研究者詳細

顔写真

ジヤン デイ
Zhang Di
Zhang Di
所属
高等研究機構材料科学高等研究所 数学連携グループ
職名
助教
学位
  • Ph.D.(Shanghai Jiao Tong University)

e-Rad 研究者番号
50998523

経歴 3

  • 2024年1月 ~ 継続中
    東北大学 材料科学高等研究所 特任助教

  • 2022年9月 ~ 2023年12月
    東北大学 材料科学高等研究所 訪問研究員

  • 2021年6月 ~ 2022年9月
    上海交通大学 機械工学部 ポスドク

学歴 2

  • 上海交通大学 機械工学部 PH. D.

    2015年9月 ~ 2021年6月

  • 大連理工大学 機械工学部 学士号

    2011年9月 ~ 2015年6月

委員歴 1

  • 会員 中国化学会

    2024年3月 ~ 2028年3月

研究キーワード 1

  • 触媒と材料理論,データ駆動型機械学習,計算材料科学

研究分野 5

  • 自然科学一般 / 応用数学、統計数学 /

  • ものづくり技術(機械・電気電子・化学工学) / 触媒プロセス、資源化学プロセス /

  • ナノテク・材料 / エネルギー化学 /

  • エネルギー / 地球資源工学、エネルギー学 /

  • 自然科学一般 / 生物物理、化学物理、ソフトマターの物理 /

受賞 6

  1. 2024年 新興研究者

    2024年 英国王立化学会 酸素電極触媒のための単一原子M-N-C触媒におけるゼロ電荷と溶媒和効果の可能性

  2. 優秀博士論文銀賞

    2023年 台湾、HIWIN株式会社 燃料電池用金属電極板上へのナノ結晶炭素コーティングの分子シミュレーションとプロセス制御

  3. 最優秀ポスター賞

    2023年 東北大学 持続可能な未来のためのデータ駆動型・理論誘導型電極触媒設計

  4. 優秀博士号取得者基金

    2021年 上海交通大学

  5. 革新的な人材のための国家博士研究員プログラム

    2021年 中国博士研究員科学基金会

  6. 全国博士課程学生奨学金

    2019年 中国教育部

︎全件表示 ︎最初の5件までを表示

論文 54

  1. Unraveling the pH-Dependent Oxygen Reduction Performance on Single-Atom Catalysts: From Single- to Dual-Sabatier Optima

    Di Zhang, Zhuyu Wang, Fangzhou Liu, Peiyun Yi, Linfa Peng, Yuan Chen, Li Wei, Hao Li

    Journal of the American Chemical Society 146 (5) 3210-3219 2024年1月12日

    出版者・発行元: American Chemical Society (ACS)

    DOI: 10.1021/jacs.3c11246  

    ISSN:0002-7863

    eISSN:1520-5126

  2. Active machine learning model for the dynamic simulation and growth mechanisms of carbon on metal surface

    Zhang, D., Yi, P., Lai, X., Peng, L., Li, H.

    Nature Communications 15 (1) 2024年1月6日

    DOI: 10.1038/s41467-023-44525-z  

    ISSN:2041-1723

  3. The potential of zero charge and solvation effects on single-atom M-N-C catalysts for oxygen electrocatalysis

    Zhang, D., Li, H.

    Journal of Materials Chemistry A 12 (23) 2024年

    DOI: 10.1039/d4ta02285h  

    ISSN:2050-7488 2050-7496

  4. Benchmarking pH-field coupled microkinetic modeling against oxygen reduction in large-scale Fe-azaphthalocyanine catalysts

    Zhang, D., Hirai, Y., Nakamura, K., Ito, K., Matsuo, Y., Ishibashi, K., Hashimoto, Y., Yabu, H., Li, H.

    Chemical Science 15 (14) 2024年

    DOI: 10.1039/d4sc00473f  

    ISSN:2041-6520 2041-6539

  5. Cation‐Deficient Perovskites Greatly Enhance the Electrocatalytic Activity for Oxygen Reduction Reaction

    Qun Li, Di Zhang, Jiabin Wu, Simin Dai, Heng Liu, Min Lu, Renwen Cui, Wenxi Liang, Dingsheng Wang, Pinxian Xi, Meilin Liu, Hao Li, Liang Huang

    Advanced Materials 36 (7) 2023年12月7日

    出版者・発行元: Wiley

    DOI: 10.1002/adma.202309266  

    ISSN:0935-9648

    eISSN:1521-4095

    詳細を見る 詳細を閉じる

    Abstract Many perovskite oxides (ABO3) are considered the most promising alternatives to noble metal catalysts for oxygen reduction reaction (ORR) due to their high intrinsic activities. However, their electrocatalytic performance is often limited by poor electrical conductivity and low specific surface area. Here an electrochemically induced calcium‐leaching process is reported to greatly increase the electrochemical surface area (ECSA) of La0.6Ca0.4MnO3 (LCMO64). The ECSA of the activated, Ca‐deficient LCMO64 is ≈33.84% higher than that of the unactivated materials, demonstrating superior electrocatalytic ORR performance to the benchmark commercial Pt/C catalyst in an alkaline solution. Theoretical analysis coupled with electrochemical surface state probing and pH‐dependent microkinetic modeling suggests that this catalyst with the identified most favorable state under ORR operating conditions reaches the Sabatier optimum of alkaline ORR. This reconstructed LCMO64 is among the best‐performing ORR catalysts ever reported, providing new insights into the design of advanced perovskite materials with optimal surface chemistry.

  6. Controlling the Nucleation and Growth Orientation of Nanocrystalline Carbon Films during Plasma-Assisted Deposition: A Reactive Molecular Dynamics/Monte Carlo Study

    Zhang, D., Peng, L., Li, X., Yi, P., Lai, X.

