光催化中的波粒二象性:基于AI的理论研究

IF 4.6 2区 化学 Q2 CHEMISTRY, PHYSICAL
Yecheng Leng, Wenguang Tu*, Zhigang Zou* and Xi Zhu*, 
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引用次数: 0

摘要

理解光催化的机制一直是一个挑战,特别是它对光热反应的影响。光的粒子性质在这个领域的作用是公认的,而光的二象性所涉及的其他性质仍然被忽视。这项研究弥合了光与物质相互作用的经典和量子力学观点之间的差距,揭示了其波动特性的关键作用。通过不同温度和波长下色素分解的高通量实验,结合人工智能驱动的分析,我们确定了偏离Arrhenius模型的非经典动力学行为。我们的研究结果表明,光波的特性促进了量子隧穿,使化学反应在传统的能量障碍之下成为可能。这一突破突出了光和热对催化过程的独立、非耦合影响。介绍了一种新的理论框架,整合隧道动力学,提供优越的预测准确度反应速率跨越实验和文献数据。这种模式改变了对光催化的基本理解,为利用光的全光谱来提高效率和选择性的创新催化系统铺平了道路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Wave–Particle Duality in Photocatalysis: A Theoretical Study with AI

Wave–Particle Duality in Photocatalysis: A Theoretical Study with AI

Understanding the mechanism of photocatalysis has long been a challenge, particularly its implications for photothermal reactions. The role of the particle nature of light in this field is well-recognized, while the other property involved in the duality of light remains neglected. This study bridges the gap between the classical and quantum mechanical perspectives of light’s interaction with matter, unveiling the critical role of its wave properties. Through high-throughput experiments on pigment decomposition under varied temperatures and light wavelengths, combined with AI-driven analysis, we identify nonclassical kinetic behavior that deviates from the Arrhenius model. Our findings demonstrate that light’s wave properties facilitate quantum tunneling, enabling chemical reactions below conventional energy barriers. This breakthrough highlights an independent, noncoupled influence of light and heat on catalytic processes. A novel theoretical framework integrating tunneling dynamics is introduced, offering superior predictive accuracy for reaction rates across experimental and literature data. This paradigm shifts the fundamental understanding of photocatalysis, paving the way for innovative catalytic systems leveraging light’s full spectrum to enhance efficiency and selectivity.

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来源期刊
The Journal of Physical Chemistry Letters
The Journal of Physical Chemistry Letters CHEMISTRY, PHYSICAL-NANOSCIENCE & NANOTECHNOLOGY
CiteScore
9.60
自引率
7.00%
发文量
1519
审稿时长
1.6 months
期刊介绍: The Journal of Physical Chemistry (JPC) Letters is devoted to reporting new and original experimental and theoretical basic research of interest to physical chemists, biophysical chemists, chemical physicists, physicists, material scientists, and engineers. An important criterion for acceptance is that the paper reports a significant scientific advance and/or physical insight such that rapid publication is essential. Two issues of JPC Letters are published each month.
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