Data-mining of in-situ TEM experiments: Towards understanding nanoscale fracture

被引:7
|
作者
Steinberger, Dominik [1 ]
Issa, Inas [2 ]
Strobl, Rachel [1 ,3 ]
Imrich, Peter J. [2 ]
Kiener, Daniel [2 ]
Sandfeld, Stefan [1 ,3 ,4 ]
机构
[1] Freiberg Univ Min & Technol, Inst Mech & Fluid Dynam, Freiberg, Germany
[2] Montanunivers Leoben, Chair Mat Phys, Dept Mat Sci, Leoben, Austria
[3] Forschungszentrum Julich, Inst Adv Simulat Mat Data Sci & Informat IAS 9, D-52425 Julich, Germany
[4] Rhein Westfal TH Aachen, Fac Georesources & Mat Engn 5, Chair Mat Data Sci & Mat Informat, D-52056 Aachen, Germany
基金
欧洲研究理事会;
关键词
Dislocations; Data-mining; In-situ TEM; Nanoscale fracture; Computational analysis; DISLOCATIONS; DYNAMICS; STRENGTH; GROWTH;
D O I
10.1016/j.commatsci.2022.111830
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The lifetime and performance of any engineering component, from nanoscale sensors to macroscopic structures, are strongly influenced by fracture processes. Fracture itself is a highly localized event; originating at the atomic scale by bond breaking between individual atoms close to the crack tip. These processes, however, interact with defects such as dislocations or grain boundaries and influence phenomena on much larger length scales, ultimately giving rise to macroscopic behavior and engineering-scale fracture properties. This complex interplay is the fundamental reason why identifying the atomistic structural and energetic processes occurring at a crack tip remains a longstanding and still unsolved challenge. We develop a new analysis approach for combining quantitative in-situ observations of nanoscale deforma-tion processes at a crack tip with three-dimensional reconstruction of the dislocation structure and advanced computational analysis to address plasticity and fracture initiation in a ductile metal. Our combinatorial approach reveals details of dislocation nucleation, their interaction process, and the local internal stress state, all of which were previously inaccessible to experiments. This enables us to describe fracture processes based on local crack driving forces on a dislocation level with a high fidelity that paves the way towards a better understanding and control of local failure processes in materials.
引用
收藏
页数:9
相关论文
共 50 条
  • [41] Deriving and mining spatiotemporal event schemas in in-situ sensor data
    Croitoru, Arie
    COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2008, PT 1, PROCEEDINGS, 2008, 5072 : 740 - 755
  • [42] Numerical modelling of column experiments to investigate in-situ bioleaching as an alternative mining technology
    Laurent, Gautier
    Izart, Caroline
    Lechenard, Benedicte
    Golfier, Fabrice
    Marion, Philippe
    Collon, Pauline
    Truche, Laurent
    Royer, Jean-Jacques
    Filippov, Lev
    HYDROMETALLURGY, 2019, 188 : 272 - 290
  • [43] Preparation of High-Quality Samples for MEMS-Based In-Situ (S)TEM Experiments
    Srot, Vesna
    Straubinger, Rainer
    Predel, Felicitas
    van Aken, Peter A.
    MICROSCOPY AND MICROANALYSIS, 2023, 29 (02) : 596 - 605
  • [44] The oxidation of carbon nanostructures imaged by electron microscopy: Comparison between in-situ TEM and TGA experiments
    Mases, Mattias
    Jacobsson, Daniel
    Wahlqvist, David
    Ek, Martin
    Wiinikka, Henrik
    APPLIED SURFACE SCIENCE, 2024, 672
  • [45] Quantitative Fracture Strength and Plasticity Measurements of Lithiated Silicon Nanowires by In Situ TEM Tensile Experiments
    Kushima, Akihiro
    Huang, Jian Yu
    Li, Ju
    ACS NANO, 2012, 6 (11) : 9425 - 9432
  • [46] Towards a Unified European Electricity Market: The Contribution of Data-mining to Support Realistic Simulation Studies
    Pinto, Tiago
    Santos, Gabriel
    Pereira, Ivo F.
    Fernandes, Ricardo
    Sousa, Tiago M.
    Praca, Isabel
    Vale, Zita
    Morais, Hugo
    2014 IEEE PES GENERAL MEETING - CONFERENCE & EXPOSITION, 2014,
  • [47] Understanding the Deformation of Soot Particles/Agglomerates in a Dynamic Contact: TEM In Situ Compression and Shear Experiments
    Lahouij, Imene
    Dassenoy, Fabrice
    Vacher, Beatrice
    Sinha, Kaustav
    Brass, David A.
    Devine, Maryann
    TRIBOLOGY LETTERS, 2014, 53 (01) : 91 - 99
  • [48] Understanding the Deformation of Soot Particles/Agglomerates in a Dynamic Contact: TEM In Situ Compression and Shear Experiments
    Imène Lahouij
    Fabrice Dassenoy
    Béatrice Vacher
    Kaustav Sinha
    David A. Brass
    Maryann Devine
    Tribology Letters, 2014, 53 : 91 - 99
  • [49] Towards Sustainable In-Situ Server Systems in the Big Data Era
    Li, Chao
    Hu, Yang
    Liu, Longjun
    Gu, Juncheng
    Song, Mingcong
    Liang, Xiaoyao
    Yuan, Jingling
    Li, Tao
    2015 ACM/IEEE 42ND ANNUAL INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE (ISCA), 2015, : 14 - 26
  • [50] Guided electrocatalyst design through in-situ techniques and data mining approaches
    Mingyu Ma
    Yuqing Wang
    Yanting Liu
    Shasha Guo
    Zheng Liu
    Nano Convergence, 12 (1)