sevinПОВОЛЖСКИЙ ЭКОЛОГИЧЕСКИЙ ЖУРНАЛPovolzhskiy Journal of Ecology1684-73182541-8963Федеральное государственное бюджетное учреждение науки Институт проблем экологии и эволюции им. А. Н. Северцова РАН; Товарищество научных изданий КМК.10.35885/1684-7318-2023-2-179-195sevin-438Research ArticleСТАТЬИARTICLESОценка земель для выращивания маниоки (Manihot esculenta Crantz; Euphorbiaceae, Magnoliopsida) с использованием метода анализа иерархий, ГИС и дистанционного зондированияAssessment of lands for cassava (Manihot esculenta Crantz; Euphorbiaceae, Magnoliopsida) cultivation using the AHP-GISRemote Sensing techniquehttps://orcid.org/0000-0001-7021-9698НгуенТ. Т. Н.NguyenThi Thu Nga

г. Ханой, ул. Хоанг Куок Вьет, д. 236

236 Hoang Quoc Viet St., Hanoi 100000

Thungatdbd@lqdtu.edu.vnhttps://orcid.org/0000-0002-6639-0318ТонгТ. Х.TongThi Hanh

г. Ханой, ул. Хоанг Куок Вьет, д. 236

236 Hoang Quoc Viet St., Hanoi 100000

Tonghanh@lqdtu.edu.vnТехнический университет Ле Куи ДонВьетнамLe Quy Don Technical UniversityViet Nam20232406202302179195Copyright © Нгуен Т., Тонг Т., 20232023Нгуен Т., Тонг Т.Nguyen T., Tong T.Данная работа распространяется под лицензией Creative Commons Attribution 4.0.This work is licensed under a Creative Commons Attribution 4.0 License.https://sevin.elpub.ru/jour/article/view/438

Цель настоящего исследования – оценить характеристики земель для выращивания однолетней маниоки с целью выбора пространственных свойств и параметров окружающей среды, необходимых для указания перспективных участков для выращивания маниоки. В соответствии с руководящими принципами ФАО была построена пространственная модель для оценки перспективных земель для устойчивого выращивания маниоки посредством интеграции метода AHP-GIS-Remote Sensing. Анализ земель показал, что земли с высоким потенциалом составляют 6101.1 га (8% от общей площади), они сосредоточены в средней и восточной части изучаемой территории. Эти районы имеют ограничения для выращивания маниоки из-за климатических условий: минимальная температура самого холодного месяца (P3 < 14°C), среднегодовое количество солнечных часов (P5 < 1500 ч) и ряд потенциальных факторов обеспечения качественной продукции (наиболее важные факторы – годовое количество осадков и рН почвы). Площади посевов маниоки сократились, но причина этого не зависела от физических условий окружающей среды. Возможно, на местных фермах играют важную роль ограничивающие факторы внутреннего рынка, устаревшие технологии переработки и низкая закупочная цена на сырую маниоку.

The objective of present study was to assess the physical land capacity for an annual cassava crop, aiming to understanding spatial parameters and environment parameters required for locating potential areas of cassava cultivation. According to FAO guidelines, a spatial model was built to assess the potential land for facilitating sustainable cassava production through the integration of the AHP-GIS-Remote Sensing method. The present study showed that the land analysis indicated

that the high potential land was 6101.1 ha (8% total area), concentrated in the middle and eastern part of the study area. These areas face limitations for the cultivation of cassava due to climatic conditions of the minimum temperature of the coldest month (P3 < 14°C), average annual sunny hours (P5 < 1500 h) and potential factors for providing quality products (LULC, annual precipitation and soil pH are the most significant factors). The areas of cassava crop cultivation were simultaneously reduced. Still, the reason for that has been not dependent on the physical environmental conditions, the limiting factors from the domestic market, backward processing technology, and the purchase price of raw cassava may possibly play a prominent role in the local farms.