    Journal of the American Chemical Society 142 (5) 2617-2627 2020年2月5日

    出版者・発行元: American Chemical Society ({ACS})

    DOI: 10.1021/jacs.9b12845  

    ISSN:0002-7863 1520-5126

  7. The Key Steps and Distinct Performance Trends of Pyrrolic vs Pyridinic M–N–C Catalysts in Electrocatalytic Nitrate Reduction

    Qiuling Jiang, Mingyao Gu, Shen Pei, Tianyi Wang, Fangzhou Liu, Xin Yang, Di Zhang, Zhijian Wu, Ying Wang, Li Wei, Hao Li

    Journal of the American Chemical Society 2025年7月23日

    DOI: 10.1021/jacs.5c09199  

  8. Unraveling the Potential-Dependent Selectivity of Propylene Electrooxidation: The Role of Electrochemistry-Induced Reconstruction

    Danyang Li, Panpan Sun, Di Zhang, Hao Li, Haoxiang Xu, Dapeng Cao

    Journal of the American Chemical Society 2025年7月16日

    DOI: 10.1021/jacs.5c07246  

  9. Data-Driven Strategies for Designing Multicomponent Molten Catalysts to Accelerate the Industrialization of Methane Pyrolysis

    Yuanzheng Chen, Xuxuan Huang, Yangdong He, Qian Liu, Junmei Du, Wei Yang, Wenhan Wang, Di Zhang, Xue Jia, Hongyan Wang, Yongliang Tang, Qingkai Yu, Seok Ki Kim, Hao Li

    ACS Catalysis 2025年7月4日

    DOI: 10.1021/acscatal.5c02415  

  10. Closed-Loop Framework for Discovering Stable and Low-Cost Bifunctional Metal Oxide Catalysts for Efficient Electrocatalytic Water Splitting in Acid

    Xue Jia, Zihan Zhou, Fangzhou Liu, Tianyi Wang, Yuhang Wang, Di Zhang, Heng Liu, Yong Wang, Songbo Ye, Koji Amezawa, Li Wei, Hao Li

    Journal of the American Chemical Society 2025年7月2日

    DOI: 10.1021/jacs.5c04079  

  11. Surface melting–driven hydrogen absorption for high-pressure polyhydride synthesis

    Ryuhei Sato, Lewis J. Conway, Di Zhang, Chris J. Pickard, Kazuto Akagi, Kartik Sau, Hao Li, Shin-ichi Orimo

    Proceedings of the National Academy of Sciences 2025年6月3日

    DOI: 10.1073/pnas.2413480122  

  12. Data-driven discovery of single-atom catalysts for CO2 reduction considering the pH-dependency at the reversible hydrogen electrode scale

    Yue Chu, Yuhang Wang, Di Zhang, Xuedan Song, Chang Yu, Hao Li

    The Journal of Chemical Physics 2025年5月7日

    DOI: 10.1063/5.0267969  

  13. Mesoporous Single-Crystalline Particles as Robust and Efficient Acidic Oxygen Evolution Catalysts

    Yong Wang, Yunpu Qin, Sijia Liu, Yongzhi Zhao, Luan Liu, Di Zhang, Shangqing Zhao, Jianfang Liu, Jie Wang, Yadong Liu, Haoyang Wu, Baorui Jia, Xuanhui Qu, Hao Li, Mingli Qin

    Journal of the American Chemical Society 2025年4月23日

    DOI: 10.1021/jacs.4c18390  

  14. Surface Charge Transfer Enhanced Cobalt-Phthalocyanine Crystals for Efficient CO2-to-CO Electroreduction with Large Current Density Exceeding 1000 mA cm-2. 国際誌

    Tengyi Liu, Di Zhang, Yutaro Hirai, Koju Ito, Kosuke Ishibashi, Naoto Todoroki, Yasutaka Matsuo, Junya Yoshida, Shimpei Ono, Hao Li, Hiroshi Yabu

    Advanced science (Weinheim, Baden-Wurttemberg, Germany) e2501459 2025年4月4日

    DOI: 10.1002/advs.202501459  

    詳細を見る 詳細を閉じる

    Phthalocyanines (Pcs) have garnered significant attention as promising catalysts for electrochemical CO2 reduction (ECR); however, traditional methods for preparing carbon-supported Pcs are often complex and time-consuming, limiting their industrial applicability. Herein, a rapid spray-growth method is introduced that directly deposits CoPc crystals onto carbon paper (CP) in just 15 min. The resulting CoPc/CP electrode maintains > 90% CO selectivity across a broad ECR window (-0.57 to -1.32 V vs RHE), achieves a record-breaking CO current density of -1034 mA cm-2, an ultrahigh mass activity of 5180 A g-1, and demonstrates excellent long-term stability (145 h @ -150 mA cm-2), surpassing all reported Pc-based catalysts. Comprehensive characterization attributes this high performance to its carbon-supported-crystalline structure and surface charge transfer (SCT). Density functional theory (DFT) calculations further reveal that even minimal SCT effectively optimizes the adsorption energies of key intermediates (*CO and *COOH), thereby significantly enhancing intrinsic activity. Moreover, this spray-grown electrode offers unique structural advantages, such as strong substrate adhesion and internal layers that replenish active sites-features absent in traditional carbon-supported electrodes. It is believed that this facile spray-growth method holds broad potential and enables the application of additional Pc-based materials for industrial-scale ECR.

