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Research Article

Land suitability analysis for sorghum crop production in northern semi-arid Ethiopia: Application of GIS-based fuzzy AHP approach

, , & | (Reviewing editor)
Article: 1507184 | Received 20 Jun 2018, Accepted 30 Jul 2018, Published online: 10 Aug 2018

References

  • Abd-Elmabod, S. K., Jordán, A., Fleskens, L., Phillips, J. D., Muñoz-Rojas, M., van der Ploeg, M., … de La Rosa, D. (2017). Modeling agricultural suitability along soil transects under current conditions and improved scenario of soil factors. In Pereira, P., Brevik, E., Muñoz-Rojas, M., and Miller, B. (Eds.) Soil mapping and process modeling for sustainable land use management (pp. 193–219). Amsterdam, Netherlands: Elsevier.
  • AbdelRahman, M. A., Natarajan, A., & Hegde, R. (2016). Assessment of land suitability and capability by integrating remote sensing and GIS for agriculture in Chamarajanagar district, Karnataka, India. The Egyptian Journal of Remote Sensing and Space Science, 19(1), 125–141. doi:10.1016/j.ejrs.2016.02.001
  • Abegaz, A., Winowiecki, L. A., Vågen, T. G., Langan, S., & Smith, J. U. (2016). Spatial and temporal dynamics of soil organic carbon in landscapes of the upper blue nile basin of the ethiopian highlands. Agriculture, Ecosystems & Environment, 218, 190–208. doi:10.1016/j.agee.2015.11.019
  • Aburas, M. M., Abdullah, S. H., Ramli, M. F., & Asha’ari, Z. H. (2017). Land suitability analysis of urban growth in Seremban Malaysia, using GIS based analytical hierarchy process. Procedia Engineering, 198, 1128–1136. doi:10.1016/j.proeng.2017.07.155
  • Ahmed, M., & Jeb, D. N. (2014). Land suitability for sorghum using multicriteria evaluation (MCE) and analytical hierarchy process (AHP) in Bunkure Kano State, Nigeria. Journal of Agriculture and Veterinary Science (IOSRJAVS) e-ISSN, 7(9), 2319–2380.
  • Akıncı, H., Özalp, A. Y., & Turgut, B. (2013). Agricultural land use suitability analysis using GIS and AHP technique. Computers and Electronics in Agriculture, 97, 71–82. doi:10.1016/j.compag.2013.07.006
  • Al-Mashreki, M. H., Akhir, J. B. M., Rahim, S. A., Kadderi, D. M., Tukimat, L., & Haider, A. R. (2011b). Land suitability evaluation for sorghum crop in the Ibb Governorate, Republic of Yemen using remote sensing and GIS techniques. Australian Journal of Basic and Applied Sciences, 5(3), 359–368.
  • Al-Mashreki, M. H., Akhir, J. B. M., Rahim, S. A., Lihan, K. M. D. T., & Haider, A. R. (2011a). GIS-based sensitivity analysis of multi-criteria weights for land suitability evaluation of sorghum crop in the Ibb Governorate Republic of Yemen. Journal of Basic and Applied Scientific Research, 1(9), 1102–1111.
  • Arndt, N., & Menzies, M. A. (2005). The ethiopian large igneous province. http://www.largeigneousprovinces.org/print/05jan.
  • Ayehu, G. T., & Besufekad, S. A. (2015). Land suitability analysis for rice production: A GIS based multi-criteria decision approach. American Journal of Geographic Information System, 4(3), 95–104.
  • Ayoade, M. A. (2017). Suitability assessment and mapping of Oyo State, Nigeria, for rice cultivation using GIS. Theoretical and Applied Climatology, 129(3–4), 1341–1354. doi:10.1007/s00704-016-1852-4
  • Bagdanavičiūtė, I., Umgiesser, G., Vaičiūtė, D., Bresciani, M., Kozlov, I., & Zaiko, A. (2018). GIS-based multi-criteria site selection for zebra mussel cultivation: Addressing end-of-pipe remediation of a eutrophic coastal lagoon ecosystem. The Science of the Total Environment, 634, 990–1003. doi:10.1016/j.scitotenv.2018.03.361
  • Bagheri, M., Sulaiman, W. N. A., & Vaghefi, N. (2013). Application of geographic information system technique and analytical hierarchy process model for land-use suitability analysis on coastal area. Journal of Coastal Conservation, 17(1), 1–10. doi:10.1007/s11852-012-0213-4
  • Bagherzadeh, A., Ghadiri, E., Darban, A. R. S., & Gholizadeh, A. (2016). Land suitability modeling by parametric-based neural networks and fuzzy methods for soybean production in a semi-arid region. Modeling Earth Systems and Environment, 2(2), 104. doi:10.1007/s40808-016-0152-4
  • Bagherzadeh, A., & Gholizadeh, A. (2016). Modeling land suitabilit evaluation for wheat production b parametric and TOPSIS approaches using GIS, northeast of Iran. Modeling Earth Systems and Environment, 2(3), 126. doi:10.1007/s40808-016-0177-8
  • Beyene, A., Gibbon, D., & Haile, M. (2006). Heterogeneity in land resources and diversity in farming practices in Tigray, Ethiopia. Agricultural Systems, 88(1), 61–74. doi:10.1016/j.agsy.2005.06.004
  • Beyene, H. (2008). Adoption of improved Teff and Wheat production technologies in Crop and Livestock mixed systems in Northern and Western Shewa Zones of Ethiopia ( Doctoral dissertation). University of Pretoria, Pretoria.
