Statistical Determination of Atomic-Scale Characteristics of Gold Nanocrystals Based on Correlative Multiscale Transmission Electron Microscopy

Atomic-scale characteristics of individual nanocrystals (NCs), such as the crystallographic orientation of their facets and the kind and density of crystal structure defects, play a tremendous role for the functionality and performance of the whole NC population. However, these features are usually quantified only for a small number of individual particles, and thus with limited statistical relevance. In the present work, we developed the multiscale approach available in transmission electron microscopy (TEM) further, and applied it to describe features of different types of Au NCs in a statistical and scale-bridging manner. This approach combines high-resolution TEM, which is capable of describing the characteristics of NCs on atomic scale, with a semi-automatic analysis of low-magnification high-angle annular dark-field scanning TEM images, which reveals the nanoscopic morphological attributes of NCs with good statistics. The results of these complementary techniques are combined and correlated. The potential of this multiscale approach is illustrated on two examples. In the first one, the habitus of Au NCs was classified and assigned to multiply twinned nanoparticles and nanoplates. These classes were quantified and related to different stacking fault densities. The second example demonstrates the statistical determination of crystallographic orientations and configurations of facets in Au nanorods.

[1]  K. Kočí,et al.  Photocatalytic water splitting over CeO2/Fe2O3/Ver photocatalysts , 2021 .

[2]  Seokyoung Yoon,et al.  Statistical Characterization of the Morphologies of Nanoparticles through Machine Learning Based Electron Microscopy Image Analysis. , 2020, ACS nano.

[3]  S. Haigh,et al.  Automated Single-Particle Reconstruction of Heterogeneous Inorganic Nanoparticles , 2020, Microscopy and Microanalysis.

[4]  D. Rafaja,et al.  Microstructure characteristics of non-monodisperse quantum dots: on the potential of transmission electron microscopy combined with X-ray diffraction , 2020 .

[5]  L. Liz‐Marzán,et al.  Anisotropic Noble Metal Nanocrystal Growth: The Role of Halides* , 2014, Colloidal Synthesis of Plasmonic Nanometals.

[6]  Younan Xia,et al.  Oberflächenstabilisatoren und ihre Rolle bei der formkontrollierten Synthese von kolloidalen Metall‐Nanokristallen , 2020, Angewandte Chemie.

[7]  G. Garnweitner,et al.  Dimensional characterization of cadmium selenide nanocrystals via indirect Fourier transform evaluation of small-angle X-ray scattering data , 2019, Nano Research.

[8]  Colin Ophus,et al.  Four-Dimensional Scanning Transmission Electron Microscopy (4D-STEM): From Scanning Nanodiffraction to Ptychography and Beyond , 2019, Microscopy and Microanalysis.

[9]  M. Motylenko,et al.  Microstructure and thermal stability of Mo-(Ag)-N coatings with high nitrogen content , 2018, Surface and Coatings Technology.

[10]  J. Nam,et al.  Precisely Shaped, Uniformly Formed Gold Nanocubes with Ultrahigh Reproducibility in Single-Particle Scattering and Surface-Enhanced Raman Scattering. , 2018, Nano letters.

[11]  Frank Einar Kruis,et al.  Fully automated primary particle size analysis of agglomerates on transmission electron microscopy images via artificial neural networks , 2018, Powder Technology.

[12]  M. Weyland,et al.  The evolution of size, shape, and surface morphology of gold nanorods. , 2018, Chemical communications.

[13]  J. Etheridge,et al.  A Mechanism for Symmetry Breaking and Shape Control in Single-Crystal Gold Nanorods. , 2017, Accounts of chemical research.

[14]  J. Han,et al.  Systematic study of interdependent relationship on gold nanorod synthesis assisted by electron microscopy image analysis. , 2017, Nanoscale.

[15]  Vincenzo Amendola,et al.  Surface plasmon resonance in gold nanoparticles: a review , 2017, Journal of physics. Condensed matter : an Institute of Physics journal.

[16]  D. Su Advanced electron microscopy characterization of nanomaterials for catalysis , 2017 .

[17]  Q. Huo,et al.  Techniques for Accurate Sizing of Gold Nanoparticles Using Dynamic Light Scattering with Particular Application to Chemical and Biological Sensing Based on Aggregate Formation. , 2016, ACS applied materials & interfaces.

[18]  S. Gemming,et al.  Thermally induced formation of metastable nanocomposites in amorphous Cr-Zr-O thin films deposited using reactive ion beam sputtering , 2016 .

[19]  H. Xin,et al.  Facet Control of Gold Nanorods. , 2016, ACS nano.

[20]  D. Muller,et al.  High Dynamic Range Pixel Array Detector for Scanning Transmission Electron Microscopy , 2015, Microscopy and Microanalysis.

[21]  R. Cortes-Huerto,et al.  Gold Nanoparticle Internal Structure and Symmetry Probed by Unified Small-Angle X-ray Scattering and X-ray Diffraction Coupled with Molecular Dynamics Analysis. , 2015, Nano letters.

[22]  B. Ingham X-ray scattering characterisation of nanoparticles , 2015 .

[23]  W. Peukert,et al.  New possibilities of accurate particle characterisation by applying direct boundary models to analytical centrifugation. , 2015, Nanoscale.

[24]  C. Dwyer,et al.  Stability of crystal facets in gold nanorods. , 2015, Nano letters.

[25]  Younan Xia,et al.  Use of reduction rate as a quantitative knob for controlling the twin structure and shape of palladium nanocrystals. , 2015, Nano letters.

[26]  Cherie R. Kagan,et al.  Prospects of nanoscience with nanocrystals. , 2015, ACS nano.

