, Jiaming Wu, Xuewen Shu

    Read original paper ↗ ·