Survey, Classification and Geoinformatics Analysis of Soil Parameters, in Shahrazoor District, Kurdistan Region, Iraq

Classification and Geoinformatics Analysis of Soil Parameters

Authors

DOI:

https://doi.org/10.63841/iue31675

Keywords:

Sulaimani City; Soil Survey; Soil pH; Organic Matter; Total Lime, Soil EC

Abstract

The study, conducted in Sulaimani City, Kurdistan Region, Iraq, employed Agglomerative Hierarchical Clustering (AHC) and Principal Component Analysis (PCA) to analyze and group 25 soil samples based on their chemical and physical properties. During the study area survey, soil samples were taken systematically in order to assess important parameters governing soil fertility and degradation. PCA grouped the samples into four groups, of which Classes 1 and 2 were moderately diverse, while Classes 3 and 4 exhibited higher variation in soil content. AHC also confirmed the clustering, which had three large groups with variations in within-class variation, centroid distance, and spatial spread, evidencing the soil property heterogeneity of the region. Organic matter content analysis revealed a range of 0.6% to 2.3%, with lower contents indicating degradation due to intensive agriculture and higher contents indicating good soil fertility and structure. Total lime content varied widely and was high for some, like S12 (27.5%) and S17 (25%), with high alkalinity, and this influences the availability of nutrients. Electrical conductivity (EC) readings were consistently low (0.10 to 0.26 dS m-1), verifying the absence of a salinity problem with plant growth. Soil pH varied from 7.15 to 8.27, typically between alkaline to neutral levels, with higher pH being more linked to increased lime content. Correlation analysis revealed weak positive correlations between soil organic matter, lime content, and pH, suggesting complex interactions among these variables. The spatial mapping of soil properties provided valuable information on soil heterogeneity and enabled the possibility of having a better understanding of the variation in soil parameters across the study area. The research demonstrates the great variability of soil properties and highlights the significance of certain soil management practices for improving fertility as well as enhancing sustainable agricultural systems within the region.

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References

U. C. Sharma, M. Datta, and V. Sharma, “Global Status and Extent of Acid Soils,” In Soil Acidity: Management Options for Higher Crop Productivity, Cham: Springer Nature Switzerland. pp. 49-119, 2025

R. Lal, “Managing world soils for food security and environmental quality,” Advances in Agronomy, vol. 74, pp. 155-192. 2001.

Z. Yu, X. Deng, P. Fu, S. Grebby, and E. Mangi, “ Assessment Of Land Degradation Risks In The Loess Plateau. Land Degradation & Development, vol. 35, pp. 2409-2424, 2024.

X. Jing, S. Tao, H. Hu, M. Sun, and M. Wang, “Spatio-Temporal Evaluation Of Ecological Security Of Cultivated Land In China Based On Dpsir-Entropy Weight Topsis Model And Analysis Of Obstacle Factors,” Ecological Indicators, vol. 166, pp. 112579, 2024.

J. Zhang, H. Yong, and N. Lv, “Balancing Productivity And Sustainability: Insights Into Cultivated Land Use Efficiency In Arid Region Of Northwest China,” Journal Of The Knowledge Economy, vol.15, pp.13828-13856, 2024a

P. Sharma, P. Sharma, and N. Thakur, “Sustainable Farming Practices And Soil Health: A Pathway To Achieving Sdgs And Future Prospects,” Discover Sustainability, vol.5, pp.250, 2024.

M. Ahmad, A. Ali, and H. Hussain, H., “Spatial Data Infrastructure for Effective Information Management: A Case Study of Pakistan,” In Essential Information Systems Service Management, IGI Global, pp. 251-278. IGI, 2025.

M. Ahmad, A. Ali, T. Tin, and A. Ali, “Harnessing the Power of Geospatial Data: The Convergence of SDI, Big Data, and Cloud Computing,” In Emerging Trends in Cloud Computing Analytics, Scalability, and Service Models, IGI Global Scientific Publishing, pp. 312-330, 2024.

A. Ali, H. Z. Hadeed, S. Safavi, and M. Ahmad, “Leveraging GIS for Environmental Planning and Management,” In Global Challenges for the Environment and Climate Change, IGI Global, pp. 308-331, 2024

N. E. Fard, I. Raeisi, Z. Yousefipour, and R. Mosavin, “Review of metal sulfide-based MXene nanocomposites for environmental applications, gas sensing, energy storage, and photothermal therapy,” ACS Applied Nano Materials, vol., 7, no. 6, pp.5698-5728. 2024.

B. Pranoto, E. Hartulistiyoso, M. N. Aidi, D. Sutrisno, I. Nahib, N. Purwono, N. Hudayat, A. F. Rais, and Y. I. Rahmila, “Assessing The Sustainability Of Small Hydropower Sites In The Citarum Watershed, Indonesia Employing Ca-Markov And Swat Models,” Water Supply, vol. 24, pp. 3253-3268, 2024.