  15. Hydrogen Binding Energy Is Insufficient for Describing Hydrogen Evolution on Single‐Atom Catalysts

    Songbo Ye, Fangzhou Liu, Fangxin She, Jiaxiang Chen, Di Zhang, Akichika Kumatani, Hitoshi Shiku, Li Wei, Hao Li

    Angewandte Chemie International Edition 2025年3月20日

    出版者・発行元: Wiley

    DOI: 10.1002/anie.202425402  

    ISSN:1433-7851

    eISSN:1521-3773

    詳細を見る 詳細を閉じる

    The design principles for metal‐nitrogen‐carbon (M‐N‐C) single‐atom catalysts (SACs) in the hydrogen evolution reaction (HER) have been extensively studied. While hydrogen binding energy ([[EQUATION]]) has long been used as a HER descriptor during the past decades, its applicability to HER SACs has been met with significant controversy. Herein, we investigate the effects of HO*/O* poisoning and H* coverage on SACs with varied metal centers and coordination environments using pH‐dependent surface Pourbaix diagrams at the reversible hydrogen electrode (RHE) scale and microkinetic modeling. Our findings reveal that HO* poisoning, realistic H* adsorption strengths at active metal sites, and the potential HER activity at the coordinating N‐sites are crucial factors that should be considered for accurate descriptor development. Experimental validation using a series of M‐phthalocyanine/CNT catalysts confirms the theoretical predictions, with excellent agreement in exchange current densities and the role of N‐sites in Ni/Cu‐phthalocyanine/CNT catalysts. More importantly, the controversy surrounding HER SAC design principles is resolved through a novel 2D microkinetic volcano model that incorporates active sites, H* coverage, and HO* poisoning. This work provides answers to a long‐lasting debate on HER descriptors by establishing [[EQUATION]] and [[EQUATION]] as a combined HER descriptor for SACs, offering new guidelines for catalyst design.

  16. Why Do Weak-Binding M–N–C Single-Atom Catalysts Possess Anomalously High Oxygen Reduction Activity?

    Di Zhang, Fangxin She, Jiaxiang Chen, Li Wei, Hao Li

    Journal of the American Chemical Society 2025年2月19日

    DOI: 10.1021/jacs.4c16733  

  17. Data‐Driven Accelerated Discovery Coupled with Precise Synthesis of Single‐Atom Catalysts for Robust and Efficient Water Purification

    Keng‐Qiang Zhong, Fu‐Yun Yu, Di Zhang, Zheng‐Hao Li, Dong‐Hua Xie, Ting‐Ting Li, Yun Zhang, Li Yuan, Hao Li, Zhen‐Yu Wu, Guo‐Ping Sheng

    Angewandte Chemie International Edition 2025年2月9日

    出版者・発行元: Wiley

    DOI: 10.1002/anie.202500004  

    ISSN:1433-7851

    eISSN:1521-3773

    詳細を見る 詳細を閉じる

    Abstract The development of advanced catalysts frequently employs trial‐and‐error methods and is lack of highly controlled synthesis, resulting in unsatisfactory development efficiency and performance. Here we propose a data‐driven prediction coupled with precise synthesis strategy to accelerate the development of single‐atom catalysts (SACs) for efficient water purification. The data‐driven approach enables the rapid screening and prediction of high‐performance SACs from 43 metals‐N4 structures comprising transition and main group metal elements, followed by validation and structural modulation for improved performance through a highly controllable hard‐template method. Impressively, a well‐designed Fe‐SAC with a high loading of Fe‐pyridine‐N4 sites (~3.83 wt %) and highly mesoporous structure, exhibits ultra‐high decontamination performance (rate constant of 100.97 min−1 g−2), representing the best Fenton‐like activities for sulfonamide antibiotics to date. Furthermore, the optimized Fe‐SAC shows excellent robust environmental resistance and cyclic stability with almost 100 % degradation efficiency of sulfonamide antibiotics for 100‐h continuous operation. Density functional theory calculations reveal that Fe‐pyridine‐N4 sites can reduce the energy barrier of intermediate O* formation, the rate‐determining step, resulting in highly selective generation of singlet oxygen. The integration of data‐driven method with precise synthesis strategy provides a novel paradigm for the rapid development of high‐performance catalysts for environmental field as well as other important fields including sustainable energy and catalysis.

  18. Electrochemical CO2 Reduction on SnO: Insights into C1 Product Dynamic Distribution and Reaction Mechanisms

    Zhongyuan Guo, Tianyi Wang, Heng Liu, Xue Jia, Di Zhang, Li Wei, Jiang Xu, Hao Li

    ACS Catalysis 3173-3183 2025年2月6日

    出版者・発行元: American Chemical Society (ACS)

    DOI: 10.1021/acscatal.4c07987  

    ISSN:2155-5435

    eISSN:2155-5435

  19. Well‐Defined PtCo@Pt Core‐Shell Nanodendrite Electrocatalyst for Highly Durable Oxygen Reduction Reaction

    Shixin Yin, Yiting Song, Heng Liu, Jialin Cui, Zhongliang Liu, Yu Li, Tianrui Xue, Weizheng Tang, Di Zhang, Hao Li, Huihui Li, Chunzhong Li

    Small 2025年1月9日

    出版者・発行元: Wiley

    DOI: 10.1002/smll.202410080  

    ISSN:1613-6810

    eISSN:1613-6829

    詳細を見る 詳細を閉じる

    Abstract The rational design of efficient electrocatalysts with controllable structure and composition is crucial for enhancing the lifetime and cost‐effectiveness of oxygen reduction reaction (ORR). PtCo nanocrystals have gained attention due to their exceptional activity, yet suffer from stability issues in acidic media. Herein, an active and highly stable electrocatalyst is developed, namely 3D Pt7Co3@Pt core‐shell nanodendrites (NDs), which are formed through the self‐assembly of small Pt nanoparticles (≈6 nm). This unique structure significantly improves the ORR with an enhanced mass activity (MA) of 0.54 A mgPt−1, surpassing that of the commercial Pt/C (com‐Pt/C) catalyst by three fold (0.17 A mgPt−1). The well‐organized dendritic morphology, along with the Pt‐rich shell, contributes significantly to the observed high catalytic activity and superior stability for acidic ORR, which exhibit a loss of 2.1% in MA and, impressively, an increase of 12.0% in specific activity (SA) after an accelerated durability test (ADT) of 40,000 potential‐scanning cycles. This work offers insights for improving the design of highly stable Pt‐based electrocatalysts for acidic ORR.