  • Bhagat, R. M., Singh, S., Sood, C., Rana, R. S., Kalia, V., Pradhan, S., … Shrestha, B. (2009). Land suitability analysis for cereal production in Himachal Pradesh (India) using geographical information system. Journal of the Indian Society of Remote Sensing, 37(2), 233. doi:10.1007/s12524-009-0018-6
  • Brunelli, M. (2014). Introduction to the analytic hierarchy process (pp. 82). New York, NY: USA, Springer  Briefs in Operations Research.
  • Buruso, F. H. (2018). Habitat suitability analysis for hippopotamus (H. amphibious) using GIS and remote sensing in Lake Tana and its environs, Ethiopia. Environmental Systems Research, 6(1), 6. doi:10.1186/s40068-017-0083-8
  • Chamberlin, J., Jayne, T. S., & Headey, D. (2014). Scarcity amidst abundance? Reassessing the potential for cropland expansion in Africa. Food Policy, 48, 51–65. doi:10.1016/j.foodpol.2014.05.002
  • Cowie, A. L., Orr, B. J., Sanchez, V. M. C., Chasek, P., Crossman, N. D., Erlewein, A., … Tengberg, A. E. (2018). Land in balance: The scientific conceptual framework for land degradation neutrality. Environmental Science & Policy, 79, 25–35. doi:10.1016/j.envsci.2017.10.011
  • Davis, B., Di Giuseppe, S., & Zezza, A. (2017). Are African households (not) leaving agriculture? Patterns of households’ income sources in rural Sub-Saharan Africa. Food Policy, 67, 153–174. doi:10.1016/j.foodpol.2016.09.018
  • Deininger, K., & Byerlee, D. (2011). Rising global interest in farmland: Can it yield sustainable and equitable benefits? Washington, DC: World Bank Publications.
  • Dell’Ovo, M., Capolongo, S., & Oppio, A. (2018). Combining spatial analysis with MCDA for the siting of healthcare facilities. Land Use Policy, 76, 634–644. doi:10.1016/j.landusepol.2018.02.044
  • Din, G. Y., & Yunusova, A. B. (2016). Using AHP for evaluation of criteria for agro-industrial projects. International Journal of Horticulture & Agriculture, 1(1), 6.
  • Diop, A., Ndiaye, M. L., Sambou, H., Dacosta, H., & Sambou, B. (2017). Integrated a GIS and multicriteria evaluation approach for mapping flood vulnerability of buildings in the Grande Niaye Watershed of Dakar, Senegal. American Journal of Geographic Information System, 6(2), 41–53.
  • Duc, T. T. (2006, November). Using GIS and AHP technique for land-use suitability analysis. In International symposium on geoinformatics for spatial infrastructure development in earth and allied sciences (pp. 1–6). Vietnam: Ho Chi Minh.
  • Elaalem, M. (2012). Land suitability evaluation for sorghum based on boolean and fuzzy-multi-criteria decision analysis methods. International Journal of Environmental Science and Development, 3(4), 357–361. doi:10.7763/IJESD.2012.V3.247
  • Elaalem, M., Comber, A., & Fisher, P. (2011). A comparison of fuzzy AHP and ideal point methods for evaluating land suitability. Transactions in GIS, 15(3), 329–346. doi:10.1111/j.1467-9671.2011.01260.x
  • Eskandari, M., Homaee, M., & Mahmodi, S. (2012). An integrated multi criteria approach for landfill siting in a conflicting environmental, economical and socio-cultural area. Waste Management, 32(8), 1528–1538. doi:10.1016/j.wasman.2012.03.014
  • FAO. (1976). A framework for land evaluation. Soils Bulletin No. 32, Food and Agriculture Organization of the United Nations, Rome, Italy.
  • FAO. (1983). Guidelines: land evaluation for rain fed agriculture. FAO Soils Bulletin No. 52, Author, Rome.