AHP (метод анализа иерархий)маниокаурожайпочваГИСФАОAHPcassavacropsoilGISFAOИсследование выполнено при финансовой поддержке Совместного Российско-Вьетнамского Тропического научно-исследовательского и технологического центра (проект E1.4) в 2021 г.This work is funded through Vietnam-Russia Tropical Central (E1.4 Project) during the survey in 2021.ReferencesAdiele J. G. Growing Out of Hunger: Towards an Improved Understanding of the Water and Nutrient Limited Yield of Cassava. Doctoral Dissertation. Wageningen, Wageningen University, 2020. 150 p.Adiele J. G. Growing Out of Hunger: Towards an Improved Understanding of the Water and Nutrient Limited Yield of Cassava. Doctoral Dissertation. Wageningen, Wageningen University, 2020. 150 p.Adiele J. G., Schut A. G. T., van den Beuken R. O. M., Ezui K. S., Pypers P., Ano A. O., Giller K. E. A recalibrated and tested LINTUL-Cassava simulation model provides insight into the high yield potential of cassava under rainfed conditions. European Journal of Agronomy, 2021, vol. 124, pp. 126–242. https://doi.org/10.1016/j.eja.2021.126242Adiele J. G., Schut A. G. T., van den Beuken R. O. M., Ezui K. S., Pypers P., Ano A. O., Giller K. E. A recalibrated and tested LINTUL-Cassava simulation model provides insight into the high yield potential of cassava under rainfed conditions. European Journal of Agronomy, 2021, vol. 124, pp. 126–242. https://doi.org/10.1016/j.eja.2021.126242Akinwumiju A. S., Adelodun A. A., Orimoogunje O. I. Agro-Climato-Edaphic zonation of Nigeria for a cassava cultivar using GIS-Based Analysis of Data from 1961 to 2017. Scientific Reports, 2020, vol. 10, article number 1259. https://doi.org/10.1038/s41598-020-58280-4Akinwumiju A. S., Adelodun A. A., Orimoogunje O. I. Agro-Climato-Edaphic zonation of Nigeria for a cassava cultivar using GIS-Based Analysis of Data from 1961 to 2017. Scientific Reports, 2020, vol. 10, article number 1259. https://doi.org/10.1038/s41598-020-58280-4Akano A. O., Dixon A. G. O., Mba C., Barrera E., Fregene M. Genetic mapping of a dominant gene conferring resistance to cassava mosaic disease. Theoretical and Applied Genetics, 2002, vol. 105, iss. 4, pp. 521–525. https://doi.org/10.1007/s00122-002-0891-7Akano A. O., Dixon A. G. O., Mba C., Barrera E., Fregene M. Genetic mapping of a dominant gene conferring resistance to cassava mosaic disease. Theoretical and Applied Genetics, 2002, vol. 105, iss. 4, pp. 521–525. https://doi.org/10.1007/s00122-002-0891-7Amarullah A., Indradewa D., Yudono P., Sunarminto B. H. Correlation of growth parameters with yield of two cassava varieties. Ilmu Pertanian (Agricultural Science), 2017, vol. 1, no. 3, pp. 100–104. https://doi.org/10.22146/ipas.10706Amarullah A., Indradewa D., Yudono P., Sunarminto B. H. Correlation of growth parameters with yield of two cassava varieties. Ilmu Pertanian (Agricultural Science), 2017, vol. 1, no. 3, pp. 100–104. https://doi.org/10.22146/ipas.10706Anderson M. D., Rivera-Ferre M. Food system narratives to end hunger: Extractive versus regenerative. Current Opinion in Environmental Sustainability, 2021, vol. 49, pp. 18–25. https://doi.org/10.1016/j.cosust.2020.12.002Anderson M. D., Rivera-Ferre M. Food system narratives to end hunger: Extractive versus regenerative. Current Opinion in Environmental Sustainability, 2021, vol. 49, pp. 18–25. https://doi.org/10.1016/j.cosust.2020.12.002Boansi D. Effect of climatic and non-climatic factors on cassava yields in Togo: Agricultural policy implications. Climate, 2017, vol. 