Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks
We describe the use of handheld X-ray fluorescence, for elephant tusk species identification. Asian (n = 72) and African (n = 85) elephant tusks were scanned and we utilized the species differences in elemental composition to develop a functional model differentiating between species with high preci...
Saved in:
Main Authors: | , , , , , , , , , , , |
---|---|
Format: | Journal |
Published: |
2017
|
Online Access: | https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84964228155&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/41946 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Chiang Mai University |
id |
th-cmuir.6653943832-41946 |
---|---|
record_format |
dspace |
spelling |
th-cmuir.6653943832-419462017-09-28T04:24:19Z Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks Buddhachat K. Thitaram C. Brown J. Klinhom S. Bansiddhi P. Penchart K. Ouitavon K. Sriaksorn K. Pa-In C. Kanchanasaka B. Somgird C. Nganvongpanit K. We describe the use of handheld X-ray fluorescence, for elephant tusk species identification. Asian (n = 72) and African (n = 85) elephant tusks were scanned and we utilized the species differences in elemental composition to develop a functional model differentiating between species with high precision. Spatially, the majority of measured elements (n = 26) exhibited a homogeneous distribution in cross-section, but a more heterologous pattern in the longitudinal direction. Twenty-one of twenty four elements differed between Asian and African samples. Data were subjected to hierarchical cluster analysis followed by a stepwise discriminant analysis, which identified elements for the functional equation. The best equation consisted of ratios of Si, S, Cl, Ti, Mn, Ag, Sb and W, with Zr as the denominator. Next, Bayesian binary regression model analysis was conducted to predict the probability that a tusk would be of African origin. A cut-off value was established to improve discrimination. This Bayesian hybrid classification model was then validated by scanning an additional 30 Asian and 41 African tusks, which showed high accuracy (94%) and precision (95%) rates. We conclude that handheld XRF is an accurate, non-invasive method to discriminate origin of elephant tusks provides rapid results applicable to use in the field. 2017-09-28T04:24:19Z 2017-09-28T04:24:19Z 2016-04-21 Journal 2-s2.0-84964228155 10.1038/srep24845 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84964228155&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/41946 |
institution |
Chiang Mai University |
building |
Chiang Mai University Library |
country |
Thailand |
collection |
CMU Intellectual Repository |
description |
We describe the use of handheld X-ray fluorescence, for elephant tusk species identification. Asian (n = 72) and African (n = 85) elephant tusks were scanned and we utilized the species differences in elemental composition to develop a functional model differentiating between species with high precision. Spatially, the majority of measured elements (n = 26) exhibited a homogeneous distribution in cross-section, but a more heterologous pattern in the longitudinal direction. Twenty-one of twenty four elements differed between Asian and African samples. Data were subjected to hierarchical cluster analysis followed by a stepwise discriminant analysis, which identified elements for the functional equation. The best equation consisted of ratios of Si, S, Cl, Ti, Mn, Ag, Sb and W, with Zr as the denominator. Next, Bayesian binary regression model analysis was conducted to predict the probability that a tusk would be of African origin. A cut-off value was established to improve discrimination. This Bayesian hybrid classification model was then validated by scanning an additional 30 Asian and 41 African tusks, which showed high accuracy (94%) and precision (95%) rates. We conclude that handheld XRF is an accurate, non-invasive method to discriminate origin of elephant tusks provides rapid results applicable to use in the field. |
format |
Journal |
author |
Buddhachat K. Thitaram C. Brown J. Klinhom S. Bansiddhi P. Penchart K. Ouitavon K. Sriaksorn K. Pa-In C. Kanchanasaka B. Somgird C. Nganvongpanit K. |
spellingShingle |
Buddhachat K. Thitaram C. Brown J. Klinhom S. Bansiddhi P. Penchart K. Ouitavon K. Sriaksorn K. Pa-In C. Kanchanasaka B. Somgird C. Nganvongpanit K. Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks |
author_facet |
Buddhachat K. Thitaram C. Brown J. Klinhom S. Bansiddhi P. Penchart K. Ouitavon K. Sriaksorn K. Pa-In C. Kanchanasaka B. Somgird C. Nganvongpanit K. |
author_sort |
Buddhachat K. |
title |
Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks |
title_short |
Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks |
title_full |
Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks |
title_fullStr |
Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks |
title_full_unstemmed |
Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks |
title_sort |
use of handheld x-ray fluorescence as a non-invasive method to distinguish between asian and african elephant tusks |
publishDate |
2017 |
url |
https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84964228155&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/41946 |
_version_ |
1681422096594370560 |