  20. Advancing electrocatalyst discovery through the lens of data science: State of the art and perspectives

    Jia, X., Wang, T., Zhang, D., Wang, X., Liu, H., Zhang, L., Li, H.

    Journal of Catalysis 447 2025年

    DOI: 10.1016/j.jcat.2025.116162  

    ISSN:0021-9517 1090-2694

  21. Sonicated Carbon Nanotube Catalysts for Efficient Point-of-use Water Treatment

    Yang, X., Prabowo, J., Chen, J., She, F., Lai, L., Liu, F., Hua, Z., Wang, Y., Fang, J., Goh, K., Zhang, D., Li, H., Wei, L., Chen, Y.

    Advanced Materials 2025年

    DOI: 10.1002/adma.202504618  

    ISSN:0935-9648 1521-4095

  22. A pH-dependent microkinetic modeling guided synthesis of porous dual-atom catalysts for efficient oxygen reduction in Zn–air batteries

    Tingting Li, Di Zhang, Yun Zhang, Danli Yang, Runxin Li, Fuyun Yu, Kengqiang Zhong, Xiaozhi Su, Tianwei Song, Long Jiao, Hai-Long Jiang, Guo-Ping Sheng, Jie Xu, Hao Li, Zhen-Yu Wu

    Energy & Environmental Science 2025年

    DOI: 10.1039/D5EE00215J  

  23. CrossMat: Integrating Material Databases for Multi-Domain Cross-Application

    Di Zhang, Xue Jia, Hung Ba Tran, Fangling Yang, Qian Wang, Hanghui Liu, Yaping Qi, Eric Jianfeng Cheng, Hao Li

    2024年12月30日

    DOI: 10.26434/chemrxiv-2024-p9fvc  

  24. Cloud Synthesis: A Global Close-Loop Feedback Powered by Autonomous AI-Driven Catalyst Design Agent

    Di Zhang, Xue Jia, Heng Liu, Yuhang Wang, Songbo Ye, Qiuling Jiang, Yuan Wang, Linda Zhang, Li Wei, Weijie Yang, Haoxiang Xu, Daojian Cheng, Yusuke Hashimoto, Takaaki Tomai, Hao Li

    2024年12月30日

    DOI: 10.26434/chemrxiv-2024-jsqqn  

  25. Synergistic Effects of Ruthenium and Zinc Active Sites Fine Tune the Electronic Structures of Augmented Electrocatalysis

    Tingyu Lu, Jing Li, Jingwen Ying, Ningkang Peng, Linda Zhang, Yizhou Zhang, Di Zhang, Songbo Ye, Lin Xu, Dongmei Sun, Hao Li, Yanhui Gu, Yawen Tang

    Advanced Functional Materials 2024年12月23日

    出版者・発行元: Wiley

    DOI: 10.1002/adfm.202422594  

    ISSN:1616-301X

    eISSN:1616-3028

    詳細を見る 詳細を閉じる

    Abstract As the demand for cleaner energy becomes a paramount objective of sustainable development, the advancement of cutting‐edge engineered materials for a wide range of applications becomes increasingly vital. Tailoring catalyst properties through precise design and electronic state tuning is essential for adapting these materials to large‐scale energy applications. Given this, an effective electronic fine‐tuning (EFT) strategy is presented to optimize the electronic structures of single‐atom Zn site and Ru species, synergistically enhancing the both electrocatalytic oxygen reduction reaction (ORR) and hydrogen evolution reaction (HER). Benefiting from the interaction between Ru species anchored on hierarchically layered nanosheets and isolated Zn atoms (Ru@Zn‐SAs/N‐C), the catalyst exhibits superior ORR and HER activities compared to the benchmark Pt/C catalyst. X‐ray absorption spectroscopy and density functional theory (DFT) calculations confirm a novel EFT effect between a single Zn site and Ru species, that enables the Ru@Zn‐SAs/N‐C approaches the optimal scaling relation between *OOH and *OH, breaking the universal ORR scaling limitation. Additionally, the optimal GH* value positions Ru@Zn‐SAs/N‐C near the apex of the theoretical HER volcano model. This work provides an innovative avenue for regulating the electronic localization of catalytic active centers by virtue of carbon substrate and offers valuable insights for designing high‐efficiency electrocatalysts.

  26. Digital Catalysis Platform (DigCat): A Gateway to Big Data and AI-Powered Innovations in Catalysis

    Di Zhang, Hao Li

    2024年12月20日

    DOI: 10.26434/chemrxiv-2024-9lpb9  

  27. Divergent Activity Shifts of Tin‐Based Catalysts for Electrochemical CO2 Reduction: pH‐Dependent Behavior of Single‐Atom Versus Polyatomic Structures

    Yuhang Wang, Di Zhang, Bin Sun, Xue Jia, Linda Zhang, Hefeng Cheng, Jun Fan, Hao Li

