Soil and Landscape Science, School of Molecular and Life Sciences, Faculty of Science and Engineering, Curtin University, G.P.O. Box U1987, Perth, WA 6845, Australia
Haylee D'Agui
ARC Centre for Mine Site Restoration, School of Molecular and Life Sciences, Faculty of Science and Engineering, Curtin University, G.P.O. Box U1987, Perth, WA 6845, Australia
Soil and Landscape Science, School of Molecular and Life Sciences, Faculty of Science and Engineering, Curtin University, G.P.O. Box U1987, Perth, WA 6845, Australia
Mingxi Zhang
Soil and Landscape Science, School of Molecular and Life Sciences, Faculty of Science and Engineering, Curtin University, G.P.O. Box U1987, Perth, WA 6845, Australia
Tsoek Man Yiu
Soil and Landscape Science, School of Molecular and Life Sciences, Faculty of Science and Engineering, Curtin University, G.P.O. Box U1987, Perth, WA 6845, Australia
Kingsley Dixon
ARC Centre for Mine Site Restoration, School of Molecular and Life Sciences, Faculty of Science and Engineering, Curtin University, G.P.O. Box U1987, Perth, WA 6845, Australia
Paul Nevill
ARC Centre for Mine Site Restoration, School of Molecular and Life Sciences, Faculty of Science and Engineering, Curtin University, G.P.O. Box U1987, Perth, WA 6845, Australia
Trace and Environmental DNA Laboratory, School of Molecular and Life Sciences, Faculty of Science and Engineering, Curtin University, G.P.O Box U1987, Perth, WA, 6845, Australia
Adam Cross
ARC Centre for Mine Site Restoration, School of Molecular and Life Sciences, Faculty of Science and Engineering, Curtin University, G.P.O. Box U1987, Perth, WA 6845, Australia
EcoHealth Network, 1330 Beacon St, Suite 355a, Brookline, MA 02446, USA
Mohana Matangulu
Soil and Landscape Science, School of Molecular and Life Sciences, Faculty of Science and Engineering, Curtin University, G.P.O. Box U1987, Perth, WA 6845, Australia
Yang Hu
Soil and Landscape Science, School of Molecular and Life Sciences, Faculty of Science and Engineering, Curtin University, G.P.O. Box U1987, Perth, WA 6845, Australia
Soil and Landscape Science, School of Molecular and Life Sciences, Faculty of Science and Engineering, Curtin University, G.P.O. Box U1987, Perth, WA 6845, Australia
Viewed
Total article views: 3,124 (including HTML, PDF, and XML)
HTML
PDF
XML
Total
BibTeX
EndNote
2,334
722
68
3,124
55
46
HTML: 2,334
PDF: 722
XML: 68
Total: 3,124
BibTeX: 55
EndNote: 46
Views and downloads (calculated since 15 Feb 2022)
Cumulative views and downloads
(calculated since 15 Feb 2022)
Total article views: 2,249 (including HTML, PDF, and XML)
HTML
PDF
XML
Total
BibTeX
EndNote
1,749
462
38
2,249
38
30
HTML: 1,749
PDF: 462
XML: 38
Total: 2,249
BibTeX: 38
EndNote: 30
Views and downloads (calculated since 18 Jul 2022)
Cumulative views and downloads
(calculated since 18 Jul 2022)
Total article views: 875 (including HTML, PDF, and XML)
HTML
PDF
XML
Total
BibTeX
EndNote
585
260
30
875
17
16
HTML: 585
PDF: 260
XML: 30
Total: 875
BibTeX: 17
EndNote: 16
Views and downloads (calculated since 15 Feb 2022)
Cumulative views and downloads
(calculated since 15 Feb 2022)
Viewed (geographical distribution)
Total article views: 3,124 (including HTML, PDF, and XML)
Thereof 3,005 with geography defined
and 119 with unknown origin.
Total article views: 2,249 (including HTML, PDF, and XML)
Thereof 2,169 with geography defined
and 80 with unknown origin.
Total article views: 875 (including HTML, PDF, and XML)
Thereof 836 with geography defined
and 39 with unknown origin.
We compared miniaturised visible and near-infrared spectrometers to a portable visible–near-infrared instrument, which is more expensive. Statistical and machine learning algorithms were used to model 29 key soil health indicators. Accuracy of the miniaturised spectrometers was comparable to the portable system. Soil spectroscopy with these tiny sensors is cost-effective and could diagnose soil health, help monitor soil rehabilitation, and deliver positive environmental and economic outcomes.
We compared miniaturised visible and near-infrared spectrometers to a portable...