Anthropic potentially toxic element (PTE) releases can lead to persistent pollution in soil. Monitoring PTEs by their detection and quantification on large scale is of great interest. The vegetation exposed to PTEs can exhibit a reduction of physiological activities, structural damage ... Such vegetation trait changes impact the spectral signature in the reflective domain 0.4-2.5 mu m. The objective of this study is to characterize the impact of PTEs on the spectral signature of two pine species (Aleppo and Stone pines) in the reflective domain and ensure their assessment. The study focuses on nine PTEs: As, Cr, Cu, Fe, Mn, Mo, Ni, Pb, Zn. The spectra are measured by an in-field spectrometer and an aerial hyperspectral instrument on a former ore processing site. They are completed by measurements related to vegetation traits at needle and tree scales (photosynthetic pigments, dry matter, morphometry ...) to define the most sensitive vegetation parameter to each PTE in soil. A result of this study is that chlorophylls and carotenoids are the most correlated to PTE contents. Context-specific spectral indices are specified and used to assess metal contents in soil by regression. These new vegetation indices are compared at needle and canopy scales to literature indices. Most of the PTE contents are predicted at both scales with Pearson correlation scores between 0.6 and 0.9, depending on species and scale.
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Curtin Univ, Western Australian Sch Mines Minerals Energy & Ch, Fac Sci & Engn, Kalgoorlie, WA 6403, AustraliaCurtin Univ, Western Australian Sch Mines Minerals Energy & Ch, Fac Sci & Engn, Kalgoorlie, WA 6403, Australia
Aghaei, Elham
Wang, Zexiang
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Curtin Univ, Western Australian Sch Mines Minerals Energy & Ch, Fac Sci & Engn, Kalgoorlie, WA 6403, AustraliaCurtin Univ, Western Australian Sch Mines Minerals Energy & Ch, Fac Sci & Engn, Kalgoorlie, WA 6403, Australia
Wang, Zexiang
Tadesse, Bogale
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Curtin Univ, Western Australian Sch Mines Minerals Energy & Ch, Fac Sci & Engn, Kalgoorlie, WA 6403, AustraliaCurtin Univ, Western Australian Sch Mines Minerals Energy & Ch, Fac Sci & Engn, Kalgoorlie, WA 6403, Australia
Tadesse, Bogale
Tabelin, Carlito Baltazar
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Univ New South Wales, Sch Minerals & Energy Resources Engn, Fac Engn, Sydney, NSW 2052, AustraliaCurtin Univ, Western Australian Sch Mines Minerals Energy & Ch, Fac Sci & Engn, Kalgoorlie, WA 6403, Australia
Tabelin, Carlito Baltazar
Quadir, Zakaria
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Curtin Univ, John de Laeter Ctr, Fac Sci & Engn, Bentley, WA 6845, Australia
Curtin Univ, Sch Civil & Mech Engn, Fac Sci & Engn, Bentley, WA 6845, AustraliaCurtin Univ, Western Australian Sch Mines Minerals Energy & Ch, Fac Sci & Engn, Kalgoorlie, WA 6403, Australia
Quadir, Zakaria
Alorro, Richard Diaz
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Curtin Univ, Western Australian Sch Mines Minerals Energy & Ch, Fac Sci & Engn, Kalgoorlie, WA 6403, AustraliaCurtin Univ, Western Australian Sch Mines Minerals Energy & Ch, Fac Sci & Engn, Kalgoorlie, WA 6403, Australia
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Univ Autonoma Nuevo Leon, Fac Ciencias Quim, UANL, Cd Univ,Ave Univ S-N, San Nicolas De Los Garza 66455, NL, MexicoUniv Autonoma Nuevo Leon, Fac Ciencias Quim, UANL, Cd Univ,Ave Univ S-N, San Nicolas De Los Garza 66455, NL, Mexico
Silva-Gigante, M.
Hinojosa-Reyes, L.
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Univ Autonoma Nuevo Leon, Fac Ciencias Quim, UANL, Cd Univ,Ave Univ S-N, San Nicolas De Los Garza 66455, NL, MexicoUniv Autonoma Nuevo Leon, Fac Ciencias Quim, UANL, Cd Univ,Ave Univ S-N, San Nicolas De Los Garza 66455, NL, Mexico
Hinojosa-Reyes, L.
Bazzan-Dessuy, M.
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Univ Fed Rio Grande do Sul, Inst Quim, Ave Bento Goncalves, BR-9500 Porto Alegre, RS, BrazilUniv Autonoma Nuevo Leon, Fac Ciencias Quim, UANL, Cd Univ,Ave Univ S-N, San Nicolas De Los Garza 66455, NL, Mexico
Bazzan-Dessuy, M.
Rosas-Castor, J. M.
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Univ Autonoma Nuevo Leon, Fac Ciencias Quim, UANL, Cd Univ,Ave Univ S-N, San Nicolas De Los Garza 66455, NL, MexicoUniv Autonoma Nuevo Leon, Fac Ciencias Quim, UANL, Cd Univ,Ave Univ S-N, San Nicolas De Los Garza 66455, NL, Mexico
Rosas-Castor, J. M.
Torres-Gaytan, D. E.
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Inst Potosino Invest Cient & Tecnol, Div Geociencias Aplicadas, IPICYT, Camino La Presa San Jose 2055 Col, San Luis Potosi 78216, Slp, MexicoUniv Autonoma Nuevo Leon, Fac Ciencias Quim, UANL, Cd Univ,Ave Univ S-N, San Nicolas De Los Garza 66455, NL, Mexico
Torres-Gaytan, D. E.
Quero-Jimenez, P. C.
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Univ Autonoma Nuevo Leon, Fac Ciencias Quim, UANL, Cd Univ,Ave Univ S-N, San Nicolas De Los Garza 66455, NL, MexicoUniv Autonoma Nuevo Leon, Fac Ciencias Quim, UANL, Cd Univ,Ave Univ S-N, San Nicolas De Los Garza 66455, NL, Mexico
Quero-Jimenez, P. C.
Caballero-Quintero, A.
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Tecnol Monterrey, Escuela Ingn & Ciencias, Dept Ciencias Quim & Nanotecnol, Ave Eugenio Garza Sada 2501 Sur, Monterrey 64890, NL, MexicoUniv Autonoma Nuevo Leon, Fac Ciencias Quim, UANL, Cd Univ,Ave Univ S-N, San Nicolas De Los Garza 66455, NL, Mexico
Caballero-Quintero, A.
Guzman-Mar, J. L.
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Univ Autonoma Nuevo Leon, Fac Ciencias Quim, UANL, Cd Univ,Ave Univ S-N, San Nicolas De Los Garza 66455, NL, MexicoUniv Autonoma Nuevo Leon, Fac Ciencias Quim, UANL, Cd Univ,Ave Univ S-N, San Nicolas De Los Garza 66455, NL, Mexico