    Angewandte Chemie International Edition 64 (8) 2024年12月17日

    出版者・発行元: Wiley

    DOI: 10.1002/anie.202418228  

    ISSN:1433-7851

    eISSN:1521-3773

    詳細を見る 詳細を閉じる

    Abstract Tin (Sn)‐based catalysts have been widely studied for electrochemical CO2 reduction reaction (CO2RR) to produce formic acid, but the intricate influence of the structural sensitivity in single‐atom Sn (e.g., Sn−N−C) and polyatomic Sn (e.g., SnOx and SnSx; x=1,2) on their pH‐dependent performance remains enigmatic. Herein, we integrate large‐scale data mining (with >2,300 CO2RR catalysts from available experimental literature during the past decade), ab initio computations, machine learning force field accelerated molecular dynamic simulations, and pH‐field coupled modelling to unravel their pH dependence. We reveal a fascinating contrast: the electric field response of the binding strength of *OCHO on Sn−N4−C and polyatomic Sn exhibits opposite behaviors due to their differing dipole moment changes upon *OCHO formation. Such response leads to an intriguing opposite pH‐dependent volcano evolution for Sn−N4−C and polyatomic Sn. Subsequent experimental validations of turnover frequency and current density under both neutral and alkaline conditions well aligned with our theoretical predictions. Most importantly, our analysis suggests the necessity of distinct optimization strategies for *OCHO binding energy on different types of Sn‐based catalysts.

  28. Divergent Activity Shifts of Tin‐Based Catalysts for Electrochemical CO2 Reduction: pH‐Dependent Behavior of Single‐Atom versus Polyatomic Structures

    Yuhang Wang, Di Zhang, Bin Sun, Xue Jia, Linda Zhang, Hefeng Cheng, Jun Fan, Hao Li

    Angewandte Chemie 2024年11月28日

    出版者・発行元: Wiley

    DOI: 10.1002/ange.202418228  

    ISSN:0044-8249

    eISSN:1521-3757

    詳細を見る 詳細を閉じる

    Tin (Sn)‐based catalysts have been widely studied for electrochemical CO2 reduction reaction (CO2RR) to produce formic acid, but the intricate influence of the structural sensitivity in single‐atom Sn (e.g., Sn‐N‐C) and polyatomic Sn (e.g., SnOx and SnSx; x=1,2) on their pH‐dependent performance remains enigmatic. Herein, we integrate large‐scale data mining (with >2,300 CO2RR catalysts from available experimental literature during the past decade), ab initio computations, machine learning force field accelerated molecular dynamic simulations, and pH‐field coupled microkinetic modelling to unravel their pH dependence. We reveal a fascinating contrast: the electric field response of the binding strength of *OCHO on Sn‐N4‐C and polyatomic Sn exhibits opposite behaviors due to their differing dipole moment changes upon *OCHO formation. Such response leads to an intriguing opposite pH‐dependent volcano evolution for Sn‐N4‐C and polyatomic Sn. Subsequent experimental validations of turnover frequency and current density under both neutral and alkaline conditions well aligned with our theoretical predictions. Most importantly, our analysis suggests the necessity of distinct optimization strategies for *OCHO binding energy on different types of Sn‐based catalysts.

  29. Carbon-anchoring synthesis of Pt1Ni1@Pt/C core-shell catalysts for stable oxygen reduction reaction

    Jialin Cui, Di Zhang, Zhongliang Liu, Congcong Li, Tingting Zhang, Shixin Yin, Yiting Song, Hao Li, Huihui Li, Chunzhong Li

    Nature Communications 15 (1) 2024年11月1日

    出版者・発行元: Springer Science and Business Media LLC

    DOI: 10.1038/s41467-024-53808-y  

    eISSN:2041-1723

    詳細を見る 詳細を閉じる

    Abstract Proton-exchange-membrane fuel cells demand highly efficient catalysts for the oxygen reduction reaction, and core-shell structures are known for maximizing precious metal utilization. Here, we reported a controllable “carbon defect anchoring” strategy to prepare Pt1Ni1@Pt/C core-shell nanoparticles with an average size of ~2.6 nm on an in-situ transformed defective carbon support. The strong Pt–C interaction effectively inhibits nanoparticle migration or aggregation, even after undergoing stability tests over 70,000 potential cycles, resulting in only 1.6% degradation. The stable Pt1Ni1@Pt/C catalysts have high oxygen reduction reaction mass activity and specific activity that reach 1.424 ± 0.019 A/mgPt and 1.554 ± 0.027 mA/cmPt2 at 0.9 V, respectively, attributed to the optimal compressive strain. The experimental results are generally consistent with the theoretical predictions made by our comprehensive microkinetic model which incorporates essential kinetics and thermodynamics of oxygen reduction reaction. The consistent results obtained in our study provide compelling evidence for the high accuracy and reliability of our model. This work highlights the synergy between theory-guided catalyst design and appropriate synthetic methodologies to translate the theory into practice, offering valuable insights for future catalyst development.

  30. Spin Manipulation of Heterogeneous Molecular Electrocatalysts by an Integrated Magnetic Field for Efficient Oxygen Redox Reactions

    Zixun Yu, Di Zhang, Yangyang Wang, Fangzhou Liu, Fangxin She, Jiaxiang Chen, Yuefeng Zhang, Ruijie Wang, Zhiyuan Zeng, Li Song, Yuan Chen, Hao Li, Li Wei

    Advanced Materials 2024年9月17日

    出版者・発行元: Wiley

    DOI: 10.1002/adma.202408461  

    ISSN:0935-9648

    eISSN:1521-4095

    詳細を見る 詳細を閉じる

    Abstract Understanding the spin‐dependent activity of nitrogen‐coordinated single metal atom (M‐N‐C) electrocatalysts for oxygen reduction and evolution reactions (ORR and OER) remains challenging due to the lack of structure‐defined catalysts and effective spin manipulation tools. Herein, both challenges using a magnetic field integrated heterogeneous molecular electrocatalyst prepared by anchoring cobalt phthalocyanine (CoPc) deposited carbon black on polymer‐protected magnet nanoparticles, are addressed. The built‐in magnetic field can shift the Co center from low‐ to high‐spin (HS) state without atomic structure modification, affording one‐order higher turnover frequency, a 50% increased H2O2 selectivity for ORR, and a ≈4000% magnetocurrent enhancement for OER. This catalyst can significantly minimize magnet usage, enabling safe and continuous production of a pure H2O2 solution for 100 h from a 100 cm2 electrolyzer. The new strategy demonstrated here also applies to other metal phthalocyanine‐based catalysts, offering a universal platform for studying spin‐related electrochemical processes.