  • FAO. (1987a). Land Evaluation and recommendations for land use planning in the Borkena study area (Welo/Shewa). AG/DP/ETH/82/010, Field Document No.18. Author.
  • FAO. (1987b). Land Evaluation and recommendations for land use planning in the Bichena study area (Gojjam). AG: DP/ETH/82/010 Field Document No. 19. Author.
  • FAO. (1987c). Manual on a computerized land evaluation system for Ethiopia with special reference to the highlands of Ethiopia: volume ii: the influence of environmental conditions on plant growth and development. AG: DP/ETH/82/010, Field Document No. 17. Author.
  • FAO. (1988). A summary of the agricultural ecology of Ethiopia. Prepared under FAO projects Food Information Systems (GCPS/ETH/044/NOR), Zonation and Calibration for Project Planning (TCP/ETH/6658), Master Land Use Plan (ETH/82/010), FAO, Rome. doi:10.3168/jds.S0022-0302(88)79586-7
  • FAO. (1992). Crop water requirements. FAO irrigation and drainage paper 24.
  • FAO. (1993). Guidelines for land-use planning (Vol. 1). FAO Development Series 1.
  • FAO. (2009, October). How to Feed the World in 2050. Paper prepared for the high level expert forum. Author, Rome. http://www.fao.org/fileadmin/templates/wsfs/docs/expert_paper/How_to_Feed_the_World_in_2050.pdf.
  • Feizizadeh, B., & Blaschke, T. (2012). Land suitability analysis for Tabriz County, Iran: A multi-criteria evaluation approach using GIS. Journal of Environmental Planning and Management, 56(1), 1–23. doi:10.1080/09640568.2011.646964
  • Feizizadeh, B., & Blaschke, T. (2013). GIS-multicriteria decision analysis for landslide susceptibility mapping: Comparing three methods for the Urmia lake basin, Iran. Natural Hazards, 65(3), 2105–2128. doi:10.1007/s11069-012-0463-3
  • Gebreselassie, S., Kirui, O. K., & Mirzabaev, A. (2016). Economics of land degradation and improvement in Ethiopia. In E. Nkonya, A. Mirzabaev, & J. Von Braun (Eds.), Economics of land degradation and improvement–A global assessment for sustainable development (pp. 401–430). Cham: Springer.
  • Gigović, L., Pamučar, D., Bajić, Z., & Drobnjak, S. (2017). Application of GIS-interval rough AHP methodology for flood hazard mapping in urban areas. Water, 9(6), 360. doi:10.3390/w9060360
  • Gigović, L., Pamučar, D., Božanić, D., & Ljubojević, S. (2017). Application of the GIS-DANP-MABAC multi-criteria model for selecting the location of wind farms: A case study of Vojvodina, Serbia. Renewable Energy, 103, 501–521. doi:10.1016/j.renene.2016.11.057
  • Gigović, L., Pamučar, D., Lukić, D., & Marković, S. (2016). GIS-Fuzzy DEMATEL MCDA model for the evaluation of the sites for ecotourism development: A case study of “Dunavski ključ” region, Serbia. Land Use Policy, 58, 348–365. doi:10.1016/j.landusepol.2016.07.030
  • Grafton, R. Q., Daugbjerg, C., & Qureshi, M. E. (2015). Towards food security by 2050. Food Security, 7(2), 179–183. doi:10.1007/s12571-015-0445-x
  • Greene, R., Devillers, R., Luther, J. E., & Eddy, B. G. (2011). GIS‐based multiple‐criteria decision analysis. Geography Compass, 5(6), 412–432. doi:10.1111/j.1749-8198.2011.00431.x
  • Guan, W. W., Wu, K., & Carnes, F. (2016). Modeling spatiotemporal pattern of agriculture‐feasible land in China. Transactions in GIS, 20(3), 426–447. doi:10.1111/tgis.2016.20.issue-3
  • Hadgu, G., Tesfaye, K., & Mamo, G. (2015). Analysis of climate change in Northern Ethiopia: Implications for agricultural production. Theoretical and Applied Climatology, 121(3–4), 733–747. doi:10.1007/s00704-014-1261-5
  • Harper, M., Anderson, B., James, P., & Bahaj, A. (2017, July). Identifying suitable locations for onshore wind turbines using a GIS-MCDA approach. In: the 17th International conference on sustainable energy technologies. Bologna, Italy.
  • Hegde, R., Niranjana, K. V., Natarajan, A., & Naidu, L. G. K. (2012, January). Efficient techniques for detailed land resources inventorization using remote sensing and conventional tools: A case study of Tirumale sub-watershed in Magadi Taluk, Karnataka. In Prabhuraj, D. K., Reddy, R.S., Murthy, T.R.S., Vadivelu, S., Bakre, S.S., Prathima, K., Brunda, D.D., & Priya, H. (Eds.). National seminar on geospatial solutions for resource conservation and management (pp. 1–16). Bengaluru, India.
