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2019 | OriginalPaper | Chapter

23. A Cost Effective and Field Deployable System for Soil Macronutrient Analysis Based on Near-Infrared Reflectance Spectroscopy

Authors : Priya Sharma, Nirmalya Samanta, Shyamal Gan, Durga Bhattacharyya, Chirasree RoyChauduri

Published in: Rural Technology Development and Delivery

Publisher: Springer Singapore

Abstract

Near-infrared reflectance (NIR) spectroscopy is a technique that shows many possibilities in the field of testing chemical and physical properties of soil. This paper is aimed to design a prototype of an integrated optoelectronic sensing system capable of estimating soil macronutrients- Nitrogen (N), Phosphorus (P), Potassium (K), pH and Organic Carbon (OC) which play major role in the process of plant growth. 24 soil samples have been collected from farming fields of Birbhum, West Bengal and calibrated using near infrared reflectance spectroscopy. Partial least square (PLS) model along with Standard Normal Variate (SNV) pre-treatment technique has been developed to extract features from the spectroscopic plot which is required for development of field deployable system. The handheld interface attempted in this paper comprises of a simple soil sieve, the output of which is fed in the optoelectronic system which exposes the sieved soil sample to selected IR wavelengths and processes the photodiode output using ARDUINO microcontroller. The trained PLS model embedded in the microcontroller provides estimation of the essential macronutrients with appreciable accuracy. This indigenous system is expected to enhance the scope of precision agriculture in rural India.