  31. Atomic rare earths activate direct O-O coupling in manganese oxide towards electrocatalytic oxygen evolution

    Meng Li, Xuan Wang, Di Zhang, Yujie Huang, Yijie Shen, Fei Pan, Jiaqi Lin, Wei Yan, Dongmei Sun, Kai Huang, Yawen Tang, Jong-Min Lee, Hao Li, Gengtao Fu

    Nano Energy 128 109868-109868 2024年9月

    出版者・発行元: Elsevier BV

    DOI: 10.1016/j.nanoen.2024.109868  

    ISSN:2211-2855

  32. Chromium Promotes Phase Transformation to Active Oxyhydroxide for Efficient Oxygen Evolution

    Yong Wang, Sijia Liu, Yunpu Qin, Yongzhi Zhao, Luan Liu, Di Zhang, Jianfang Liu, Yadong Liu, Aimin Chu, Haoyang Wu, Baorui Jia, Xuanhui Qu, Hao Li, Mingli Qin

    ACS Catalysis 13759-13767 2024年8月30日

    出版者・発行元: American Chemical Society (ACS)

    DOI: 10.1021/acscatal.4c03974  

    ISSN:2155-5435

    eISSN:2155-5435

  33. Corrosion behavior of passivation layer Cr2O3 of uncoated stainless steel under the anodic and cathodic conditions: A first-principles study

    Sun, H., Xu, Z., Zhang, D., Peng, L., Lai, X.

    Chemical Engineering Journal 493 2024年8月

    DOI: 10.1016/j.cej.2024.152658  

    ISSN:1385-8947

  34. Light-driven C–H activation mediated by 2D transition metal dichalcogenides

    Jingang Li, Di Zhang, Zhongyuan Guo, Zhihan Chen, Xi Jiang, Jonathan M. Larson, Haoyue Zhu, Tianyi Zhang, Yuqian Gu, Brian W. Blankenship, Min Chen, Zilong Wu, Suichu Huang, Robert Kostecki, Andrew M. Minor, Costas P. Grigoropoulos, Deji Akinwande, Mauricio Terrones, Joan M. Redwing, Hao Li, Yuebing Zheng

    Nature Communications 15 (1) 2024年7月2日

    出版者・発行元: Springer Science and Business Media LLC

    DOI: 10.1038/s41467-024-49783-z  

    eISSN:2041-1723

    詳細を見る 詳細を閉じる

    Abstract C–H bond activation enables the facile synthesis of new chemicals. While C–H activation in short-chain alkanes has been widely investigated, it remains largely unexplored for long-chain organic molecules. Here, we report light-driven C–H activation in complex organic materials mediated by 2D transition metal dichalcogenides (TMDCs) and the resultant solid-state synthesis of luminescent carbon dots in a spatially-resolved fashion. We unravel the efficient H adsorption and a lowered energy barrier of C–C coupling mediated by 2D TMDCs to promote C–H activation and carbon dots synthesis. Our results shed light on 2D materials for C–H activation in organic compounds for applications in organic chemistry, environmental remediation, and photonic materials.

  35. Mapping Degradation of Iron–Nitrogen–Carbon Heterogeneous Molecular Catalysts with Electron-Donating/Withdrawing Substituents

    Fangzhou Liu, Di Zhang, Fangxin She, Zixun Yu, Leo Lai, Hao Li, Li Wei, Yuan Chen

    ACS Catalysis 14 (12) 9176-9187 2024年5月31日

    出版者・発行元: American Chemical Society (ACS)

    DOI: 10.1021/acscatal.4c01752  

    ISSN:2155-5435

    eISSN:2155-5435

  36. Reversible Hydrogen Electrode (RHE) Scale Dependent Surface Pourbaix Diagram at Different pH

    Heng Liu, Di Zhang, Yuan Wang, Hao Li

    Langmuir 40 (14) 7632-7638 2024年3月29日

    出版者・発行元: American Chemical Society (ACS)

    DOI: 10.1021/acs.langmuir.4c00298  

    ISSN:0743-7463

    eISSN:1520-5827

  37. Tailored nanocrystalline Niobium coatings on steel substrates for superior resistance to micro-crack initiation

    Chuanzheng Li, Di Zhang, Zhutian Xu, Liliang Wang, Peiyun Yi, Linfa Peng, Xinmin Lai

    Scripta Materialia 241 115864-115864 2024年3月

    出版者・発行元: Elsevier BV

    DOI: 10.1016/j.scriptamat.2023.115864  

    ISSN:1359-6462

  38. Fracture mechanism of metallic film with nano to sub-micron thickness on polycrystalline substrate

    Li, C., Zhang, D., Xu, Z., Wang, J., Yang, Y., Peng, L., Lai, X.