5, iss. 2, article number 28. https://doi.org/10.3390/cli5020028Boansi D. Effect of climatic and non-climatic factors on cassava yields in Togo: Agricultural policy implications. Climate, 2017, vol. 5, iss. 2, article number 28. https://doi.org/10.3390/cli5020028Bravo M. R. Urbanization in the Philippines and Its Influence on Agriculture. In: M. Yokohari, A. Murakami, Y. Hara, K. Tsuchiya, eds. Sustainable Landscape Planning in Selected Urban Regions. Tokyo, Springer, 2017, pp. 97–110. https://doi.org/10.1007/978-4-431-56445-4_9Bravo M. R. Urbanization in the Philippines and Its Influence on Agriculture. In: M. Yokohari, A. Murakami, Y. Hara, K. Tsuchiya, eds. Sustainable Landscape Planning in Selected Urban Regions. Tokyo, Springer, 2017, pp. 97–110. https://doi.org/10.1007/978-4-431-56445-4_9Burns A. E., Gleadow R. M., Zacarias A. M., Cuambe C. E., Miller R. E., Cavagnaro T. R. Variations in the chemical composition of cassava (Manihot esculenta Crantz) leaves and roots as affected by genotypic and environmental variation. Journal of Agricultural and Food Chemistry, 2012, vol. 60, iss. 19, pp. 4946–4956. https://doi.org/10.1021/jf2047288Burns A. E., Gleadow R. M., Zacarias A. M., Cuambe C. E., Miller R. E., Cavagnaro T. R. Variations in the chemical composition of cassava (Manihot esculenta Crantz) leaves and roots as affected by genotypic and environmental variation. Journal of Agricultural and Food Chemistry, 2012, vol. 60, iss. 19, pp. 4946–4956. https://doi.org/10.1021/jf2047288Campo B. V. M., Hyman G., Bellotti A. Threats to cassava production: Known and potential geographic distribution of four key biotic constraints. Food Security, 2011, vol. 3, iss. 3, pp. 329–345. https://doi.org/10.1007/s12571-011-0141-4Campo B. V. M., Hyman G., Bellotti A. Threats to cassava production: Known and potential geographic distribution of four key biotic constraints. Food Security, 2011, vol. 3, iss. 3, pp. 329–345. https://doi.org/10.1007/s12571-011-0141-4D’haeze D., Deckers J., Raes D., Phong T. A., Loi H. V. Environmental and socio-economic impacts of institutional reforms on the agricultural sector of Vietnam: Land suitability assessment for Robusta coffee in the Dak Gan region. Agriculture, Ecosystems & Environment, 2005, vol. 105, iss. 1-2, pp. 59–76. https://doi.org/10.1016/j.agee.2004.05.009D’haeze D., Deckers J., Raes D., Phong T. A., Loi H. V. Environmental and socio-economic impacts of institutional reforms on the agricultural sector of Vietnam: Land suitability assessment for Robusta coffee in the Dak Gan region. Agriculture, Ecosystems & Environment, 2005, vol. 105, iss. 1-2, pp. 59–76. https://doi.org/10.1016/j.agee.2004.05.009Edet M. A., Tijani-Eniola H., Lagoke S. T. O., Tarawali G. Relationship of cassava growth parameters with yield, yield related components and harvest time in Ibadan, Southwestern Nigeria. Journal of Natural Sciences Research, 2015, vol. 5, iss. 9, pp. 87–92.Edet M. A., Tijani-Eniola H., Lagoke S. T. O., Tarawali G. Relationship of cassava growth parameters with yield, yield related components and harvest time in Ibadan, Southwestern Nigeria. Journal of Natural Sciences Research, 2015, vol. 5, iss. 9, pp. 87–92.Eng J. ROC Analysis: Web-Based Calculator for ROC Curves. Baltimore, Johns Hopkins University, 2014. Available at: http://www.jrocfit.org (accessed 10 January 2023).Eng J. ROC Analysis: Web-Based Calculator for ROC Curves. Baltimore, Johns Hopkins University, 2014. Available at: http://www.jrocfit.org (accessed 10 January 