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RESEARCH PAPER · Chinese Journal of Chemistry · 2026

Development of Machine Learning in Organic Photovoltaic Cells †

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Development of Machine Learning in Organic Photovoltaic Cells †OriginalBridging efficiency and stability in organic solar cells: architectural design, degradation insights, and emerging mitigation strategies0Decoding non-fullerene acceptors for organic solar cells: a theoretical structure–property–performance perspective1Co‐adsorbed Self‐assembled Monolayer Enables Efficient and Stable Organic Solar Cells1Fully Non‐Fused Organic Photovoltaic Systems Based on a Pyrazine‐Functionalized Polymer Donor1Tailoring Crystalline Self‐Assembled Monolayers via Skeletal Isomerization for Exceptional Efficiency and Reproducibility in Organic Solar Cells0Model‐Based Bayesian Optimization for Organic Photovoltaics: Combining Bayesian Optimization With Physical Domain Knowledge0Interpretable and Leakage‐Controlled Fingerprint Prediction of Organic Solar‐Cell Donor–Acceptor Pair Efficiency With Structure‐Resolved Interpretation and Fingerprint‐Only Data Integration0Chlorinated Nonfullerene Acceptor Stabilizes Compact Solution Networks for Organic Photovoltaics and Photodetectors †1

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  1. Bridging efficiency and stability in organic solar cells: architectural design, degradation insights, and emerging mitigation strategies

    RSC Advances · 2026-01-01

    Muhammad Irfan, Akash Akash, Nimra Sultan, Muhammad Ramzan Saeed Ashraf Janjua

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  2. Decoding non-fullerene acceptors for organic solar cells: a theoretical structure–property–performance perspective

    RSC Advances · 2026-01-01

    Habib Ul Murtaza, Nimra Sultan, Muhammad Ramzan Saeed Ashraf Janjua

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  3. Co‐adsorbed Self‐assembled Monolayer Enables Efficient and Stable Organic Solar Cells

    Chinese Journal of Chemistry · 2026-05-21

    邵振新, Pengfei Ding, Changming Han, Huixia Xu, Z H Wang, Daobin Yang, Ziyi Ge

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  4. Fully Non‐Fused Organic Photovoltaic Systems Based on a Pyrazine‐Functionalized Polymer Donor

    Chinese Journal of Chemistry · 2026-06-23

    Enhui Zhai, Huixue Li, Junzhen Ren, Jiangbo Dai, Zhihao Chen, Jianqiu Wang, Shuohan Cheng, Wenye Xu, Shaoqing Zhang

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  5. Tailoring Crystalline Self‐Assembled Monolayers via Skeletal Isomerization for Exceptional Efficiency and Reproducibility in Organic Solar Cells

    Chinese Journal of Chemistry · 2026-07-07

    Yaqi Pei, Jiawei Deng, Hansheng Chen, Jiaping Xie, Xiaozhong Shuai, Jie Zhou, Hyeng Hui Kim, Han Young Woo, Feiyan Wu, Jiabin Liu, Chen Xie, Lie Chen

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  6. Model‐Based Bayesian Optimization for Organic Photovoltaics: Combining Bayesian Optimization With Physical Domain Knowledge

    Advanced Energy Materials · 2026-07-08

    Leonard Christen, Thomas Kirchartz

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  7. Interpretable and Leakage‐Controlled Fingerprint Prediction of Organic Solar‐Cell Donor–Acceptor Pair Efficiency With Structure‐Resolved Interpretation and Fingerprint‐Only Data Integration

    Advanced Theory and Simulations · 2026-09-01

    Zhongyu Zhang, Bao Zhou, Jinxiao Li, Zaixin Xie, Zhuoqi Duan, Yongmao Hu

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  8. Chlorinated Nonfullerene Acceptor Stabilizes Compact Solution Networks for Organic Photovoltaics and Photodetectors †

    Chinese Journal of Chemistry · 2026-09-25

    Bei Li, Mengyuan Gao, Long Ye

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