    Scripta Materialia 252 2024年

    DOI: 10.1016/j.scriptamat.2024.116284  

    ISSN:1359-6462

  39. User Instructions for the Dynamic Database of Solid-State Electrolyte 2.0 (DDSE 2.0)

    Fangling Yang, Qian Wang, Eric Jianfeng Cheng, Di Zhang, Hao Li

    Computers, Materials & Continua 1-10 2024年

    出版者・発行元: Tech Science Press

    DOI: 10.32604/cmc.2024.060288  

    eISSN:1546-2226

  40. Identifying Stable Electrocatalysts Initialized by Data Mining: Sb2WO6 for Oxygen Reduction

    Xue Jia, Zixun Yu, Fangzhou Liu, Heng Liu, Di Zhang, Egon Campos dos Santos, Hao Zheng, Yusuke Hashimoto, Yuan Chen, Li Wei, Hao Li

    Advanced Science 11 (5) 2023年12月7日

    出版者・発行元: Wiley

    DOI: 10.1002/advs.202305630  

    ISSN:2198-3844

    eISSN:2198-3844

    詳細を見る 詳細を閉じる

    Abstract Data mining from computational materials database has become a popular strategy to identify unexplored catalysts. Herein, the opportunities and challenges of this strategy are analyzed by investigating a discrepancy between data mining and experiments in identifying low‐cost metal oxide (MO) electrocatalysts. Based on a search engine capable of identifying stable MOs at the pH and potentials of interest, a series of MO electrocatalysts is identified as potential candidates for various reactions. Sb2WO6 attracted the attention among the identified stable MOs in acid. Based on the aqueous stability diagram, Sb2WO6 is stable under oxygen reduction reaction (ORR) in acidic media but rather unstable under high‐pH ORR conditions. However, this contradicts to the subsequent experimental observation in alkaline ORR conditions. Based on the post‐catalysis characterizations, surface state analysis, and an advanced pH‐field coupled microkinetic modeling, it is found that the Sb2WO6 surface will undergo electrochemical passivation under ORR potentials and form a stable and 4e‐ORR active surface. The results presented here suggest that though data mining is promising for exploring electrocatalysts, a refined strategy needs to be further developed by considering the electrochemistry‐induced surface stability and activity.

  41. Importing Antibonding‐Orbital Occupancy through Pd−O−Gd Bridge Promotes Electrocatalytic Oxygen Reduction

    Shuwang Ning, Meng Li, Xuan Wang, Di Zhang, Baiyu Zhang, Caikang Wang, Dongmei Sun, Yawen Tang, Hao Li, Kang Sun, Gengtao Fu

    Angewandte Chemie International Edition 62 (52) 2023年11月22日

    出版者・発行元: Wiley

    DOI: 10.1002/anie.202314565  

    ISSN:1433-7851

    eISSN:1521-3773

    詳細を見る 詳細を閉じる

    Abstract The active‐site density, intrinsic activity, and durability of Pd−based materials for oxygen reduction reaction (ORR) are critical to their application in industrial energy devices. This work constructs a series of carbon‐based rare‐earth (RE) oxides (Gd2O3, Sm2O3, Eu2O3, and CeO2) by using RE metal–organic frameworks to tune the ORR performance of the Pd sites through the Pd−RExOy interface interaction. Taking Pd−Gd2O3/C as a representative, it is identified that the strong coupling between Pd and Gd2O3 induces the formation of the Pd−O−Gd bridge, which triggers charge redistribution of Pd and Gd2O3. The screened Pd−Gd2O3/C exhibits impressive ORR performance with high onset potential (0.986 VRHE), half‐wave potential (0.877 VRHE), and excellent stability. Similar ORR results are also found for Pd−Sm2O3/C, Pd−Eu2O3/C, and Pd−CeO2/C catalysts. Theoretical analyses reveal that the coupling between Pd and Gd2O3 promotes electron transfer through the Pd−O−Gd bridge, which induces the antibonding‐orbital occupancy of Pd−*OH for the optimization of *OH adsorption in the rate‐determining step of ORR. The pH‐dependent microkinetic modeling shows that Pd−Gd2O3 is close to the theoretical optimal activity for ORR, outperforming Pt under the same conditions. By its ascendancy in ORR, the Pd−Gd2O3/C exhibits superior performance in Zn‐air battery as an air cathode, implying its excellent practicability.

  42. Growth Control Strategy of Hydrogen-Containing Nanocrystalline Carbon Films during Plasma-Enhanced Chemical Vapor Deposition based on Molecular Dynamics-Monte Carlo Simulations

    Che, J., Yi, P., Deng, Y., Zhang, D., Peng, L., Lai, X.

    ACS Applied Materials and Interfaces 15 (38) 2023年9月27日

    DOI: 10.1021/acsami.3c10157  

    ISSN:1944-8244 1944-8252

  43. First-principles calculations to investigate doping effects on electrical conductivity and interfacial contact resistance of TiO2

    Hu Sun, Zhu-tian Xu, Di Zhang

    Applied Surface Science 614 156202-156202 2023年3月

    出版者・発行元: Elsevier {BV}

    DOI: 10.1016/j.apsusc.2022.156202  

    ISSN:0169-4332

  44. Effects of charge rearrangement on interfacial contact resistance of TiO2/graphite from first-principles calculations

    Sun, H., Xu, Z., Zhang, D., Peng, L., Lai, X.

    Applied Surface Science 635 2023年

    DOI: 10.1016/j.apsusc.2023.157640  

    ISSN:0169-4332

  45. Doping Effects of Metals on Electrical Conductivity of TiO2 from First-Principles Calculations

    Sun, H., Xu, Z., Zhang, D.

