Soil NPK Variability Mapping for Harumanis Mango Grown in Greenhouse at Perlis, Malaysia

Fathin Ayuni Azizan, Nurmardhiyah Roslan, Rashidah Ruslan, Aimi Athirah Aznan, Ahmad Zulfadzli Mohamed Yusoff


Soil is essential for plant growth. The soil provides support for plant, medium for root growth, and most importantly it offers nutrients for plant uptake. The nutrients variability in soil is vary depending on several factors such as soil type, soil microbes, and soil pH. Therefore, nutrients available in the soil is important to be mapped to investigate the state of nutrient present. In this study, the available content of Nitrogen (N), Phosphorus (P) and Potassium (K) were determined for a high-density planting systems of Harumanis mango plants grown in the greenhouse. Thirty-two soil samples were collected from a greenhouse for analysis of NPK content in top soil. The soil was analyzed using the Kjeldahl method, UV Spectrophotometer and Atomic Absorption Spectroscopy (AAS) for N, P, and K content respectively. These amount of macronutrients were then mapped with respective georeferenced location to produce NPK nutrients maps using standard classification in ArcGIS software. Results have indicated that N, P, and K were ranged between 0.06 - 0.12% (very low), 4 - 648 ppm (low-very high) and 0.02 -1.37 cmol/kg (low-high) accordingly. Overall, it can be concluded, soil in selected greenhouse is poor in N, high in P and moderate in K content. Hence, it is suggested more N and adequate amount of K fertilizer should be supplied to increase the plant's productivity.  The produced maps give a new perspective in a farming management concept in term of variable rate fertilizer application for Harumanis mango plants grown in the greenhouse.


soil nutrient; ArcGIS mapping; precision farming; variable rate fertiliser; harumanis mango.

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R. S. M. Farook, H. Ali, Harun, D. L Nadzi, a Y. M. Shakaff, & M. Nor. "Harumanis Mango Flowering Stem Prediction using Machine Learning Techniquesâ€, 13(May), 46–51., 2013.

R. Musa, F. Hassan, J. M. Yusof, & N. M. Daud. “Examining market accessibility of Malaysia’s Harumanis mango in Japan: challenges and potentials.†Business Strategy Series., 2010.

G. Gianquinto, P. Muñoz, A. Pardossi, S. Ramazzotti, & D. Savvas. “Good Agricultural Practices for Greenhouse Vegetable Crops: Principles for Mediterranean Climate Areasâ€. Rome, Italy: Food and Agriculture Organization of the United Nations (FAO), pp. 205–262, 2013

Jifon, J.L.; Syvertsen, J.P.; Whaley, E. Growth environment and leaf anatomy affect nondestructive estimates of chlorophyll and nitrogen in Citrus sp. leaves. Journal of the American Society for Horticultural Science, Alexandria, vol. 130, n.2, pp. 152-158, 2005.

A. E. Johnston & I. Steén. “Understanding Phosphorus and Its Use in Agriculture.†Brussels, Belgium: European Fertilizer Manufacturers Association (EFMA), 2000.

D. Holthusen, S. Peth, R. Horn. “Impact Of Potassium Concentration And Matric Potential On Soil Stability Derived From Rheological Parametersâ€, Soil & Tillage Research 111 (1), pp. 75-85, 2010

C. Zörb, M. Senbayram & E. Peiter. “Potassium in agriculture – Status and perspectives.†Journal of Plant Physiology, vol. 171(9), pp. 656–669, 2014.

J. Abdullah, S. Ahmad, and I. A. Ismail, “Attitude, knowledge and competency towards precision agricultural practice among paddy farmers,†Pertanika J. Soc. Sci. & Hum. , vol. 20 (2), pp. 391 – 403, 2012

D. V. Tran, and N. V. Nguyen, “The concept and implementation of precision farming and rice integrated crop management systems for sustainable production in the twenty-first century.†International Rice Commission Newsletter (FAO), vol. 55, pp. 91-102, 2006

N. Zhang, M. Wang, and N. Wang, “Precision agriculture—a worldwide overview†Computers and Electronics in Agriculture, vol. 36, pp. 113–132, 2002

D. J. Mulla, “Twenty five years of remote sensing in precision agriculture: Key advances and remaining knowledge gapsâ€, Biosystems Engineering, vol. 114(4), pp. 358–371, 2013

