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Physics-Informed Neural Networks and Beyond: Enforcing Physical Constraints in Quantum Dissipative Dynamics

Digital Discovery, 2024, Accepted ManuscriptDOI: 10.1039/D4DD00153B, Paper Open Access &nbsp This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Arif Ullah, Yu Huang, Ming Yang, Pavlo O. DralNeural networks (NNs) accelerate simulations of quantum dissipative dynamics. Ensuring that these simulations adhere to fundamental

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separation-behavior-of-hydrogen-isotopes-via-water-pervaporation-using-proton-conductive-membranes

Separation behavior of hydrogen isotopes via water pervaporation using proton conductive membranes

Environ. Sci.: Water Res. Technol., 2024, Advance ArticleDOI: 10.1039/D4EW00330F, PaperChan Woo Park, Sung-Wook Kim, Hyung-Ju Kim, Euna Jeong, In-Ho YoonHydrogen isotope fractionation during water pervaporation through proton conductive membranes is primarily driven by H+/D+ transport, achieving a maximum H/D separation factor of 1.086.To cite this

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rationally-coupling-thermal-tolerance,-thermal-conductance,-and-overheating-response-in-a-separator-for-safe-batteries

Rationally coupling thermal tolerance, thermal conductance, and overheating-response in a separator for safe batteries

Energy Environ. Sci., 2024, Accepted ManuscriptDOI: 10.1039/D4EE02302A, PaperHaotian Lu, Ao Du, Xiaoping Lin, Ziyi Zhang, Sisi Liu, Yuansen Xie, Wenhao Li, Jianwei Song, Yuhao Lu, Wei Chen, Chunpeng Yang, Quanhong YangBatteries with increasing energy density have boosted the development of electric vehicles with longer driving

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electrophilic-molecule-induced-π-π-interactions-reduce-energy-disorder-of-hole-transport-layer-for-highly-efficient-perovskite-solar-modules

Electrophilic Molecule-Induced π-π Interactions Reduce Energy Disorder of Hole Transport Layer for Highly Efficient Perovskite Solar Modules

Energy Environ. Sci., 2024, Accepted ManuscriptDOI: 10.1039/D4EE03173C, PaperLei Wang, shihao yuan, Feng Qian, Ting Zhang, Hualin Zheng, Xiaobo Li, Tianyu Lan, Qien Xu, Peng Zhang, Shibin LiThe Poly[bis(4-phenyl)(2,4,6-trimethylphenyl)amine (PTAA) is commonly used as a co-hole transport layer in inverted perovskite solar cells (PSCs). It

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Resilient Sustainable Current and Emerging Technologies for Foodborne Pathogen Detection

Sustainable Food Technol., 2024, Accepted ManuscriptDOI: 10.1039/D4FB00192C, Review Article Open Access &nbsp This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Debarati Bhowmik, Pola Goldberg Oppenheimer, Jonathan James Stanley Rickard, Raz JelinekFoodborne pathogens such as Salmonella, E. Coli and Listeria pose significant risks

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