Abstract
Aiming to determine the size distribution and surface area per unit mass of catalyst nanoparticles for fuel cells, we have developed a novel method of digital image processing that quantitatively determines the size of individual nano-particles from atomic-resolution transmission electron microscopy images. After introducing the basic concept of this new method, we demonstrate its efficiency using platinum nanoparticles on carbon support as a model system. Special attention is given to the error that can be introduced by estimating the surface area per unit mass from the distribution of particle diameters in the presence of asymmetry of the particle size about the mean.
Dedicated to Professor Dr. Knut Urban on the occasion of his 65th birthday
Funding statement: Stephen Campbell is gratefully acknowledged for stimulating discussions.We acknowledge the Department of Energy for financial support under contract# DE-FC36-03-GO13107
References
[1] M. Arenz, K.J.J. Mayrhofer, V. Stamenkovic, B.B. Blizanac, T. Tomoyuki, P.N. Ross, N.M. Markovic: J. Am. Chem. Soc. 127 (2005) 6819.10.1021/ja043602hSearch in Google Scholar PubMed
[2] V. Radmilovic, H.A.Gasteiger, P.N. Ross: J. Catalysis 154 (1995) 98.10.1006/jcat.1995.1151Search in Google Scholar
[3] N. Martz, C. Roth, H. Fueß: J. Appl. Electrochemistry 35 (2005) 85.10.1007/s10800-004-4059-9Search in Google Scholar
[4] S. Campbell, unpublished.Search in Google Scholar
[5] J.R. Anderson, K.C. Pratt: Introduction to Characterization and Testing of Catalysts, Academic Press, Sydney (1985).Search in Google Scholar
[6] K.R. Castleman: Digital Image Processing, Prentice Hall, Upper Saddle River (1996).Search in Google Scholar
[7] H.E. Swanson, E. Tatge: National Bureau of Standards Circular 539, Vol. 1 (1953).Search in Google Scholar
[8] E.D. Zysk, in: T. Lyman (Ed.), Metals Handbook, Vol. 1, American Society for Metals, Novelty, Ohio (1961) 1189.Search in Google Scholar
[9] E.W. Weisstein: CRC Concise Encyclopedia of Mathematics, CRC Press, Boca Raton, Florida (1999).Search in Google Scholar
[10] A.C. Cohen, in: E.L. Crow, K. Shimizu (Eds.), Lognormal Distributions – Theory and Applications, Marcel Dekker Inc., New York (1988) 113.Search in Google Scholar
© 2006 Carl Hanser Verlag, München
Articles in the same Issue
- Frontmatter
- Editorial
- Professor Dr. Knut Urban 65 Years
- Basic
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- Atomic resolution electron tomography: a dream?
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- Aberration correction in electron microscopy
- Off-axis electron holography: Materials analysis at atomic resolution
- Determination of phases of complex scattering amplitudes and two-particle structure factors by investigating diffractograms of thin amorphous foils
- Prospects of the multislice method for CBED pattern calculation
- Electron energy-loss spectrometry for metals:some thoughts beyond microanalysis
- Quantitative assessment of nanoparticle size distributions from HRTEM images
- Quantitative microstructural and spectroscopic investigation of inversion domain boundaries in sintered zinc oxide ceramics doped with iron oxide
- Structural domains in antiferromagnetic LaFeO3 thin films
- Short-range order of liquid Ti72.3Fe27.7 investigated by a combination of neutron scattering and X-ray diffraction
- Extended interfacial structure between two asymmetrical facets of a Σ = 9 grain boundary in copper
- Dislocation imaging in fcc colloidal single crystals
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- Mixed (Sr1 − xCax)33Bi24Al48O141 fullerenoids: the defect structure analysed by (S)TEM techniques
- Wetting of aluminium-based complex metallic alloys
- Annealing-induced phase transitions in a Zr–Ti–Nb–Cu–Ni–Al bulk metallic glass matrix composite containing quasicrystalline precipitates
- Special planar defects in the structural complex metallic alloys of Al–Pd–Mn and Al–Ni–Rh
- On the formation of Si nanowires by molecular beam epitaxy
- Self-induced oscillations in Si and other semiconductors
- Growth, interface structure, and magnetic properties of Fe/GaAs and Fe3Si/GaAs hybrid systems
- An investigation of improved titanium/titanium nitride barriers for submicron aluminum-filled contacts by energy-filtered transmission electron microscopy
- Radiation damage during HRTEM studies in pure Al and Al alloys
- Cross-sectional high-resolution transmission electron microscopy at Mo/Si multilayer stacks
- Structural properties of the fiber –matrix interface in carbon-fiber/carbon-matrix composites and interfaces between carbon layers and planar substrates
- Microstructure and properties of surface-treated Timetal 834
- Notifications
- Personal
- Conferences
Articles in the same Issue
- Frontmatter
- Editorial
- Professor Dr. Knut Urban 65 Years
- Basic
- Ordering processes and atomic defects in FeCo
- Atomic resolution electron tomography: a dream?
- Electron tomography of microelectronic device interconnects
- Aberration correction in electron microscopy
- Off-axis electron holography: Materials analysis at atomic resolution
- Determination of phases of complex scattering amplitudes and two-particle structure factors by investigating diffractograms of thin amorphous foils
- Prospects of the multislice method for CBED pattern calculation
- Electron energy-loss spectrometry for metals:some thoughts beyond microanalysis
- Quantitative assessment of nanoparticle size distributions from HRTEM images
- Quantitative microstructural and spectroscopic investigation of inversion domain boundaries in sintered zinc oxide ceramics doped with iron oxide
- Structural domains in antiferromagnetic LaFeO3 thin films
- Short-range order of liquid Ti72.3Fe27.7 investigated by a combination of neutron scattering and X-ray diffraction
- Extended interfacial structure between two asymmetrical facets of a Σ = 9 grain boundary in copper
- Dislocation imaging in fcc colloidal single crystals
- Applied
- Omega phase transformation – morphologies and mechanisms
- Mixed (Sr1 − xCax)33Bi24Al48O141 fullerenoids: the defect structure analysed by (S)TEM techniques
- Wetting of aluminium-based complex metallic alloys
- Annealing-induced phase transitions in a Zr–Ti–Nb–Cu–Ni–Al bulk metallic glass matrix composite containing quasicrystalline precipitates
- Special planar defects in the structural complex metallic alloys of Al–Pd–Mn and Al–Ni–Rh
- On the formation of Si nanowires by molecular beam epitaxy
- Self-induced oscillations in Si and other semiconductors
- Growth, interface structure, and magnetic properties of Fe/GaAs and Fe3Si/GaAs hybrid systems
- An investigation of improved titanium/titanium nitride barriers for submicron aluminum-filled contacts by energy-filtered transmission electron microscopy
- Radiation damage during HRTEM studies in pure Al and Al alloys
- Cross-sectional high-resolution transmission electron microscopy at Mo/Si multilayer stacks
- Structural properties of the fiber –matrix interface in carbon-fiber/carbon-matrix composites and interfaces between carbon layers and planar substrates
- Microstructure and properties of surface-treated Timetal 834
- Notifications
- Personal
- Conferences