Literature DB >> 27397933

Rapid Erosion Modeling in a Western Kenya Watershed using Visible Near Infrared Reflectance, Classification Tree Analysis and 137Cesium.

Jeff B deGraffenried1, Keith D Shepherd1.   

Abstract

Human induced soil erosion has severe economic and environmental impacts throughout the world. It is more severe in the tropics than elsewhere and results in diminished food production and security. Kenya has limited arable land and 30 percent of the country experiences severe to very severe human induced soil degradation. The purpose of this research was to test visible near infrared diffuse reflectance spectroscopy (VNIR) as a tool for rapid assessment and benchmarking of soil condition and erosion severity class. The study was conducted in the Saiwa River watershed in the northern Rift Valley Province of western Kenya, a tropical highland area. Soil 137Cs concentration was measured to validate spectrally derived erosion classes and establish the background levels for difference land use types. Results indicate VNIR could be used to accurately evaluate a large and diverse soil data set and predict soil erosion characteristics. Soil condition was spectrally assessed and modeled. Analysis of mean raw spectra indicated significant reflectance differences between soil erosion classes. The largest differences occurred between 1,350 and 1,950 nm with the largest separation occurring at 1,920 nm. Classification and Regression Tree (CART) analysis indicated that the spectral model had practical predictive success (72%) with Receiver Operating Characteristic (ROC) of 0.74. The change in 137Cs concentrations supported the premise that VNIR is an effective tool for rapid screening of soil erosion condition.

Entities:  

Keywords:  137Cesium; CART; Kenya; erosion; soil degradation

Year:  2009        PMID: 27397933      PMCID: PMC4936773          DOI: 10.1016/j.geoderma.2009.10.001

Source DB:  PubMed          Journal:  Geoderma        ISSN: 0016-7061            Impact factor:   6.114


  3 in total

1.  Distribution of fallout radionuclides (7Be, 137Cs, 210Pb and 239,240Pu) in soils of Taiwan.

Authors:  C-A Huh; C-C Su
Journal:  J Environ Radioact       Date:  2004       Impact factor: 2.674

2.  Environmental and economic costs of soil erosion and conservation benefits.

Authors:  D Pimentel; C Harvey; P Resosudarmo; K Sinclair; D Kurz; M McNair; S Crist; L Shpritz; L Fitton; R Saffouri; R Blair
Journal:  Science       Date:  1995-02-24       Impact factor: 47.728

3.  Distribution of 239,240Pu and 238Pu concentrations in sediments from the Ob and Yenisey Rivers and the Kara Sea.

Authors:  M Baskaran; S Asbill; P Santschi; T Davis; J Brooks; M Champ; V Makeyev; V Khlebovich
Journal:  Appl Radiat Isot       Date:  1995-11       Impact factor: 1.513

  3 in total
  1 in total

1.  Can infrared spectroscopy be used to measure change in potassium nitrate concentration as a proxy for soil particle movement?

Authors:  Mila Ivanova Luleva; Harald van der Werff; Victor Jetten; Freek van der Meer
Journal:  Sensors (Basel)       Date:  2011-04-07       Impact factor: 3.576

  1 in total

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