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Unveiling hydrogen chemical states in supersaturated amorphous alumina via machine learning-driven atomistic modeling
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作者 Simon Gramatte Olivier Politano +4 位作者 Noel Jakse Claudia Cancellieri Ivo Utke Lars.P.H.Jeurgens Vladyslav Turlo 《npj Computational Materials》 2025年第1期1814-1826,共13页
Advancing hydrogen-based technologies requires detailed characterization of hydrogen chemical states in amorphous materials.As experimental probing of hydrogen is challenging,interpretation in amorphous systems demand... Advancing hydrogen-based technologies requires detailed characterization of hydrogen chemical states in amorphous materials.As experimental probing of hydrogen is challenging,interpretation in amorphous systems demands accurate structural models.Guided by experiments on atomic layer deposited alumina,a fast atomistic simulation technique is introduced using an ab initio-based machine learning interatomic potential to generate amorphous structures with realistic hydrogen contents.As such,the annealing of highly defective crystalline hydroxide structures at atomic layer deposition temperatures reproduces experimental density and structure,enabling accurate prediction of Al Auger parameter chemical shifts.Our analysis shows that higher hydrogen content favors OH ligands,whereas lower hydrogen content leads to diverse chemical states and hydrogen bonding,consistent with charge density and partial Bader charge calculations.Our approach offers a robust route to link hydrogen content with experimentally accessible chemical shifts,aiding the design of next-generation hydrogen-related materials. 展开更多
关键词 accurate structural modelsguided atomistic simulation technique amorphous materialsas amorphous structures annealing highl supersaturated amorphous alumina hydrogen chemical states atomic layer deposited aluminaa
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STRUCTURE AND SURFACE CONDITION OF ULTRAFINE AI PARTICLES
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作者 SUN Xiukui CHEN Wenxiu XU Jian FAN Xueshu WEI Wenduo State Key Laboratory of Rapidly Solidified Non-Equilibrium Alloys,Institute of Metal Research,Academia Sinica,Shenyang,ChinaWU Yukun PENG Yingguo Laboratory of Atomic Imaging of Solids,Institute of Metal Research,Academia Sinica,Shenyang,China Associate Professor,Institute of Metal Research,Academia Sinica,Shenyang 110015,China 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 1992年第6期402-408,共7页
The crystal habit,crystalline structure,surface condition and composition of the ultrafine Al particles prepared by inert gas evaporation method were studied in detail by means of high resolution transmission electron... The crystal habit,crystalline structure,surface condition and composition of the ultrafine Al particles prepared by inert gas evaporation method were studied in detail by means of high resolution transmission electron microscope,X-ray diffraction and X-ray photo-electron spectrum.The results indicate that the ultrafine Al particles prepared in high pure inert gas are of clear crystal habits,single crystal in a large majority and fcc crystalline structure with a_0=0.405 nm.It is also found on the surface of the Al particles that there is a layer of amor- phous Al_2O_3 with 2 nm average thickness,which could protect the particles against oxidizing further.Therefore,the ultrafine Al particles prepared by the inert gas evaporation method are very stable in atmosphere. 展开更多
关键词 ultrafine Al particle STRUCTURE surface condition amorphous alumina
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