A. W. Schumann, “Precise placement and variable rate fertiliser application technologies for horticultural cropsâ€. Hort Technology, vol. 20(1), pp. 34–40, 2010

M. Neményi, P. Ã. Mesterházi, Z. Pecze, and Z. Stépán, “The role of GIS and GPS in precision farmingâ€, Computers and Electronics in Agriculture, vol. 40(1-3), pp. 45–55, 2003

Y. Yang “Approach of developing spatial distribution maps of soil nutrientsâ€, in Proc. IFIP International Federation for Information Processing, 2007

D.M.K. Amara, S.D.A. Massaquoi and P.L.Patil, “Assessment of spatial variability of soil properties in the hot semi-arid northern transition zone of India through remote sensing and geographic information system (GIS),†AshEse Journal of Agricultural Sciences, vol. 1, pp.43-53, 2015.

M. Wani, N. Shaista, and Z.M. Wani, “Spatial variability of some chemical and physical soil properties in Bandipora District of Lesser Himalayas,†Journal of the Indian Society of Remote Sensing, pp. 1-10, 2016.

M.M. Yusoff, K. Jusoff and M.H. Ismail, “ Soil nutrient variability mapping in UiTM Research Station Arau Perlis using Landsat TM and geostatistical analysis,†in Proc. WSEAS International Conference on Remote Sensing, 2006, p. 16-18,

M.H. Ismail, and R.M. Junusi, “Determining and mapping soil nutrient content using the geostatistical technique in a durian orchard in Malaysia,†Journal of Agricultural Science., vol. 1, pp. 86-91, 2009.

E. Suhana, M. Nazalyyussma, Y. Roseliana, M. Saufi, S. A. Anshah, and R. M. Saufi, (2014). “Identification of relationship on soil nutrient (N, P,K) of Harumanis Mango (MA 128)â€, M. Eng. Thesis Universiti Malaysia Perlis, Perlis, Malaysia, 2014

Methods of Soil Analysis, Jabatan Sains Tanah, Fakulti Pertanian, Universiti Putra Malaysia, 1995

Garmin. GPSMAP 76CSx Owner’s Manual. United Kingdom: Garmin (Europe) Ltd, 2009

Esri® ArcGIS® 10.1 for Server, ESRI Manual, 2013

M. G. Abdullah, Kamarudin M. K. A., R. Umar, A. Endut, S.I. Khalit, and H. Juahir, "Night Sky Brightness Assessment in Nigeria Using Environmetric and GIS Technique," International Journal on Advanced Science, Engineering and Information Technology, vol. 7, no. 1, pp. 28-34, 2017.

Rating for chemical properties of soil in Peninsular Malaysia. Soil Management Division, Department of Agriculture Malaysia, June 1997

R. E. Litz Ed., The Mango: Botany, Production and Uses, 2nd ed., Florida, USA: Cabi, 2009

Fahrurrozi, S. Yenny, M. Zainal, S. Nanik, C. Mohammad and S. Sigit,"Identification of Nutrient Contents in Six Potential Green Biomasses for Developing Liquid Organic Fertilizer in Closed Agricultural Production System," International Journal of Advanced Science, Engineering and Information Technology, vol. 7, no. 2, pp. 559-565, 2017.

Identification of Nutrient Contents in Six Potential Green Biomasses for Developing Liquid Organic Fertilizer in Closed Agricultural Production System

H.D. Foth and B.G. Ellis, B. G. Soil Fertility. 2nd Ed. Lewis Pub. Tokyo. 316 pages. 1997.

T.K. Hartz, J.P. Mitchell and C. Giannini. Nitrogen and carbon mineralisation dynamics of manures and composts. HortScience. vol. 35. pp. 209-212. 2000.

Amanullah, K.M. Kakar, A. Khan, I. Khan, Z. Shah and Z. Hussain. Growth and yield response of maize (Zea mays L.) to foliar NPK fertilizers under moisture stress condition. Soil Environment. vol. 33. pp.116-131. 2014.

M.B. Gasim, B. S. Ismail, S. I. Mir, S.A. Rahim and M. E. Toriman, “The physico-chemical properties of four soil series in Tasik Chini Pahang Malaysia,†Asian Journal of Earth Sciences, vol. 4, pp. 75-84, 2011.



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