  • Hossain, M. S., & Das, N. G. (2010). GIS-based multi-criteria evaluation to land suitability modelling for giant prawn (Macrobrachium rosenbergii) farming in Companigonj Upazila of Noakhali, Bangladesh. Computers and Electronics in Agriculture, 70(1), 172–186. doi:10.1016/j.compag.2009.10.003
  • Houshyar, E., Smith, P., Mahmoodi-Eshkaftaki, M., & Azadi, H. (2017). Sustainability of wheat production in Southwest Iran: A fuzzy-GIS based evaluation by ANFIS. Cogent Food & Agriculture, 3(1), 1327682. doi:10.1080/23311932.2017.1327682
  • IAO, 2008. Land evaluation in Enderta district-Tigray region, Ethiopia. 28th course professional master in Geomatics and Natural resources evaluation. Istituto Agronomico per l’Oltremare, pp. 241.
  • IIASA/FAO. (2012). Global agro-ecological zones–model documentation (GAEZ v. 3.0). Laxenburg, Austria & Rome, Italy: International Institute of Applied Systems Analysis & Food and Agricultural Organization.
  • Jiao, S., Zhang, X., & Xu, Y. (2017). A review of Chinese land suitability assessment from the rainfall-waterlogging perspective: Evidence from the Su Yu Yuan area. Journal of Cleaner Production, 144, 100–106. doi:10.1016/j.jclepro.2016.12.162
  • Kaaya, A. K., Msanya, B. M., & Mrema, J. P. (1994). Soils and land evaluation of part of the Sokoine University of agriculture farm (Tanzania) for some crops under rainfed conditions. African Study Monographs, 15(2), 97–117.
  • Kamkar, B., Dorri, M. A., & da Silva, J. A. T. (2014). Assessment of land suitability and the possibility and performance of a canola (Brassica napus L.)-soybean (Glycine max L.) rotation in four basins of Golestan province, Iran. The Egyptian Journal of Remote Sensing and Space Science, 17(1), 95–104. doi:10.1016/j.ejrs.2013.12.001
  • Karlen, D. L., & Rice, C. W. (2015). Soil degradation: Will humankind ever learn? Sustainability, 7, 12490–12501. doi:10.3390/su70912490
  • Kazemi, H., & Akinci, H. (2018). A land use suitability model for rainfed farming by multi-criteria decision-making analysis (MCDA) and geographic information system (GIS). Ecological Engineering, 116, 1–6. doi:10.1016/j.ecoleng.2018.02.021
  • Kazemi, H., Sadeghi, S., & Akinci, H. (2016). Developing a land evaluation model for faba bean cultivation using geographic information system and multi-criteria analysis (A case study: Gonbad-Kavous region, Iran). Ecological Indicators, 63, 37–47. doi:10.1016/j.ecolind.2015.11.021
  • Kebede, F. (2002). Analysis of yield gap for wheat cultivation in the highlands of North Ethiopia ( Doctoral dissertation). Gent University, Belgium. doi:10.1044/1059-0889(2002/er01)
  • Keesstra, S. D., Bouma, J., Wallinga, J., Tittonell, P., Smith, P., Cerdà, A., … Bardgett, R. D. (2016). The significance of soils and soil science towards realization of the united nations sustainable development goals. Soil, 2(2), 111–128. doi:10.5194/soil-2-111-2016
  • Kidanu, S., Kindu, M., & Chernet, T. (2009). GIS-based agricultural land suitability for target crops. Ethiopian Institute of Agricultural Research, research report, pp.23.
  • Lal, R. (1994). Methods and guidelines for assessing sustainable use of soil and water resources in the tropics. Washington, US: Soil Management Support Services.
  • Li, Q., Huang, J., Wang, C., Lin, H., Zhang, J., Jiang, J., & Wang, B. (2017). Land development suitability evaluation of Pingtan island based on scenario analysis and landscape ecological quality evaluation. Sustainability, 9(7), 1292. doi:10.3390/su9071292
  • Liu, F., Peng, Y., Zhang, W., & Pedrycz, W. (2017). On consistency in AHP and Fuzzy AHP. Journal of Systems Science and Information, 5(2), 128–147.
  • Liu, Y., Jiao, L., Liu, Y., & He, J. (2013). A self-adapting fuzzy inference system for the evaluation of agricultural land. Environmental Modelling & Software, 40, 226–234. doi:10.1016/j.envsoft.2012.09.013
  • Malczewski, J., & Rinner, C. (2015). Multicriteria decision analysis in geographic information science (pp. 331). New York, NY: USA. Springer Science.