2023).El-Sharkawy M. A. Physiological characteristics of cassava tolerance to prolonged drought in the tropics: Implications for breeding cultivars adapted to seasonally dry and semiarid environments. Brazilian Journal of Plant Physiology, 2007, vol. 19, iss. 4, pp. 257–286. https://doi.org/10.1590/S1677-04202007000400003El-Sharkawy M. A. Physiological characteristics of cassava tolerance to prolonged drought in the tropics: Implications for breeding cultivars adapted to seasonally dry and semiarid environments. Brazilian Journal of Plant Physiology, 2007, vol. 19, iss. 4, pp. 257–286. https://doi.org/10.1590/S1677-04202007000400003Feenstra G. W. Local food systems and sustainable communities. American Journal of Alternative Agriculture, 1997, vol. 12, iss. 1, pp. 28–36. https://doi.org/10.1017/s0889189300007165Feenstra G. W. Local food systems and sustainable communities. American Journal of Alternative Agriculture, 1997, vol. 12, iss. 1, pp. 28–36. https://doi.org/10.1017/s0889189300007165Fischer G., Shah M. N., Tubiello F., Van Velhuizen H. Socio-economic and climate change impacts on agriculture: An integrated assessment, 1990–2080. Philosophical Transactions of the Royal Society B: Biological Sciences, 2005, vol. 360, iss. 1463, pp. 2067–2083. https://doi.org/10.1098/rstb.2005.1744Fischer G., Shah M. N., Tubiello F., Van Velhuizen H. Socio-economic and climate change impacts on agriculture: An integrated assessment, 1990–2080. Philosophical Transactions of the Royal Society B: Biological Sciences, 2005, vol. 360, iss. 1463, pp. 2067–2083. https://doi.org/10.1098/rstb.2005.1744FAO Guidelines for Land-Use Planning. Rome, Food and Agriculture Organization of the United Nations, 1993.FAO Guidelines for Land-Use Planning. Rome, Food and Agriculture Organization of the United Nations, 1993.General Statistics Office of Vietnam. Statistical Yearbook of Thanh Hoa Province. Statistical Publishing House, Vietnam, 2019 (in Vietnamese).General Statistics Office of Vietnam. Statistical Yearbook of Thanh Hoa Province. Statistical Publishing House, Vietnam, 2019 (in Vietnamese).Ministry of Science and Published technology. ISO (TCVN) 8409:2012 by the Institute of Planning and Design of Agriculture – Ministry of Agriculture and Rural Development Editor. Directorate for Standards, Metrology and Quality appraisal, Ministry of Agriculture and Rural Development proposal, 2021.Ministry of Science and Published technology. ISO (TCVN) 8409:2012 by the Institute of Planning and Design of Agriculture – Ministry of Agriculture and Rural Development Editor. Directorate for Standards, Metrology and Quality appraisal, Ministry of Agriculture and Rural Development proposal, 2021.Kinshella M. L. W. Consuming hunger: Experiences of cassava and development in a Coastal Tanzanian Village. Food, Culture & Society, 2015, vol. 17, iss. 3, pp. 377–393. https://doi.org/10.2752/175174414X13948130848025Kinshella M. L. W. Consuming hunger: Experiences of cassava and development in a Coastal Tanzanian Village. Food, Culture & Society, 2015, vol. 17, iss. 3, pp. 377–393. https://doi.org/10.2752/175174414X13948130848025Lamsal P., Atreya K., Ghosh M. K., Pant K. P. Effects of population, land cover change, and climatic variability on wetland resource degradation in a Ramsar listed Ghodaghodi Lake Complex, Nepal. Environmental Monitoring and Assessment, 2019, vol. 191, iss. 7, pp. 1–16. https://doi.org/10.1007/s10661-019-7514-0Lamsal P., Atreya K., Ghosh M. K., Pant K. P. Effects of population, land cover