[27]  K. Rademann,et al.  In situ determination of colloidal gold concentrations with UV-vis spectroscopy: limitations and perspectives. , 2014, Analytical chemistry.

[28]  C. Baehtz,et al.  Capability of X-ray diffraction for the study of microstructure of metastable thin films , 2014, IUCrJ.

[29]  Qingfeng Zhang,et al.  Facet-Dependent Catalytic Activities of Au Nanoparticles Enclosed by High-Index Facets , 2014 .

[30]  Zhong Lin Wang,et al.  Enhanced electrocatalytic activity on gold nanocrystals enclosed by high-index facets for oxygen reduction , 2014 .

[31]  Matt Trau,et al.  A comparative study of submicron particle sizing platforms: accuracy, precision and resolution analysis of polydisperse particle size distributions. , 2013, Journal of colloid and interface science.

[32]  C. Murray,et al.  Seeded growth of monodisperse gold nanorods using bromide-free surfactant mixtures. , 2013, Nano letters.

[33]  Younan Xia,et al.  Quantitative analysis of the coverage density of Br- ions on Pd{100} facets and its role in controlling the shape of Pd nanocrystals. , 2013, Journal of the American Chemical Society.

[34]  C. Kumar,et al.  UV-VIS and Photoluminescence Spectroscopy for Nanomaterials Characterization , 2013 .

[35]  L. Liz‐Marzán,et al.  Atomic-scale determination of surface facets in gold nanorods. , 2012, Nature materials.

[36]  Q. Huo,et al.  Dynamic light scattering for gold nanorod size characterization and study of nanorod–protein interactions , 2012, Gold Bulletin.

[37]  C. Mirkin,et al.  Defining rules for the shape evolution of gold nanoparticles. , 2012, Journal of the American Chemical Society.

[38]  R. Vaia,et al.  In Situ UV/Vis, SAXS, and TEM Study of Single-Phase Gold Nanoparticle Growth , 2012 .

[39]  M. P. Stoykovich,et al.  Classifying the Shape of Colloidal Nanocrystals by Complex Fourier Descriptor Analysis , 2012 .

[40]  C. Mirkin,et al.  Shape control of gold nanoparticles by silver underpotential deposition. , 2011, Nano letters.

[41]  Xiaogang Han,et al.  Role of salt in the spontaneous assembly of charged gold nanoparticles in ethanol. , 2011, Langmuir : the ACS journal of surfaces and colloids.

[42]  M. Weyland,et al.  Three-dimensional morphology and crystallography of gold nanorods. , 2011, Nano letters.

[43]  L. Liz‐Marzán,et al.  The crystalline structure of gold nanorods revisited: evidence for higher-index lateral facets. , 2010, Angewandte Chemie.

[44]  A. Kirkland,et al.  Nanogold: a quantitative phase map. , 2009, ACS nano.

[45]  Nathalie Tufenkji,et al.  Characterizing manufactured nanoparticles in the environment: multimethod determination of particle sizes. , 2009, Environmental science & technology.

[46]  M. Meneghetti,et al.  Size Evaluation of Gold Nanoparticles by UV−vis Spectroscopy , 2009 .

[47]  Younan Xia,et al.  Shape-controlled synthesis of metal nanocrystals: simple chemistry meets complex physics? , 2009, Angewandte Chemie.

[48]  M. José-Yacamán,et al.  On the interpretation of the forbidden spots observed in the electron diffraction patterns of flat Au triangular nanoparticles. , 2008, Ultramicroscopy.

[49]  L. Dubrovinsky,et al.  Synthesis, microstructure and hardness of bulk ultrahard BN nanocomposites , 2008 .

[50]  Peidong Yang,et al.  Shape Control of Colloidal Metal Nanocrystals , 2008 .

[51]  Yun Tang,et al.  Tailoring properties and functionalities of metal nanoparticles through crystallinity engineering. , 2007, Nature materials.

[52]  M. José-Yacamán,et al.  Analysis of the contrast in icosahedral gold nanoparticles , 2007 .

[53]  D. Fernig,et al.  Determination of size and concentration of gold nanoparticles from UV-vis spectra. , 2007, Analytical chemistry.

[54]  C. Lofton,et al.  Mechanisms Controlling Crystal Habits of Gold and Silver Colloids , 2005 .

[55]  C. Murphy,et al.  Anisotropic metal nanoparticles: Synthesis, assembly, and optical applications. , 2005, The journal of physical chemistry. B.

[56]  M. El-Sayed,et al.  Chemistry and properties of nanocrystals of different shapes. , 2005, Chemical reviews.

[57]  C. J. Johnson,et al.  Growth and form of gold nanorods prepared by seed-mediated, surfactant-directed synthesis , 2002 .

[58]  R. Pecora,et al.  Dynamic Light Scattering Measurement of Nanometer Particles in Liquids , 2000 .

[59]  P. Nellist,et al.  The principles and interpretation of annular dark-field Z-contrast imaging , 2000 .

[60]  Zhong Lin Wang,et al.  Crystallographic facets and shapes of gold nanorods of different aspect ratios , 1999 .

[61]  David B. Williams,et al.  Transmission Electron Microscopy , 1996 .

[62]  Fernand Meyer,et al.  Topographic distance and watershed lines , 1994, Signal Process..

[63]  D. W. Scott Multivariate Density Estimation: Theory, Practice, and Visualization , 1992, Wiley Series in Probability and Statistics.

[64]  S. Beucher,et al.  Morphological segmentation , 1990, J. Vis. Commun. Image Represent..

[65]  J. Slot,et al.  A new method of preparing gold probes for multiple-labeling cytochemistry. , 1985, European journal of cell biology.