Soil macronutrient detection based on visible and near-infrared absorption spectroscopy

Precision agriculture using cost-effective soil fertility measurement is important to obtain adequate quality and quantity of crops. Modern agriculture uses soil spectroscopy, which is a fast, cost-effective, environmentally friendly and reusable method. Soil fertility is used in modern agriculture...

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Main Author: Mohd. Yusof, Khairunnisa
Format: Thesis
Language:English
Published: 2018
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Online Access:http://eprints.utm.my/id/eprint/79337/1/KhairunnisaMohdYusofMFKE2018.pdf
http://eprints.utm.my/id/eprint/79337/
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spelling my.utm.793372018-10-14T08:44:33Z http://eprints.utm.my/id/eprint/79337/ Soil macronutrient detection based on visible and near-infrared absorption spectroscopy Mohd. Yusof, Khairunnisa TK Electrical engineering. Electronics Nuclear engineering Precision agriculture using cost-effective soil fertility measurement is important to obtain adequate quality and quantity of crops. Modern agriculture uses soil spectroscopy, which is a fast, cost-effective, environmentally friendly and reusable method. Soil fertility is used in modern agriculture to sustain plant growth and optimize crop yield. However, most existing light sources and computerized photodetection modules in soil spectroscopy are bulky in size, consume high power and expensive such as tungsten-halogen lamps, deuterium lamps and commercial spectrometer. This thesis proposes an improved experimental module based on absorbance spectroscopy to determine the nitrogen (N), phosphorus (P) and potassium (K) in various soil samples which are extracted using colour-developing reagent. The experimental module consisting light-emitting diode (LED) in visible and near-infrared range, and integrated passively quenched silicon photodiode. The optical absorption of various soil samples, including agricultural and non-agricultural soils are experimentally investigated in absorbance mode using an optimal wavelength range of 467 nm until 741 nm. Beer-Lambert Law (BLL) is applied to identify the relationship between the nutrient concentration and the amount of absorbed light. At a wavelength (λ) of 467 nm, N gives a coefficient of determination (R2) between 0.49 and 0.63 for agriculture soil samples. Meanwhile, R2 of agricultural soils for K gives a value from 0.54 to 0.73. At λ = 741nm, P produces R2 in the range of 0.47 to 0.82. Furthermore, research findings using LED and photodiode follow the BLL. BLL states that high concentration has many chemical absorbing species which will lower the transmitted light intensity and give low output voltage. This study has shown that absorbance spectroscopy with proposed LED and photodiode modules are able to distinguish the nutrient concentration in the soil. 2018 Thesis NonPeerReviewed application/pdf en http://eprints.utm.my/id/eprint/79337/1/KhairunnisaMohdYusofMFKE2018.pdf Mohd. Yusof, Khairunnisa (2018) Soil macronutrient detection based on visible and near-infrared absorption spectroscopy. Masters thesis, Universiti Teknologi Malaysia, Faculty of Electrical Engineering.
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Mohd. Yusof, Khairunnisa
Soil macronutrient detection based on visible and near-infrared absorption spectroscopy
description Precision agriculture using cost-effective soil fertility measurement is important to obtain adequate quality and quantity of crops. Modern agriculture uses soil spectroscopy, which is a fast, cost-effective, environmentally friendly and reusable method. Soil fertility is used in modern agriculture to sustain plant growth and optimize crop yield. However, most existing light sources and computerized photodetection modules in soil spectroscopy are bulky in size, consume high power and expensive such as tungsten-halogen lamps, deuterium lamps and commercial spectrometer. This thesis proposes an improved experimental module based on absorbance spectroscopy to determine the nitrogen (N), phosphorus (P) and potassium (K) in various soil samples which are extracted using colour-developing reagent. The experimental module consisting light-emitting diode (LED) in visible and near-infrared range, and integrated passively quenched silicon photodiode. The optical absorption of various soil samples, including agricultural and non-agricultural soils are experimentally investigated in absorbance mode using an optimal wavelength range of 467 nm until 741 nm. Beer-Lambert Law (BLL) is applied to identify the relationship between the nutrient concentration and the amount of absorbed light. At a wavelength (λ) of 467 nm, N gives a coefficient of determination (R2) between 0.49 and 0.63 for agriculture soil samples. Meanwhile, R2 of agricultural soils for K gives a value from 0.54 to 0.73. At λ = 741nm, P produces R2 in the range of 0.47 to 0.82. Furthermore, research findings using LED and photodiode follow the BLL. BLL states that high concentration has many chemical absorbing species which will lower the transmitted light intensity and give low output voltage. This study has shown that absorbance spectroscopy with proposed LED and photodiode modules are able to distinguish the nutrient concentration in the soil.
format Thesis
author Mohd. Yusof, Khairunnisa
author_facet Mohd. Yusof, Khairunnisa
author_sort Mohd. Yusof, Khairunnisa
title Soil macronutrient detection based on visible and near-infrared absorption spectroscopy
title_short Soil macronutrient detection based on visible and near-infrared absorption spectroscopy
title_full Soil macronutrient detection based on visible and near-infrared absorption spectroscopy
title_fullStr Soil macronutrient detection based on visible and near-infrared absorption spectroscopy
title_full_unstemmed Soil macronutrient detection based on visible and near-infrared absorption spectroscopy
title_sort soil macronutrient detection based on visible and near-infrared absorption spectroscopy
publishDate 2018
url http://eprints.utm.my/id/eprint/79337/1/KhairunnisaMohdYusofMFKE2018.pdf
http://eprints.utm.my/id/eprint/79337/
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score 13.18916