Soot-in-oil 3D volume reconstruction through the use of electron tomography: an introductory study

Understanding soot nanoparticle interaction with oil additives and the causes of soot-induced thickening would assist in lubricant formulation, prolonging engine life and improving engine efficiency. Three-dimensional measurement of soot structures is currently not undertaken as established techniqu...

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Main Authors: La Rocca, Antonino, Campbell, J., Fay, Mike W., Orhan, O.
Format: Article
Language:English
Published: Springer 2016
Subjects:
Online Access:https://eprints.nottingham.ac.uk/44131/
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author La Rocca, Antonino
Campbell, J.
Fay, Mike W.
Orhan, O.
author_facet La Rocca, Antonino
Campbell, J.
Fay, Mike W.
Orhan, O.
author_sort La Rocca, Antonino
building Nottingham Research Data Repository
collection Online Access
description Understanding soot nanoparticle interaction with oil additives and the causes of soot-induced thickening would assist in lubricant formulation, prolonging engine life and improving engine efficiency. Three-dimensional measurement of soot structures is currently not undertaken as established techniques are limited to two dimensions. While they give valuable information on the structure and reactivity of soot nanoparticles, it is not easy to correlate this to geometry of primary particles and agglomerates. In this work, we investigate the development and application of 3D-TEM for characterisation of soot agglomerates as a new capability to yield information on the volumetric character of fractal nanoparticles. This investigation looks at the feasibility for volume reconstruction of nanometric soot particles in used engine oil from multiple imaging at different tilt angles. Bright-field TEM was used to capture two-dimensional images of soot. Heptane and diethyl ether washes were used to remove volatile contaminants and allowed for images from −60° to +60° tilt with no sign of carbon build-up to be acquired. Tomographic reconstruction from the aligned tilt-series images based on weighted back-projection algorithm has yielded useful information about complex soot nanoparticle size. Estimation of soot mass in oil by nanoparticle tracking analysis (NTA) can be considerably improved by taking into account the three-dimensional shape of the soot agglomerate including the shape factor in the calculations. 3D-TEM measurements were compared with values calculated by using a single-sphere approach when tracking nanoparticles moving under Brownian motion. A shape factor was calculated, dividing the surface area and volume calculated using spherical geometrical estimates, by the respective values calculated using the 3D models. The spherical model of the particle is found on average to overestimate the surface area by sevenfold, and the volume to the actual soot agglomerate by 23 times. Applying the calculated shape factor as a correction reduces the NTA overestimation by one order of magnitude.
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spelling nottingham-441312018-01-19T07:08:53Z https://eprints.nottingham.ac.uk/44131/ Soot-in-oil 3D volume reconstruction through the use of electron tomography: an introductory study La Rocca, Antonino Campbell, J. Fay, Mike W. Orhan, O. Understanding soot nanoparticle interaction with oil additives and the causes of soot-induced thickening would assist in lubricant formulation, prolonging engine life and improving engine efficiency. Three-dimensional measurement of soot structures is currently not undertaken as established techniques are limited to two dimensions. While they give valuable information on the structure and reactivity of soot nanoparticles, it is not easy to correlate this to geometry of primary particles and agglomerates. In this work, we investigate the development and application of 3D-TEM for characterisation of soot agglomerates as a new capability to yield information on the volumetric character of fractal nanoparticles. This investigation looks at the feasibility for volume reconstruction of nanometric soot particles in used engine oil from multiple imaging at different tilt angles. Bright-field TEM was used to capture two-dimensional images of soot. Heptane and diethyl ether washes were used to remove volatile contaminants and allowed for images from −60° to +60° tilt with no sign of carbon build-up to be acquired. Tomographic reconstruction from the aligned tilt-series images based on weighted back-projection algorithm has yielded useful information about complex soot nanoparticle size. Estimation of soot mass in oil by nanoparticle tracking analysis (NTA) can be considerably improved by taking into account the three-dimensional shape of the soot agglomerate including the shape factor in the calculations. 3D-TEM measurements were compared with values calculated by using a single-sphere approach when tracking nanoparticles moving under Brownian motion. A shape factor was calculated, dividing the surface area and volume calculated using spherical geometrical estimates, by the respective values calculated using the 3D models. The spherical model of the particle is found on average to overestimate the surface area by sevenfold, and the volume to the actual soot agglomerate by 23 times. Applying the calculated shape factor as a correction reduces the NTA overestimation by one order of magnitude. Springer 2016-01 Article PeerReviewed application/pdf en https://eprints.nottingham.ac.uk/44131/1/Soot-in-Oil%203D%20Volume%20Reconstruction%20Through%20the%20Use%20of%20Electron%20Tomography-%20An%20Introductory%20Study%20%28002%29.pdf La Rocca, Antonino, Campbell, J., Fay, Mike W. and Orhan, O. (2016) Soot-in-oil 3D volume reconstruction through the use of electron tomography: an introductory study. Tribology Letters, 61 (1). 8/1-8/15. ISSN 1573-2711 Soot; Nanoparticles; Tomography; Transmission electron microscopy; Lubricant oil; Nanoparticle tracking analysis https://link.springer.com/article/10.1007%2Fs11249-015-0625-z doi:10.1007/s11249-015-0625-z doi:10.1007/s11249-015-0625-z
spellingShingle Soot; Nanoparticles; Tomography; Transmission electron microscopy; Lubricant oil; Nanoparticle tracking analysis
La Rocca, Antonino
Campbell, J.
Fay, Mike W.
Orhan, O.
Soot-in-oil 3D volume reconstruction through the use of electron tomography: an introductory study
title Soot-in-oil 3D volume reconstruction through the use of electron tomography: an introductory study
title_full Soot-in-oil 3D volume reconstruction through the use of electron tomography: an introductory study
title_fullStr Soot-in-oil 3D volume reconstruction through the use of electron tomography: an introductory study
title_full_unstemmed Soot-in-oil 3D volume reconstruction through the use of electron tomography: an introductory study
title_short Soot-in-oil 3D volume reconstruction through the use of electron tomography: an introductory study
title_sort soot-in-oil 3d volume reconstruction through the use of electron tomography: an introductory study
topic Soot; Nanoparticles; Tomography; Transmission electron microscopy; Lubricant oil; Nanoparticle tracking analysis
url https://eprints.nottingham.ac.uk/44131/
https://eprints.nottingham.ac.uk/44131/
https://eprints.nottingham.ac.uk/44131/