Monitoring stress levels on rice with heavy metal pollution from hyperspectral reflectance data using wavelet-fractal analysis

International Journal of Applied Earth Observation and Geoinformation

Volumn 13, Issue 2, 2011, Pages 246-255

  Liu, Meiling ^a   Liu, Xiangnan ^a   Ding, Weicui ^b   Wu, Ling ^a  

^a CHINA UNIVERSITY OF GEOSCIENCES   (China)

^b INSTITUTE OF GEOLOGY   (China)

Author keywords

Fractal analysis; Heavy metal pollution; Hyperspectral reflectance; Stress information; Wavelet transform

Indexed keywords

AGRICULTURAL PRODUCTION; DETECTION METHOD; FRACTAL ANALYSIS; HEAVY METAL; PADDY FIELD; POLLUTION INCIDENCE; POLLUTION MONITORING; REMOTE SENSING; SPECTRAL ANALYSIS; SPECTRAL REFLECTANCE; TRANSFORM; WAVELET ANALYSIS;

CHANGCHUN; CHINA; JILIN;

EID: 79955610842     PISSN: 15698432     EISSN: 1872826X     Source Type: Journal    
DOI: 10.1016/j.jag.2010.12.006     Document Type: Article

References (36)

1. Bao, S.D., 2005. Soil Analytical Methods of Agronomic Chemistry. China Agricultural Science and Technology Press, Beijing, pp. 66-82 (in Chinese).
2. Blackburn, G.A., 2007. Wavelet decomposition of hyperspectral data: a novel approach to quantifying pigment concentrations in vegetation. International Journal of Remote Sensing 28 (12), 2831-2855.
3. Borodich, F.M., 1997. Some fractal models of fracture. Journal of the Mechanics and Physics of Solids 45 (2), 239-259.
4. Botha, E.J., Leblon, B., Zebarth, B., Watmough, J., 2007. Non-destructive estimation of potato leaf chlorophyll from canopy hyperspectral reflectance using the inverted PROSAIL model. Journal of Applied Earth Observation and Geoinformation 9, 360-374.
5. Bruce, L.M., Li, J., 2001. Wavelets for computationally efficient hyperspectral derivative analysis. IEEE Transactions on Geoscience and Remote Sensing 39 (7), 1540-1546.
6. Chang, S.H., Collins, W., 1983. Confirmation of the airborne biogeophysica mineral exploration technique using laboratory methods. Economic Geology 78 (4), 723-736.
7. Chi, G.Y., Liu, X.H., Liu, S.H., Yang, Z.F., 2006. Studies of relationships between Cu pollution and spectral characteristics of Tritiznm aestivum L. Spectroscopy and Spectral Analysis 26 (7), 1272-1276.
8. Chien, H.F., Wang, J.W., Lin, C.C., Kao, C.H., 2001. Cadmium toxicity of rice leaves is mediated through lipid peroxidation. Plant Growth Regulation 33 (3), 205-213.
9. Clevers, J., Kooistra, L., Salas, E.A.L., 2004. Study of heavy metal contamination in river floodplains using the red-edge position in spectroscopic data. International Journal of Remote Sensing 25 (19), 3883-3895.
10. Collins, W., Chang, S.H., Raines, G., Canney, F., Ashley, R., 1983. Airborne biogeophysical mapping of hidden mineral-deposits. Economic Geology 78 (4), 737-749.
11. Du, H.Q., Jin, W., Ge, H.L., Fan, W.Y., Xu, X.J., 2009. Using fractal dimensions of hyperspectral curves to analyze the healthy status of vegetation. Spectroscopy and Spectral Analysis 29 (8), 2136-2140.
12. Fernandes, J.C., Henriques, F.S., 1991. Biochemical, physiological, and structural effects of excess copper in plants. The Botanical Review 57 (3), 246-266.
13. Gallagher, F.J., Pechmann, I., Bogden, J.D., Grabosky, J., Weis, P., 2008. Soil metal concentrations and productivity of Betula populifolia (gray birch) as measured by field spectrometry and incremental annual growth in an abandoned urban Brownfield in New Jersey. Environmental Pollution 156 (3), 699-706.
14. Gitelson, A.A., Merzlyak, M.N., Lichtenthaler, H.K., 1996. Detection of red edge position and chlorophyll content by reflectance measurements near 700 nm. Journal of Plant Physiology 148 (3), 501-508.
15. Hang, X.S., Wang, H.Y., Zhou, J.M., Ma, C.L., Du, C.W., Chen, X.Q., 2009. Risk assessment of potentially toxic element pollution in soils and rice (Oryza sativa) in a typical area of the Yangtze River Delta. Environmental Pollution 157, 2542-2549.
16. Hu, P.S., Zhai, H.Q., Wan, J.M., 2002. New characteristics of rice production and quality improvement in China. Review of China Agricultural Science and Technology 4, 33-39 (in Chinese).