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Literature
1.
go back to reference Toth B, Mako A, Gergely TO (2014) Role of soil properties in water retention characteristics of main Hungarian soil types. J Cent Eur Agric 15:137–153 CrossRef Toth B, Mako A, Gergely TO (2014) Role of soil properties in water retention characteristics of main Hungarian soil types. J Cent Eur Agric 15:137–153 CrossRef
2.
go back to reference Joseph V (2010) Sinfield, Daniel Fagerman, Oliver Colic, Evaluation of sensing technologies for on-the-go detection of macro-nutrients in cultivated soils. Comput Electron Agric 70(1):1–18 MathSciNetCrossRef Joseph V (2010) Sinfield, Daniel Fagerman, Oliver Colic, Evaluation of sensing technologies for on-the-go detection of macro-nutrients in cultivated soils. Comput Electron Agric 70(1):1–18 MathSciNetCrossRef
3.
go back to reference Martens H, Naes T (1989) Multivariate calibration. Wiley, Chichester, p 419 Martens H, Naes T (1989) Multivariate calibration. Wiley, Chichester, p 419
4.
go back to reference Vasques GM, Grunwald S, Sickman JO (2008) Comparison of multivariate methods for inferential modeling of soil carbon using visible/near-infrared spectra. Geoderma 146:14–25 CrossRef Vasques GM, Grunwald S, Sickman JO (2008) Comparison of multivariate methods for inferential modeling of soil carbon using visible/near-infrared spectra. Geoderma 146:14–25 CrossRef
5.
go back to reference Shi T, Cui L, Wang J, Fei T, Chen Y, Wu G (2012) Comparison of multivariate methods for estimating soil total nitrogen with visible/near-infrared spectroscopy. Springer Science Business Media B.V., pp 363–375 Shi T, Cui L, Wang J, Fei T, Chen Y, Wu G (2012) Comparison of multivariate methods for estimating soil total nitrogen with visible/near-infrared spectroscopy. Springer Science Business Media B.V., pp 363–375
6.
go back to reference He Yong, Huang Min, Garc’ia Annia, Hern’andez Antihus, Song Haiyan (2007) Prediction of soil macronutrients content using near-infrared spectroscopy. Comput Electron Agric 58:144–153 CrossRef He Yong, Huang Min, Garc’ia Annia, Hern’andez Antihus, Song Haiyan (2007) Prediction of soil macronutrients content using near-infrared spectroscopy. Comput Electron Agric 58:144–153 CrossRef
7.
go back to reference Dale (2012) Chemometrics tools for NIRS and NIR HSI Review I. Bull UASMV Cluj Agric 69(1):70–76 Dale (2012) Chemometrics tools for NIRS and NIR HSI Review I. Bull UASMV Cluj Agric 69(1):70–76
8.
go back to reference Mohapatra AG, Lenka SK (2015) Sensor system technology for soil parameter sensing in precision agriculture: a review. J Agric Phys 15(2):181–202 Mohapatra AG, Lenka SK (2015) Sensor system technology for soil parameter sensing in precision agriculture: a review. J Agric Phys 15(2):181–202
9.
go back to reference Treiman AH, Shelfer TD (2000) Manually portable reflectance spectrometer, US Patent 6043893A, pp 1–10 Treiman AH, Shelfer TD (2000) Manually portable reflectance spectrometer, US Patent 6043893A, pp 1–10
10.
go back to reference Westerman RL, Baird JV, Christensen NW, Fixen PE, Whitney DA (1990) Soil-testing and plant analysis, 3 edn. Soil Science Society of America Book Series, pp 73–228 Westerman RL, Baird JV, Christensen NW, Fixen PE, Whitney DA (1990) Soil-testing and plant analysis, 3 edn. Soil Science Society of America Book Series, pp 73–228
11.
go back to reference Adamchuk VI, Hummel JW, Morgan MT, Upadhyaya SK (2004) On-the-go soil sensors for precision agriculture. Comput Electron Agric 44:71–91 CrossRef Adamchuk VI, Hummel JW, Morgan MT, Upadhyaya SK (2004) On-the-go soil sensors for precision agriculture. Comput Electron Agric 44:71–91 CrossRef
12.
go back to reference Shibusawa S, Sato H, Hirako S, Otomo A, Sasao A (2000) A revised soil spectrophotometer. In: Proceedings of 2nd IFAC/CIGR international workshop on biorobotics II, pp 225–230 CrossRef Shibusawa S, Sato H, Hirako S, Otomo A, Sasao A (2000) A revised soil spectrophotometer. In: Proceedings of 2nd IFAC/CIGR international workshop on biorobotics II, pp 225–230 CrossRef
13.
go back to reference Liu W, Upadahyaya SK, Kataoka T, Shibusawa S (1996) Development of a texture/soil compaction sensor. In: Proceedings of the Third International Conference on Precision Agriculture. ASA-CSSA-SSSA, pp 617–630 Liu W, Upadahyaya SK, Kataoka T, Shibusawa S (1996) Development of a texture/soil compaction sensor. In: Proceedings of the Third International Conference on Precision Agriculture. ASA-CSSA-SSSA, pp 617–630
14.
go back to reference An X, Li M, Zheng L, Liu Y, Sun H (2014) A portable soil nitrogen detector based on NIRS. Precis Agric 15:3–16. Springer Science Business Media, New York, pp 3–16 An X, Li M, Zheng L, Liu Y, Sun H (2014) A portable soil nitrogen detector based on NIRS. Precis Agric 15:3–16. Springer Science Business Media, New York, pp 3–16
15.
go back to reference Lee WS, Bogrekci I (2007) Portable raman sensor for soil nutrient detection, US Patent 2007/0013908 A1, pp 1–12 Lee WS, Bogrekci I (2007) Portable raman sensor for soil nutrient detection, US Patent 2007/0013908 A1, pp 1–12
16.
go back to reference Holland KH (2013) Optical real-time soil sensor, US Patent 8,451,449 B2, pp 1–18 Holland KH (2013) Optical real-time soil sensor, US Patent 8,451,449 B2, pp 1–18
17.
go back to reference Stone ML, Needham D, Solie JB, Raun WR, Johnson GV (2005) Optical spectral reflectance sensor and controller, US. Patent, pp 1–16 Stone ML, Needham D, Solie JB, Raun WR, Johnson GV (2005) Optical spectral reflectance sensor and controller, US. Patent, pp 1–16
Metadata
Title
A Cost Effective and Field Deployable System for Soil Macronutrient Analysis Based on Near-Infrared Reflectance Spectroscopy
Authors
Priya Sharma
Nirmalya Samanta
Shyamal Gan
Durga Bhattacharyya
Chirasree RoyChauduri
Copyright Year
2019
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-13-6435-8_23

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