  • Maleki, F., Kazemi, H., Siahmarguee, A., & Kamkar, B. (2017). Development of a land use suitability model for saffron (Crocus sativus L.) cultivation by multi-criteria evaluation and spatial analysis. Ecological Engineering, 106, 140–153. doi:10.1016/j.ecoleng.2017.05.050
  • Malmir, M., Zarkesh, M. M. K., Monavari, S. M., Jozi, S. A., & Sharifi, E. (2016). Analysis of land suitability for urban development in Ahwaz County in southwestern Iran using fuzzy logic and analytic network process (ANP). Environmental Monitoring and Assessment, 188(8), 447. doi:10.1007/s10661-016-5401-5
  • McKenzie, F. C., & Williams, J. (2015). Sustainable food production: Constraints, challenges and choices by 2050. Food Security, 7(2), 221–233. doi:10.1007/s12571-015-0441-1
  • Meaza, H., Frankl, A., Poesen, J., Zenebe, A., Deckers, J., Van Eetvelde, V., … Nyssen, J. (2017). Natural resource opportunities and challenges for rural development in marginal grabens–The state of the art with implications for the rift valley system in Ethiopia. Journal of Arid Environments, 147, 1–16. doi:10.1016/j.jaridenv.2017.08.003
  • Mekuriaw, A. (2017). Assessing the effectiveness of land resource management practices on erosion and vegetative cover using GIS and remote sensing techniques in Melaka watershed, Ethiopia. Environmental Systems Research, 6(1), 16. doi:10.1186/s40068-017-0093-6
  • Mendas, A., & Delali, A. (2012). Integration of multicriteria decision analysis in GIS to develop land suitability for agriculture: Application to durum wheat cultivation in the region of Mleta in Algeria. Computers and Electronics in Agriculture, 83, 117–126. doi:10.1016/j.compag.2012.02.003
  • Mesgaran, M. B., Madani, K., Hashemi, H., & Azadi, P. (2017). Iran’s land suitability for agriculture. Scientific Reports, 7(1), 7670. doi:10.1038/s41598-017-08066-y
  • Mighty, M. A. (2015). Site suitability and the analytic hierarchy process: How GIS analysis can improve the competitive advantage of the Jamaican coffee industry. Applied Geography, 58, 84–93. doi:10.1016/j.apgeog.2015.01.010
  • Mishra, A. K., Deep, S., & Choudhary, A. (2015). Identification of suitable sites for organic farming using AHP & GIS. The Egyptian Journal of Remote Sensing and Space Science, 18(2), 181–193. doi:10.1016/j.ejrs.2015.06.005
  • Mohan, M. M. (2008). Characterization and classification of sols and land suitability of a micro-watershed in Hanagal taluk ( Master’s thesis). UAS, Dharwad.
  • Mosadeghi, R., Warnken, J., Tomlinson, R., & Mirfenderesk, H. (2015). Comparison of Fuzzy-AHP and AHP in a spatial multi-criteria decision making model for urban land-use planning. Computers, Environment and Urban Systems, 49, 54–65. doi:10.1016/j.compenvurbsys.2014.10.001
  • Motuma, M., Suryabhagavan, K. V., & Balakrishnan, M. (2016). Land suitability analysis for wheat and sorghum crops in Wogdie District, South Wollo, Ethiopia, using geospatial tools. Applied Geomatics, 8(1), 57–66. doi:10.1007/s12518-016-0168-5
  • Mousavi, S. R., Sarmadian, F., Alijani, Z., & Taati, A. (2017). Land suitability evaluation for irrigating wheat by geopedological approach and geographic information system: A case study of Qazvin plain, Iran. Eurasian Journal of Soil Science, 6(3), 275–284.
  • Musakwa, W. (2017). Identifying land suitable for agricultural land reform using GIS-MCDA in South Africa. Environment, Development and Sustainability, 1–19. doi:10.1007/s10668-017-9989-6
  • Mustafa, A. A., Singh, M., Sahoo, R. N., Ahmed, N., Khanna, M., Sarangi, A., & Mishra, A. K. (2011). Land suitability analysis for different crops: A multi criteria decision making approach using remote sensing and GIS. Researcher, 3(12), 61–84.
  • Naidu, L. G. K., Ramamurthy, V., Challa, O., Hegde, R., & Krishnan, P. (2006). Manual soil-site suitability criteria for major crops. Amravati, Road, Nagpu, India: National Bureau of Soil Survey and Land Use Planning (I CAR).
  • Nedeco, N., 1997. Tekeze river basin integrated development master plan project. Second phase report vol. NR. 2-Soils and terrain.
  • Negusse, T., Yazew, E., & Tadesse, N. (2013). Quantification of the impact of integrated soil and water conservation measures on groundwater availability in Mendae Catchment, Abraha We-Atsebaha, eastern Tigray, Ethiopia. Momona Ethiopian Journal of Science, 5(2), 117–136.