J. A. Gómez-Limón, J. Martín-García, and R. Granado-Díaz, “Building A Typology Of Farms Based On Their Performance: A Tool To Support Agricultural Policy-Making,” Journal Of Environmental Planning And Management, vol. 69, no. 2, pp: 1-27, 2024.

A. Khalil, O. A. I. Abdullah, and A. T. Kareem, “Gis Application For Creating Potential Flood Map Using Ahp: A Case Study In Chaq-Chaq Valley, Sulaymaniyah City, Kurdistan Region, Iraq,” The Iraqi Geological Journal, vol. 57, no. 2C, pp.254-263, 2024.

W. Li, S. Zhang, F. Gao, Z. Chen, J. Jiang, and G. X. Sun, “Spatial Distribution, Sources Apportionment And Risk Assessment Of Heavy Metals In The Changchun Black Soil Area, China,” Journal Of Hazardous Materials Advances, vol. 13, pp. 100402, 2024.

Z. Liu, X. Ma, D. Zhou, L. Lu, H. Zhang, Y. Bai, and H. Han, “The Geological Origins And Soil Properties Of Loess-Like Silty Clay: A Case Study In The Jinan Area,” Scientific Reports, vol. 14, pp. 12612, 2024.

J. Li, X. Ke, X.Wang, L.Wang, J. Luo, S. Feng, “Analysis Of Soil Organic Carbon Composition Characteristics And Causes In Wuming Region Karst Landforms, Nanning, Guangxi Province, China,” Environmental Earth Sciences, vol. 83, pp. 349, 2024.

J. N. Quinton, and P. Fiener, “Soil Erosion On Arable Land: An Unresolved Global Environmental Threat,” Progress In Physical Geography: Earth And Environment, vol. 48, pp.136-161, 2024.

Z. Li, Y. Fan, R. Zhang, P. Chen, X. Jing, C. Lyu, R. Zhang, Y. Li, and Y. & Liu, “Synergistic Impacts Of Landscape, Soil, And Environmental Factors On The Spatial Distribution Of Soil Aggregates Stability In The Danjiangkou Reservoir Area,” Catena, vol. 237, pp.107840, 2024.

A. Fowler, B. Basso, F. Maureira, N. Millar, R. Ulbrich, and W. F. Brinton, “Spatial Patterns Of Historical Crop Yields Reveal Soil Health Attributes In Us Midwest Fields,” Scientific Reports, vol. 14, pp.465, 2024.

Y. Wang, M. Li, and G. Jin, “Optimizing Spatial Patterns Of Ecosystem Services In The Chang-Ji-Tu Region (China) Through Bayesian Belief Network And Multi-Scenario Land Use Simulation,” Science Of The Total Environment, vol. 917, pp. 170424, 2024

E. Benami, A. Carroll, K. D. Messer, W. Zhang, and M. Cecil, “Seeding Change: Growing Insights From Four Programs to Support Climate‐Resilient Soil and Water Conservation in US Agriculture,” Agricultural Economics, vol. 56, pp. 457–473, 2025.

D. Mehta, P. Patel, N. Sharma, and S. Eslamian, “Comparative Analysis Of Drastic And God Model For Groundwater Vulnerability Assessment,” Modeling Earth Systems And Environment, vol. 10, pp. 671-694, 2024.

N. Kharrufa, “Simplified Equation For Evapotranspiration In Arid Regions,” Beiträge Zur Hydrologie, vol.5, pp. 39-47, 1985.

R. Mylavarapu, F. Sikora, and K. Moore, “Walkley-Black Method,” Soil Test Methods from The Southeastern United States, Southern Cooperative Series Bulletin No. 419 ISBN# 1¬58161¬419¬5 January, 2014.

A. Walkley, and I. A. Black, “An Examination Of The Degtjareff Method For Determining Soil Organic Matter, And A Proposed Modification Of The Chromic Acid Titration Method,” Soil Science, vol. 37, pp. 29-38, 1934.

C. Piper, “Soil And Plant Analysis,” Univ. Of Adelaide. Interscience Publishers. Inc. New York, 1950.

P. R. Hesse, and P. Hesse, A Textbook Of Soil Chemical Analysis, 1971.

O. A. Wani, V. Sharma, S. S. Kumar, A. R. Malik, A. Pandey, K. Devi, V. Kumar, A. Gairola, D. Yadav, and D. Valente, “Geostatistical Modelling Of Soil Properties Towards Long-Term Ecological Sustainability Of Agroecosystems,” Ecological Indicators, vol. 166, pp. 112540, 2024.

S. S. Shahadha, and O. Wendroth, “Modeling the effect of tillage and irrigation management on water and barley productivity for different soil textures,” Soil and Tillage Research, vol. 250, p.106505, 2025.

A. del Pino, J. Henández, G. Arrarte, “Soil Survey Staff,” Keys to soil taxonomy Hand book. 10th ed. Natural Resources conservation service. Washington D.C, 2006.

N. H. Batjes, “ Overview Of Procedures And Standards In Use At Isric Wdc-Soils,” Isric, 2016.

J. Katzer, J. Kobaka, K. Seweryn, “A Study Of Lunar Regolith Obtained During The Apollo And Luna Space Programs Based On Principal Component Analysis,” Aerospace, vol. 11, pp. 348, 2024.