17. Huang, Y.Z., Hu, Y., Liu, Y.X., 2009. Combined toxicity of copper and cadmium to six rice genotypes (Oryza sativa L.). Journal of Environmental Sciences 21, 647-653.
18. Jongschaap, E.E., Booij, R., 2004. Spectral measurements at different spatial scales in potato: relating leaf, plant and canopy nitrogen status. International Journal of Applied Earth Observation and Geoinformation 5, 205-218.
19. Kemper, T., Sommer, S., 2002. Estimate of heavy metal contamination in soils after a mining accident using reflectance spectroscopy. Environmental Science and Technology 36 (12), 2742-2747.
20. Kooistra, L., Salas, E.A.L., Clevers, J., Wehrens, R., Leuven, R., Nienhuis, P.H., Buydens, L.M.C., 2004. Exploring field vegetation reflectance as an indicator of soil contamination in river floodplains. Environmental Pollution 127 (2), 281-290.
21. Lagriffoul, A., Mocquot, B., Mench, M., Vangronsveld, J., 1998. Cadmium toxicity effects on growth, mineral and chlorophyll contents, and activities of stress related enzymes in young maize plants (Zea mays L.). Plant and Soil 200 (2), 241-250.
22. Lindsay, W.L., Norvell, W.A., 1978. Development of a DTPA soil test for zinc, iron, manganese, and copper. Soil Science Society of America Journal 42 (2), 421-428.
23. Liu, M.L., Liu, X.N., Li, T., Xiu, L.N., 2010a. Analysis of hyperspectral singularity of rice under Zn pollution stress. Transactions of the CSAE 26 (3), 191-197 (in Chinese).
24. Liu, M.L., Liu, X.N., Li, M., Fang, M.H., Chi, W.X., 2010b. Neural-network model for estimating leaf chlorophyll concentration in rice under stress from heavy metals using four spectral indices. Biosystems Engineering 106 (3), 223-233.
25. Liu, Y., Chen, H., Wu, G.F., Wu, X.G., 2010c. Feasibility of estimating heavy metal concentrations in Phragmites australis using laboratory-based hyperspectral data-a case study along Le'an River, China. International Journal of Applied Earth Observation and Geoinformation 12S, S166-S177.
26. Mandelbrot, B.B., 1967. How long is the coast of Great Britain: statistical selfsimilarity and fractional dimension. Science 155 (6), 36-638.
27. Mutanga, O., Skidmore, A.K., 2007. Red edge shift and biochemical content in grass canopies. Journal of Photogrammetry and Remote Sensing 62 (1), 34-42.
28. Peng, Z.K., Chu, F.K., 2007. Singularity analysis of the vibration signals by means of wavelet modulus maximal method. Mechanical Systems and Signal Processing 21 (2), 780-794.
29. Pugh, R.E., Dick, D.G., Fredeen, A.L., 2002. Heavy metal (Pb, Zn, Cd, Fe, and Cu) contents of plant foliage near the Anvil Range Lead/Zinc Mine, Faro, Yukon Territory. Ecotoxicology and Environmental Safety 52 (3), 273-279.
30. Qiu, H.L., Lam, N.S.N., Quattrochi, D.A., Gamon, J.A., 1999. Fractal characterization of hyperspectral imagery. Photogrammetric Engineering and Remote Sensing 65 (1), 63-71.
31. Ren, H.Y., Zhuang, D.F., Pan, J.J., Shi, X.Z., Wang, H.J., 2008. Hyper-spectral remote sensing to monitor vegetation stress. Journal of Soils and Sediments 8 (5), 323-326.
32. Schmidt, K.S., Skidmore, A.K., 2004. Smoothing vegetation spectra with wavelets. International Journal of Remote Sensing 25 (6), 1167-1184.
33. Strang, G., 1993. Wavelet transforms versus Fourier-transforms. Bulletin of the American Mathematical Society 28 (2), 288-305.
34. van der Meer, F., 2006. Indicator kriging applied to absorption band analysis in hyperspectral imagery: a case study from the Rodalquilar epithermal gold mining area, SE Spain. International Journal of Applied Earth Observation and Geoinformation 8 (1), 61-72.
35. Weatherill, N.P., Hassan, O., 1994. Efficient three-dimension Delaunay triangulation with automatic point creation and imposed boundary constraints. International Journal for Numerical Methods in Engineering 37 (12), 2005-2039.
36. Wood, C.W., Reeves, D.W., Himelrick, D.G., 1993. Relationships between chlorophyll meter readings and leaf chlorophyll concentration, N status, and crop yield-a review. In: Hampton, J.G., Bezar, H.J., Pollock, K.M. (Eds.), Agronomy Society of New Zealand 23rd Annual Conference, 1993 Proceedings., pp. 1-9.