  • Nyssen, J., Frankl, A., Zenebe, A., Deckers, J., & Poesen, J. (2015). Land management in the northern Ethiopian highlands: Local and global perspectives; past, present and future. Land Degradation & Development, 26(7), 759–764. doi:10.1002/ldr.2336
  • Nyssen, J., Poesen, J., Moeyersons, J., Deckers, J., Haile, M., & Lang, A. (2004). Human impact on the environment in the Ethiopian and Eritrean highlands-a state of the art. Earth-Science Reviews, 64(3–4), 273–320. doi:10.1016/S0012-8252(03)00078-3
  • Otgonbayar, M., Atzberger, C., Chambers, J., Amarsaikhan, D., Böck, S., & Tsogtbayar, J. (2017). Land suitability evaluation for agricultural cropland in Mongolia using the spatial MCDM method and AHP based GIS. Journal of Geoscience and Environment Protection, 5(09), 238–263. doi:10.4236/gep.2017.59017
  • Owusu, S., Mul, M. L., Ghansah, B., Osei-Owusu, P. K., Awotwe-Pratt, V., & Kadyampakeni, D. (2017). Assessing land suitability for aquifer storage and recharge in northern Ghana using remote sensing and GIS multi-criteria decision analysis technique. Modeling Earth Systems and Environment, 3, 1383–1393. doi:10.1007/s40808-017-0360-6
  • Pamučar, D., Gigović, L., Bajić, Z., & Janošević, M. (2017). Location selection for wind farms using GIS multi-criteria hybrid model: An approach based on fuzzy and rough numbers. Sustainability, 9(8), 1315. doi:10.3390/su9081315
  • Pender, J., Place, F., & Ehui, S. (Eds.). (2006). Strategies for sustainable land management in the East African highlands. Washington, DC: Intl Food Policy Res Inst.
  • Pichaimani, V., & Manjula, K. R. (2016). Research directions on GIS database design and management. Indian Journal of Science and Technology, 9, 39. doi:10.17485/ijst/2016/v9i39/92774
  • Popp, J., Lakner, Z., Harangi-Rakos, M., & Fari, M. (2014). The effect of bioenergy expansion: Food, energy, and environment. Renewable and Sustainable Energy Reviews, 32, 559–578. doi:10.1016/j.rser.2014.01.056
  • Prakash, T. N. (2003). Land suitability analysis for agricultural crops: a fuzzy multicriteria decision making approach. ITC (Master’s thesis). Retrieved from: https://webapps.itc.utwente.nl/librarywww/papers_2003/msc/gfm/prakash.pdf.
  • Pramanik, M. K. (2016). Site suitability analysis for agricultural land use of Darjeeling district using AHP and GIS techniques. Modeling Earth Systems and Environment, 2(2), 56. doi:10.1007/s40808-016-0116-8
  • Purnamasari, R. A., Ahamed, T., & Noguchi, R. (2018). Land suitability assessment for cassava production in Indonesia using GIS, remote sensing and multi-criteria analysis. Asia-Pacific Journal of Regional Science, 2(1), 1–32.
  • Qureshi, M. R. N., Singh, R. K., & Hasan, M. A. (2018). Decision support model to select crop pattern for sustainable agricultural practices using fuzzy MCDM. Environment, Development and Sustainability, 20(2), 641–659. doi:10.1007/s10668-016-9903-7
  • Rad, L. K., & Haghyghy, M. (2014). Integrated analytical hierarchy process (AHP) and GIS for land use suitability analysis. World Applied Sciences Journal, 32(4), 587–594.
  • Raza, S. M. H., Mahmood, S. A., Khan, A. A., & Liesenberg, V. (2018). Delineation of potential sites for rice cultivation through multi-criteria evaluation (MCE) using remote sensing and GIS. International Journal of Plant Production, 12(1), 1–11. doi:10.1007/s42106-017-0001-z
  • Ristić, V., Maksin, M., Nenković-Riznić, M., & Basarić, J. (2018). Land-use evaluation for sustainable construction in a protected area: A case of Sara mountain national park. Journal of Environmental Management, 206, 430–445. doi:10.1016/j.jenvman.2017.09.080
  • Robinson, L. W., Ericksen, P. J., Chesterman, S., & Worden, J. S. (2015). Sustainable intensification in drylands: What resilience and vulnerability can tell us? Agricultural Systems, 135, 133–140. doi:10.1016/j.agsy.2015.01.005
  • Romano, G., Dal Sasso, P., Liuzzi, G. T., & Gentile, F. (2015). Multi-criteria decision analysis for land suitability mapping in a rural area of Southern Italy. Land Use Policy, 48, 131–143. doi:10.1016/j.landusepol.2015.05.013
  • Roy, J., & Saha, S. (2018). Assessment of land suitability for the paddy cultivation using analytical hierarchical process (AHP): A study on Hinglo river basin, Eastern India. Modeling Earth Systems and Environment, 4(2), 1–18.
