Moisture, Soil Organic Matter and Nitrate Nitrogen Content Maps Using the Real-Time Soil Spectrophotometer
The soil reflectances, within the wavelength range of 400 to 1700 nm, were collected using the real-time soil spectrophotometer, and investigated for describing the soil parameter variability in the field. Moving average smoothing. Kubelka-Munk transformation and multiple scatter correction were app...
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Published in | IFAC Proceedings Volumes Vol. 33; no. 29; pp. 307 - 312 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
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01.11.2000
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Abstract | The soil reflectances, within the wavelength range of 400 to 1700 nm, were collected using the real-time soil spectrophotometer, and investigated for describing the soil parameter variability in the field. Moving average smoothing. Kubelka-Munk transformation and multiple scatter correction were applied to the soil reflectance; and correlation analysis and stepwise multi linear regressions were carried out to the original reflectance, the 1st and the 2nd derivatives. The results indicated that the derivative increased the correlation, and the 2nd derivative gave the best prediction in determination of the soil parameters. The variability distribution maps of soil parameters had been generated by block kriging with the 2nd derivative spectral reflectance. |
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AbstractList | The soil reflectances, within the wavelength range of 400 to 1700 nm, were collected using the real-time soil spectrophotometer, and investigated for describing the soil parameter variability in the field. Moving average smoothing. Kubelka-Munk transformation and multiple scatter correction were applied to the soil reflectance; and correlation analysis and stepwise multi linear regressions were carried out to the original reflectance, the 1st and the 2nd derivatives. The results indicated that the derivative increased the correlation, and the 2nd derivative gave the best prediction in determination of the soil parameters. The variability distribution maps of soil parameters had been generated by block kriging with the 2nd derivative spectral reflectance. |
Author | Anom, S.W. I Made Hirako, S. Sasao, A. Blackmore, S. Sakai, K. Sato, H. Shibusawa, S. |
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Keywords | spatial variability soil parameters real-time spectrophotometer |
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References | Li, Sasao, Sliibusawa, Sakai (bib0025) 2000; 62 Shibusawa, Li, Sakai, Sasao, Sato, Hirako, Otomo (bib0045) 1999 Shonk, Gaultney, Schulze, Van Scoyoc (bib0050) 1991; 34 Hruschka (bib0020) 1987 AI-Abbas, Swain, Baumgardner (bib0005) 1972; 114 Baumgardner, Silva, Biehl, Stoner (bib0010) 1985; 38 Marten, Naes (bib0030) 1987 Sudduth, Hummel (bib0055) 1993; 36 Henderson, Szilagyi, Baumgardner, Chen, Landgrebe (bib0015) 1989; 53 Murray, Williams (bib0035) 1987 Savitzky, Golay (bib0040) 1964; 36 Li (10.1016/S1474-6670(17)36796-4_bib0025) 2000; 62 AI-Abbas (10.1016/S1474-6670(17)36796-4_bib0005) 1972; 114 Henderson (10.1016/S1474-6670(17)36796-4_bib0015) 1989; 53 Shonk (10.1016/S1474-6670(17)36796-4_bib0050) 1991; 34 Marten (10.1016/S1474-6670(17)36796-4_bib0030) 1987 Sudduth (10.1016/S1474-6670(17)36796-4_bib0055) 1993; 36 Hruschka (10.1016/S1474-6670(17)36796-4_bib0020) 1987 Savitzky (10.1016/S1474-6670(17)36796-4_bib0040) 1964; 36 Baumgardner (10.1016/S1474-6670(17)36796-4_bib0010) 1985; 38 Shibusawa (10.1016/S1474-6670(17)36796-4_bib0045) 1999 Murray (10.1016/S1474-6670(17)36796-4_bib0035) 1987 |
References_xml | – start-page: 57 year: 1987 end-page: 87 ident: bib0030 article-title: Multivariate Calibration by Data Compression publication-title: Near-Infrared Technology in the Agricultural and Food Industries contributor: fullname: Naes – volume: 36 start-page: 1627 year: 1964 end-page: 1639 ident: bib0040 article-title: Smoothing and Differentiation of Data by Simplified Least Squares Procedures publication-title: Analytical Chemistry contributor: fullname: Golay – start-page: 35 year: 1987 end-page: 56 ident: bib0020 article-title: Data Analysis: Wavelength Selection publication-title: Near-Infrared Technology in the Agricultural and Food Industries contributor: fullname: Hruschka – volume: 114 start-page: 477 year: 1972 end-page: 485 ident: bib0005 article-title: Relating Organic Matter and Clay Content to Multispectral Radiance of Soils publication-title: Soil Sci contributor: fullname: Baumgardner – volume: 34 start-page: 1978 year: 1991 end-page: 1984 ident: bib0050 article-title: Spectroscopic Sensing of Soil Organic Matter Content publication-title: Transaction of the ASAE contributor: fullname: Van Scoyoc – volume: 36 start-page: 185 year: 1993 end-page: 193 ident: bib0055 article-title: Portable Near-infrared Spectrophotometer for Rapid Soil Analysis publication-title: Transaction of the ASAE contributor: fullname: Hummel – volume: 38 start-page: 1 year: 1985 end-page: 44 ident: bib0010 article-title: Reflectance Properties of publication-title: Soils. Adv. Agronomy contributor: fullname: Stoner – start-page: 17 year: 1987 end-page: 34 ident: bib0035 article-title: Chemical Principles of Near-Infrared Technology publication-title: Near-Infrared Technology in the Agricultural and Food Industries contributor: fullname: Williams – volume: 53 start-page: 1778 year: 1989 end-page: 1784 ident: bib0015 article-title: Spectral Band Selection for Classification of Soil Organic Matter Content publication-title: Soil Sci. Soc. Am. J contributor: fullname: Landgrebe – volume: 62 start-page: 111 year: 2000 end-page: 120 ident: bib0025 article-title: Soil Parameters Estimation with NIR Spectroscopy (abst. in English) publication-title: J. of the Japanese Society of Agricultural Machinery contributor: fullname: Sakai – year: 1999 ident: bib0045 article-title: Spectrophotometer for Real-Time Underground Soil Sensing contributor: fullname: Otomo – volume: 114 start-page: 477 year: 1972 ident: 10.1016/S1474-6670(17)36796-4_bib0005 article-title: Relating Organic Matter and Clay Content to Multispectral Radiance of Soils publication-title: Soil Sci doi: 10.1097/00010694-197212000-00011 contributor: fullname: AI-Abbas – start-page: 35 year: 1987 ident: 10.1016/S1474-6670(17)36796-4_bib0020 article-title: Data Analysis: Wavelength Selection contributor: fullname: Hruschka – start-page: 17 year: 1987 ident: 10.1016/S1474-6670(17)36796-4_bib0035 article-title: Chemical Principles of Near-Infrared Technology contributor: fullname: Murray – volume: 34 start-page: 1978 issue: 5 year: 1991 ident: 10.1016/S1474-6670(17)36796-4_bib0050 article-title: Spectroscopic Sensing of Soil Organic Matter Content publication-title: Transaction of the ASAE doi: 10.13031/2013.31826 contributor: fullname: Shonk – start-page: 57 year: 1987 ident: 10.1016/S1474-6670(17)36796-4_bib0030 article-title: Multivariate Calibration by Data Compression contributor: fullname: Marten – volume: 62 start-page: 111 issue: 3 year: 2000 ident: 10.1016/S1474-6670(17)36796-4_bib0025 article-title: Soil Parameters Estimation with NIR Spectroscopy (abst. in English) publication-title: J. of the Japanese Society of Agricultural Machinery contributor: fullname: Li – volume: 36 start-page: 185 issue: 1 year: 1993 ident: 10.1016/S1474-6670(17)36796-4_bib0055 article-title: Portable Near-infrared Spectrophotometer for Rapid Soil Analysis publication-title: Transaction of the ASAE doi: 10.13031/2013.28329 contributor: fullname: Sudduth – volume: 36 start-page: 1627 issue: 8 year: 1964 ident: 10.1016/S1474-6670(17)36796-4_bib0040 article-title: Smoothing and Differentiation of Data by Simplified Least Squares Procedures publication-title: Analytical Chemistry doi: 10.1021/ac60214a047 contributor: fullname: Savitzky – volume: 53 start-page: 1778 year: 1989 ident: 10.1016/S1474-6670(17)36796-4_bib0015 article-title: Spectral Band Selection for Classification of Soil Organic Matter Content publication-title: Soil Sci. Soc. Am. J doi: 10.2136/sssaj1989.03615995005300060028x contributor: fullname: Henderson – year: 1999 ident: 10.1016/S1474-6670(17)36796-4_bib0045 contributor: fullname: Shibusawa – volume: 38 start-page: 1 year: 1985 ident: 10.1016/S1474-6670(17)36796-4_bib0010 article-title: Reflectance Properties of publication-title: Soils. Adv. Agronomy doi: 10.1016/S0065-2113(08)60672-0 contributor: fullname: Baumgardner |
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Title | Moisture, Soil Organic Matter and Nitrate Nitrogen Content Maps Using the Real-Time Soil Spectrophotometer |
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