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RESEARCH PAPER · Advanced Science · 2023

Machine Learning Driven Channel Thickness Optimization in Dual‐Layer Oxide Thin‐Film Transistors for Advanced Electrical Performance

Jiho Lee, Jae‐Hak Lee, Chan Young Lee, Haeyeon Lee, Minho Jin, Jiyeon Kim, Jong Chan Shin, Eungkyu Lee, Youn Sang Kim

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

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Machine Learning Driven Channel Thickness Optimization in Dual‐Layer Oxide Thin‐Film Transistors for Advanced Electrical PerformanceOriginalA review on machine learning-guided design of energy materials19Machine Learning Strategy for Optimizing Multiple Electrical Characteristics in Dual-Layer Oxide Thin Film Transistors6Predictive modeling of electrochromic performance in ammonium metatungstate solutions using machine learning algorithms5Simultaneous Improvement of Multiple Electrical Characteristics in Ultrathin a-IGZO TFTs Using Machine Learning Optimization4AI-Enabled Compact and Efficient Dynamic Light Scattering System for Precise Microparticle Sizing4Machine Learning-Driven Ink Concentration Optimization in Solution-Processed Organic Light-Emitting Diodes for Enhanced Current Efficiency3Deep learning-based prediction of magnetic properties in electrodeposited Co–Ni alloy thin films0Achieving High-Crystallinity YSZ Thin-Films on Si Using Explainable AI and Bayesian Optimization in Resource-Constrained Settings0Advances in electrochemical sensing and catalysis: bridging fundamentals and applications3Review of Oxide Semiconductors and Their Applications in Logic, DRAM, and Monolithic 3D Integration8Overcoming Boltzmann’s Tyranny in All-Metal-Oxide Negative Capacitance Field-Effect Transistor0Particle-Swarm-Optimization-Based Parameter Extraction for Drain Current Analytical Model of Amorphous Metal Oxide Thin-Film Transistors0Machine Learning-Enabled In Situ Diagnostics for Intelligent Plasma-Based Semiconductor Manufacturing: A Review0Human‐Guided Bayesian Optimization Enables High‐Throughput Laser Annealing of Mesoporous SiO x Anodes for Lithium‐Ion Batteries0Interfacial Phenomena Determining Conductance Modulation in Electrolyte‐Gated Transistors: Roles of Alkali Ion Solvation and Ion–Fluorinated Self‐Assembled Monolayer Interactions0

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15 direct citing papers saved.

  1. A review on machine learning-guided design of energy materials

    Progress in Energy · 2024-08-21

    Seongmin Kim, Jiaxin Xu, Wenjie Shang, Zhihao Xu, Eungkyu Lee, Tengfei Luo

    Read original paper ↗ ·

  2. Machine Learning Strategy for Optimizing Multiple Electrical Characteristics in Dual-Layer Oxide Thin Film Transistors

    ACS Applied Materials & Interfaces · 2024-12-23

    Wonho You, Jiho Lee, Chan Young Lee, Minho Jin, Haeyeon Lee, Jiyeon Kim, Jong Chan Shin, Hyunkyu Yang, Eungkyu Lee, Youn Sang Kim

    Read original paper ↗ ·

  3. Predictive modeling of electrochromic performance in ammonium metatungstate solutions using machine learning algorithms

    AIP Advances · 2025-02-01

    Bocheng Jiang, Honglong Ning, Muyun Li, Rihui Yao, Chenxiao Guo, Yucheng Huang, Zijie Guo, Dongxiang Luo, Dong Yuan, Junbiao Peng

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  4. Simultaneous Improvement of Multiple Electrical Characteristics in Ultrathin a-IGZO TFTs Using Machine Learning Optimization

    ACS Applied Materials & Interfaces · 2025-02-11

    Hyunkyu Yang, Jiho Lee, Chaeyoung Park, Chan Young Lee, Minho Jin, Jiyeon Kim, Jong Chan Shin, Suhwan Hwang, Eungkyu Lee, Youn Sang Kim