  • Saatsaz, M., Monsef, I., Rahmani, M., & Ghods, A. (2018). Site suitability evaluation of an old operating landfill using AHP and GIS techniques and integrated hydrogeological and geophysical surveys. Environmental Monitoring and Assessment, 190(3), 144. doi:10.1007/s10661-018-6505-x
  • Saaty, T. (1980). The analytical hierarchy process, planning priority. Resource Allocation, TWS Publications. USA, 287.
  • Saaty, T. L. (1977). A scaling method for priorities in hierarchical structures. Journal of Mathematical Psychology, 15(3), 234–281. doi:10.1016/0022-2496(77)90033-5
  • Sahu, N., Reddy, G. O., Kumar, N., & Nagaraju, M. S. S. (2015). High resolution remote sensing, GPS and GIS in soil resource mapping and characterization-A review. Agricultural Reviews, 36(1), 14–25. doi:10.5958/0976-0741.2015.00002.1
  • Scherer, L. A., Verburg, P. H., & Schulp, C. J. E. (2018). Opportunities for sustainable intensification in European agriculture. Global Environmental Change, 48, 43–55. doi:10.1016/j.gloenvcha.2017.11.009
  • Seleshi, Y., & Camberlin, P. (2006). Recent changes in dry spell and extreme rainfall events in Ethiopia. Theoretical and Applied Climatology, 83(1–4), 181–191.
  • Seyedmohammadi, J., Sarmadian, F., Jafarzadeh, A. A., Ghorbani, M. A., & Shahbazi, F. (2018). Application of SAW, TOPSIS and fuzzy TOPSIS models in cultivation priority planning for maize, rapeseed and soybean crops. Geoderma, 310, 178–190.
  • Singh, L. K., Jha, M. K., & Chowdary, V. M. (2017). Multi-criteria analysis and GIS modeling for identifying prospective water harvesting and artificial recharge sites for sustainable water supply. Journal of Cleaner Production, 142, 1436–1456.
  • Singha, C., & Swain, K. C. (2016). Land suitability evaluation criteria for agricultural crop selection: A review. Agricultural Reviews, 37(2), 125–132.
  • Smith, J. M. B. (1997). Crop, pasture and timber yield estimates for KwaZulu-Natal ( Cedara Report No. N/A/97/9). KwaZulu-Natal Department of Agriculture, Cedara.
  • Sys, C., Van Ranst, B., & Debaveye, J., 1993. Land evaluation. Part II: Methods in land evaluation. Agriculturala publication No. 7. International training center for post graduate soil scientists, University Ghent, Belgium.
  • Sys, C., Van Ranst, E., & Debaveye, J. (1991). Land evaluation. Part II: Method of land evaluation. General administration for development cooperation, International training center for post graduate soil scientists. University GHENT, Brussels, Belgium. Agric Publication No. 7:1–265.
  • Tesfaye, S., Birhane, E., Leijnse, T., & van der Zee, S. E. A. T. M. (2017). Climatic controls of ecohydrological responses in the highlands of northern Ethiopia. Science of the Total Environment, 609, 77–91.
  • Tomić, H., Mastelić Ivić, S., & Roić, M. (2018). Land consolidation suitability ranking of cadastral municipalities: Information-based decision-making using multi-criteria analyses of official registers’ data. ISPRS International Journal of Geo-Information, 7(3), 87.
  • Torrieri, F., & Batà, A. (2017). Spatial multi-criteria decision support system and strategic environmental assessment: A case study. Buildings, 7(4), 96.
  • Tóth, G., Jones, A., & Montanarella, L. (2013). The LUCAS topsoil database and derived information on the regional variability of cropland topsoil properties in the European Union. Environmental Monitoring and Assessment, 185(9), 7409–7425.
  • Van Chuong, H. (2008, December). Multicriteria land suitability evaluation for crops using GIS at community level in central vietnam. In International Symposium on geoinformatics for spatial-infrastructure development in earth and allied sciences. Hanoi, Vietnam.
  • Van Ittersum, M. K., Van Bussel, L. G., Wolf, J., Grassini, P., Van Wart, J., Guilpart, N., … Yang, H. (2016). Can sub-Saharan Africa feed itself? Proceedings of the National Academy of Sciences, 113(52), 14964–14969.