J. N. Bougiouklis, P. E. Barouchas, P. Petropoulos, D. E. Tsesmelis, and N. Moustakas, “Precision Soil Sampling Strategy For The Delineation Of Management Zones In Olive Cultivation Using Unsupervised Machine Learning Methods,” Scientific Reports, vol. 15, pp. 8253, 2025.

M. Fekhar, Y. Daghbouche, N. Bouzidi, and M. El Hattab, “Rapid Assessment Of Smokeless Tobacco Quality Parameters Using Atr-Ft-Mir Spectroscopy: Comparison Of Analytical/Mathematical And Machine Learning Approaches,” Microchemical Journal, vol. 201, pp. 110670, 2024.

J. Geng, J. Lv, J. Pei, C. Liao, Q. Tan, T. Wang, H. Fang, L. Wang, “Prediction Of Soil Organic Carbon In Black Soil Based On A Synergistic Scheme From Hyperspectral Data: Combining Fractional-Order Derivatives And Three-Dimensional Spectral Indices,” Computers And Electronics In Agriculture, vol. 220, pp. 108905, 2024.

A. Sakhaee, T. Scholten, R. Taghizadeh-Mehrjardi, M. Ließ, and A. Don, “Spatial Prediction Of Organic Matter Quality In German Agricultural Topsoils,” Agriculture, vol. 14, pp.1298, 2024.

H. Kadifeci, H.Dikici, and Ö. F Demir, “The Effect Of Active Lime On The Availability Of Metal Micronutrients In Narlı Plain Soils,” Turkish Journal Of Agricultural & Natural Sciences, vol. 11, no. 2, pp. 347-356, 2024.

M. Jalali, M. Jalali, and D. Weaver, “Critical soil phosphorus levels: a review,” Nutrient Cycling in Agroecosystems, vol. 131, no. 1, pp.1-46, 2025.

R. Adhikary, and A. Pal, “Unveiling Hydromorphic Soil Formation Dynamics in Andem, Gabon: A Soil Survey Approach,” Indian Journal of Agricultural Research, vol. 59, no.3, pp. 489-494, 2025.

M. B. N. Namdeo, “Geospatial Mapping Of Soil Properties In Maheshgad Watershed,” Mahatma Phule Krishi Vidyapeeth, 2024.

Z. Zhang, J. Ren, Y. Wang, Y. and H. Zhou, “Study On The Ec Prediction Of Cracked Soda Saline-Alkali Soil Based On Texture Analysis Of High-Resolution Images From Ground-Based Observation And Machine Learning Methods,” Soil And Tillage Research, vol. 244, pp.106234, 2024b.

B. Bastakoti, “Assessing Soil Health And Environmental Sustainability Focusing On Land-Use Change And The Soil Map Units In Vermilion-Teche Basin, Louisiana,” University Of Louisiana At Lafayette, 2024.

A. Tlili, I. Dridi, F. Mlaiki, C. Schillaci, and S. Saia, S., “Description of representative “in-situ” soil profiles in northwestern Tunisia,” Discover Soil, vol.2, no.1, pp.1-21, 2025.

M. C. Rowley, J. Pena, M. A. Marcus, R. Porras, E. Pegoraro, C. Zosso, N. O. et al., “Calcium is associated with specific soil organic carbon decomposition products,” Soil, vol. 11, no.1, pp.381-388, 2025.

Y. Kanzaki, N. J. Planavsky, S. Zhang, J. Jordan, J. Suhrhoff, and C. T. Reinhard, “Soil cation storage is a key control on the carbon removal dynamics of enhanced weathering,” CDRXIV, 2025.

K. Quispe, S. Mejía, C. Carbajal, L. Alejandro, P. Verástegui, and R. Solórzano, “Spatial Variability Of Soil Acidity And Lime Requirements For Potato Cultivation In The Huánuco Highlands,” Agriculture, vol. 14, pp. 2286, 2024.

H. M. Salem, L. R. Schott, J. Piaskowski, A. Chapagain, J. L. Yost, E. Brooks, et al., “Evaluating Intra-Field Spatial Variability For Nutrient Management Zone Delineation Through Geospatial Techniques And Multivariate Analysis,” Sustainability, vol. 16, pp. 645, 2024.

D. E. Clarke, E. A. Stockdale, J. A., Hannam, B. P. Marchant, and S. H. Hallett, “Spatial-Temporal Variability In Nitrogen Use Efficiency: Insights From A Long-Term Experiment And Crop Simulation Modeling To Support Site Specific Nitrogen Management,” European Journal Of Agronomy, vol. 158, pp. 127224, 2024.

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Published

2026-01-17

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How to Cite

Survey, Classification and Geoinformatics Analysis of Soil Parameters, in Shahrazoor District, Kurdistan Region, Iraq: Classification and Geoinformatics Analysis of Soil Parameters. (2026). Academic Journal of International University of Erbil, 3(1), 574-585. https://doi.org/10.63841/iue31675