    Read original paper ↗ ·

  5. AI-Enabled Compact and Efficient Dynamic Light Scattering System for Precise Microparticle Sizing

    Applied Sciences · 2025-02-12

    Yongxin Zhang, Shijie Fu, Qian Zhang, Xinyi Chen, Jiyu Feng, Jin Cui, Bin Ai

    Read original paper ↗ ·

  6. Machine Learning-Driven Ink Concentration Optimization in Solution-Processed Organic Light-Emitting Diodes for Enhanced Current Efficiency

    ACS Applied Electronic Materials · 2025-03-27

    Ji Soo Kim, Soon-Hyung Kwon, Youn Sang Kim

    Read original paper ↗ ·

  7. Deep learning-based prediction of magnetic properties in electrodeposited Co–Ni alloy thin films

    Journal of Materials Science · 2025-09-18

    Hasan Güler, Rasim Özdemir, Adem Coşkun

    Read original paper ↗ ·

  8. Achieving High-Crystallinity YSZ Thin-Films on Si Using Explainable AI and Bayesian Optimization in Resource-Constrained Settings

    Crystal Growth & Design · 2025-10-18

    Gwangcheol Ji, Jae-Hyun Seo, Suji Im, Byeongcheol Choe, Myeongjun Kang, Hyoungjeen Jeen, Sungkyun Park, Junegak Joung, Jong Mok Ok

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  9. Advances in electrochemical sensing and catalysis: bridging fundamentals and applications

    Royal Society of Chemistry eBooks · 2025-12-15

    Prashanth Shivappa Adarakatti, Craig Edward Banks

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  10. Review of Oxide Semiconductors and Their Applications in Logic, DRAM, and Monolithic 3D Integration

    ACS Applied Electronic Materials · 2026-01-30

    Kexin Wang, Jianshi Tang, Bin Gao, He Qian, Huaqiang Wu

    Read original paper ↗ ·

  11. Overcoming Boltzmann’s Tyranny in All-Metal-Oxide Negative Capacitance Field-Effect Transistor

    ACS Nano · 2026-05-19

    Chan Lee, Suhwan Hwang, Jong Chan Shin, Jiho Lee, Jun Ah Jeon, Min Ho Jekal, Youn Sang Kim

    Read original paper ↗ ·

  12. Particle-Swarm-Optimization-Based Parameter Extraction for Drain Current Analytical Model of Amorphous Metal Oxide Thin-Film Transistors

    IEEE Transactions on Electron Devices · 2026-06-01

    Fei Yu, Kun Fang, Tiankuo Wei, Erkun Ke, Gongyi Huang, Shuting Cai, Chuanzhong Xu

    Read original paper ↗ ·

  13. Machine Learning-Enabled In Situ Diagnostics for Intelligent Plasma-Based Semiconductor Manufacturing: A Review

    ACS Applied Materials & Interfaces · 2026-06-24

    Minji Kang, Seongho Kim, Eunseo Go, Sooji Byun, Donghyun Cho, Taeho Kim, Hongjae Kang, Jinhyoung Lee, Minkyung Ko, Nari Jeon, Min Sup Choi, Hyeong‐U Kim

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  14. Human‐Guided Bayesian Optimization Enables High‐Throughput Laser Annealing of Mesoporous SiO x Anodes for Lithium‐Ion Batteries

    Advanced Science · 2026-07-17

    Chaeyoung Park, Yeongje Lee, Sunho Jeong, Eungkyu Lee

    Read original paper ↗ ·

  15. Interfacial Phenomena Determining Conductance Modulation in Electrolyte‐Gated Transistors: Roles of Alkali Ion Solvation and Ion–Fluorinated Self‐Assembled Monolayer Interactions

    Small · 2026-09-29

    Yeonseo Kim, Yeonseo Kim, Haeyeon Lee, Chan Lee, Jiyeon Kim, Jiho Lee, Jun Ah Jeon, Suhwan Hwang, Jong Chan Shin, Ji‐Yun Moon, Minho Jin, Youn Sang Kim, Youn Sang Kim

    Read original paper ↗ ·
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