  • Van Orshoven, J., Terres, J. M., & Tóth, T., 2014. Updated common bio-physical criteria to define natural constraints for agriculture in Europe. JRC Scientific and Technical Report, European Commission Joint Research Centre Institute for Environment and Sustainability-IES, Luxemburg.
  • Vanmaercke, M., Zenebe, A., Poesen, J., Nyssen, J., Verstraeten, G., & Deckers, J. (2010). Sediment dynamics and the role of flash floods in sediment export from medium-sized catchments: A case study from the semi-arid tropical highlands in northern Ethiopia. Journal of Soils and Sediments, 10(4), 611–627.
  • Verdoodt, A., & Van Ranst, E. (2003). Land evaluation for agricultural production in the tropics: A large-scale land suitability classification for Rwanda. Ghent University. Laboratory of Soil Science, Krijgslaan 281 S8, B-9000 Gent, Belgium.
  • Walke, N., Reddy, G. O., Maji, A. K., & Thayalan, S. (2012). GIS-based multicriteria overlay analysis in soil-suitability evaluation for cotton (Gossypium spp.): A case study in the black soil region of Central India. Computers & Geosciences, 41, 108–118.
  • Wijenayake, W. K., Amarasinghe, U. S., & De Silva, S. S. (2016). Application of a multiple-criteria decision making approach for selecting non-perennial reservoirs for culture-based fishery development: Case study from Sri Lanka. Aquaculture, 459, 26–35.
  • Worqlul, A. W., Jeong, J., Dile, Y. T., Osorio, J., Schmitter, P., Gerik, T., … Clark, N. (2017). Assessing potential land suitable for surface irrigation using groundwater in Ethiopia. Applied Geography, 85, 1–13.
  • Xu, E., & Zhang, H. (2013). Spatially-explicit sensitivity analysis for land suitability evaluation. Applied Geography, 45, 1–9.
  • Yalew, S. G., van Griensven, A., Mul, M. L., & van der Zaag, P. (2016b). Land suitability analysis for agriculture in the Abbay basin using remote sensing, GIS and AHP techniques. Modeling Earth Systems and Environment, 2(2), 101.
  • Yalew, S. G., Van Griensven, A., & van der Zaag, P. (2016a). AgriSuit: A web-based GIS-MCDA framework for agricultural land suitability assessment. Computers and Electronics in Agriculture, 128, 1–8.
  • Yebo, B. (2015). Integrated soil fertility management for better crop production in Ethiopia. International Journal of Soil Science, 10(1), 1–16.
  • Yitbarek, T., Kibret, K., Gebrekidan, H., & Beyene, S. (2013). Physical land suitability evaluation for rainfed production of cotton, maize, upland rice and sorghum in Abobo Area, western Ethiopia. American Journal of Research Communication, 1(10), 296–318.
  • Yizengaw, T. (1994). An approach towards a macro-scale land evaluation as a basis to identify resource management options in Central Ethiopia ( Doctoral dissertation). Univ. Gent, Belgium.
  • You, L., Ringler, C., Wood-Sichra, U., Robertson, R., Wood, S., Zhu, T., … Sun, Y. (2011). What is the irrigation potential for Africa? A combined biophysical and socioeconomic approach. Food Policy, 36(6), 770–782.
  • Young, A. (2000). Land resources: Now and for the future. Cambridge University Press, Cambridge, UK.
  • Yu, Y., Shi, L., Huai, H., & Li, C. (2013, September). Study on the application of information technologies on suitability evaluation analysis in agriculture. In Li, D. and Chen, Y. (Eds.). International conference on computer and computing technologies in agriculture (pp. 165–176). Berlin, Heidelberg: Springer.
  • Zabihi, H., Ahmad, A., Vogeler, I., Said, M. N., Golmohammadi, M., Golein, B., & Nilashi, M. (2015). Land suitability procedure for sustainable citrus planning using the application of the analytical network process approach and GIS. Computers and Electronics in Agriculture, 117, 114–126.
  • Zavadskas, E. K., Stević, Ž., Tanackov, I., & Prentkovskis, O. (2018). A novel multicriteria approach–rough step-wise weight assessment ratio analysis method (R-SWARA) and its application in logistics. Studies in Informatics and Control, 27(1), 97–106.
  • Zhang, J., Su, Y., Wu, J., & Liang, H. (2015). GIS based land suitability assessment for tobacco production using AHP and fuzzy set in Shandong province of China. Computers and Electronics in Agriculture, 114, 202–211.
  • Zhang, K., & Achari, G. (2010). Uncertainty propagation in environmental decision making using random sets. Procedia Environmental Sciences, 2, 576–584.
  • Zolekar, R. B., & Bhagat, V. S. (2015). Multi-criteria land suitability analysis for agriculture in hilly zone: Remote sensing and GIS approach. Computers and Electronics in Agriculture, 118, 300–321.