    Materials Science Forum 1102 2023年

    DOI: 10.4028/p-0Z0q2w  

    ISSN:0255-5476 1662-9752

  46. Origin of the superior oxygen reduction activity of zirconium nitride in alkaline media

    Heng Liu, Di Zhang, Stuart M. Holmes, Carmine D'Agostino, Hao Li

    Chemical Science 14 (34) 9000-9009 2023年

    出版者・発行元: Royal Society of Chemistry ({RSC})

    DOI: 10.1039/d3sc01827j  

    ISSN:2041-6520 2041-6539

    詳細を見る 詳細を閉じる

    <jats:p>This work identifies a new mechanism for the origin of the superior ORR activity of ZrN in alkaline media, combining electrochemical surface state analysis, density functional theory, and pH-dependent microkinetic modeling.</jats:p>

  47. Effects of intermetal distance on the electrochemistry-induced surface coverage of M–N–C dual-atom catalysts

    Weijie Yang, Zhenhe Jia, Liugang Chen, Binghui Zhou, Di Zhang, Yulan Han, Zhengyang Gao, Hao Li

    Chemical Communications 59 (72) 10761-10764 2023年

    出版者・発行元: Royal Society of Chemistry ({RSC})

    DOI: 10.1039/d3cc03208f  

    ISSN:1359-7345 1364-548X

    詳細を見る 詳細を閉じる

    <jats:p>Intermetal distance plays a prominent role in determining the electrochemistry-induced surface coverage of dual-atom catalysts (DACs).</jats:p>

  48. Optimal bias voltage of substrate for formable nanocrystalline Niobium precoatings of metallic bipolar plates

    Chuanzheng Li, Di Zhang, Zhutian Xu, Peiyun Yi, Linfa Peng, Xinmin Lai

    2022 8th International Conference on Nanomanufacturing &amp; 4th AET Symposium on ACSM and Digital Manufacturing (Nanoman-AETS) 2022年8月30日

    出版者・発行元: IEEE

    DOI: 10.1109/nanoman-aets56035.2022.10119513  

  49. Electronic Transport and Corrosion Mechanisms of Graphite-Like Nanocrystalline Carbon Films Used on Metallic Bipolar Plates in Proton-Exchange Membrane Fuel Cells

    Zhang, D., Peng, L., Yi, P., Lai, X.

    ACS Applied Materials and Interfaces 13 (3) 3825-3835 2021年1月27日

    出版者・発行元: American Chemical Society ({ACS})

    DOI: 10.1021/acsami.0c17764  

    ISSN:1944-8244 1944-8252

  50. The frequency of pulsed DC sputtering power introducing the graphitization and the durability improvement of amorphous carbon films for metallic bipolar plates in proton exchange membrane fuel cells

    Xiaobo Li, Linfa Peng, Di Zhang, Peiyun Yi, Xinmin Lai

    Journal of Power Sources 466 228346-228346 2020年8月

    出版者・発行元: Elsevier {BV}

    DOI: 10.1016/j.jpowsour.2020.228346  

    ISSN:0378-7753

  51. Integration of MoST and Graphit-iC coatings for the enhancement of tribological and corrosive properties

    Li, H., Yi, P., Zhang, D., Peng, L., Zhang, Z., Pu, J.

    Applied Surface Science 506 144961-144961 2020年3月

    出版者・発行元: Elsevier {BV}

    DOI: 10.1016/j.apsusc.2019.144961  

    ISSN:0169-4332

  52. Carbon-based coatings for metallic bipolar plates used in proton exchange membrane fuel cells

    Peiyun Yi, Di Zhang, Diankai Qiu, Linfa Peng, Xinmin Lai

    International Journal of Hydrogen Energy 44 (13) 6813-6843 2019年3月

    出版者・発行元: Elsevier {BV}

    DOI: 10.1016/j.ijhydene.2019.01.176  

    ISSN:0360-3199

  53. Amorphous carbon films doped with silver and chromium to achieve ultra-low interfacial electrical resistance and long-term durability in the application of proton exchange membrane fuel cells

    Zhang, D., Yi, P., Peng, L., Lai, X., Pu, J.

    Carbon 145 2019年

    DOI: 10.1016/j.carbon.2019.01.050  

  54. Impact of Film Thickness on Defects and the Graphitization of Nanothin Carbon Coatings Used for Metallic Bipolar Plates in Proton Exchange Membrane Fuel Cells

    Peiyun Yi, Di Zhang, Linfa Peng, Xinmin Lai

    ACS Applied Materials & Interfaces 10 (40) 34561-34572 2018年10月10日

    出版者・発行元: American Chemical Society ({ACS})

    DOI: 10.1021/acsami.8b08263  

︎全件表示 ︎最初の5件までを表示

講演・口頭発表等 7

  1. データ駆動型人工知能(AI)電極触媒研究室のフロントエンド 招待有り

    Di Zhang

    iCAN YOUTH TALKS 102nd 2025年6月27日

  2. Front-End of a Data-Driven AI Electrocatalysis Lab

    FRIS Symposium at Tohoku University 2024年8月2日

  3. 理論に導かれた電極触媒設計:pH-フィールドカップリング・マイクロキネティック・モデリングと能動機械学習法 招待有り

    Di Zhang

    中国・華北電力大学による招待講演 2024年6月24日

  4. シングルアトム触媒のpH依存性酸素還元性能の解明: シングルサバティエからデュアルサバティエへの最適化

    2024年5月11日

  5. データサイエンスとAIを組み合わせた素材設計

    2024年5月10日

  6. 機能性材料のデータ駆動設計

    2024年5月8日

  7. 理論に導かれた電極触媒設計:pH-フィールドカップリング・マイクロキネティック・モデリングと能動機械学習法 招待有り

    ジャン ディ

    2024 DTU-AIMR触媒ワークショップ 2024年3月5日

︎全件表示 ︎最初の5件までを表示

共同研究・競争的資金等の研究課題 2

  1. 金属-窒素-炭素触媒におけるスピン効果と酸素電極触媒反応の探究

    2025年4月 ~ 2027年3月

  2. 機械学習駆動の遺伝的アルゴリズムとメタダイナミクスシミュレーションを用いた高イオン伝導性固体電解質の探求

    提供機関:Japan Society for the Promotion of Science

    研究機関:KAKENHI start-up

    2024年9月 ~ 2025年12月

学術貢献活動 1

  1. 編集委員会

    2025年6月20日 ~ 継続中

    学術貢献活動種別: 査読等