change, and climatic variability on wetland resource degradation in a Ramsar listed Ghodaghodi Lake Complex, Nepal. Environmental Monitoring and Assessment, 2019, vol. 191, iss. 7, pp. 1–16. https://doi.org/10.1007/s10661-019-7514-0MacCormac E. R. Review of: ‘Decision making for leaders: The analytical hierarchy process for decisions in a complex world’ by Thomas L. Saaty. The Engineering Economist, 1983, vol. 29, iss. 1, pp. 74–75. https://doi.org/10.1080/00137918308967693MacCormac E. R. Review of: ‘Decision making for leaders: The analytical hierarchy process for decisions in a complex world’ by Thomas L. Saaty. The Engineering Economist, 1983, vol. 29, iss. 1, pp. 74–75. https://doi.org/10.1080/00137918308967693Noerwijati K., Budiono R. Yield and yield components evaluation of cassava (Manihot esculenta Crantz) clones in different altitudes. Energy Procedia, 2015, vol. 65, pp. 155–161. https://doi.org/10.1016/j.egypro.2015.01.050Noerwijati K., Budiono R. Yield and yield components evaluation of cassava (Manihot esculenta Crantz) clones in different altitudes. Energy Procedia, 2015, vol. 65, pp. 155–161. https://doi.org/10.1016/j.egypro.2015.01.050Okudoh V., Trois C., Workneh C., Schmidt C. The potential of cassava biomass and applicable technologies for sustainable biogas production in South Africa: A review. Renewable and Sustainable Energy Reviews, 2014, vol. 39, pp. 1035–1052. https://doi.org/10.1016/j.rser.2014.07.142Okudoh V., Trois C., Workneh C., Schmidt C. The potential of cassava biomass and applicable technologies for sustainable biogas production in South Africa: A review. Renewable and Sustainable Energy Reviews, 2014, vol. 39, pp. 1035–1052. https://doi.org/10.1016/j.rser.2014.07.142Papastergiadou E., Kagalou I., Stefanidis K., Retalis A., Leonardos I. Effects of anthropogenic influences on the trophic state, land uses and aquatic vegetation in a shallow Mediterranean lake: Implications for restoration. Water Resources Management, 2010, vol. 24, iss. 3, pp. 415–435. https://doi.org/10.1007/s11269-009-9453-yPapastergiadou E., Kagalou I., Stefanidis K., Retalis A., Leonardos I. Effects of anthropogenic influences on the trophic state, land uses and aquatic vegetation in a shallow Mediterranean lake: Implications for restoration. Water Resources Management, 2010, vol. 24, iss. 3, pp. 415–435. https://doi.org/10.1007/s11269-009-9453-yPereira J. M., Duckstein L. A multiple criteria decision-making approach to GIS-based land suitability evaluation. International Journal of Geographical Information Science, 1993, vol. 7, iss. 5, pp. 407–424. https://doi.org/10.1080/02693799308901971Pereira J. M., Duckstein L. A multiple criteria decision-making approach to GIS-based land suitability evaluation. International Journal of Geographical Information Science, 1993, vol. 7, iss. 5, pp. 407–424. https://doi.org/10.1080/02693799308901971Purnamasari R. A., Ahamed T., Noguchi R. Land suitability assessment for cassava production in Indonesia using GIS, remote sensing and multi-criteria analysis. Asia-Pacific Journal of Regional Science, 2019, vol. 3, iss. 1, pp. 1–32. https://doi.org/10.1007/s41685-018-0079-zPurnamasari R. A., Ahamed T., Noguchi R. Land suitability assessment for cassava production in Indonesia using GIS, remote sensing and multi-criteria analysis. Asia-Pacific Journal of Regional Science, 2019, vol. 3, iss. 1, pp. 1–32. https://doi.org/10.1007/s41685-018-0079-zRewlay-ngoen C., Papong S., Onbhuddha R., Thanomnim B. Evaluation of the environmental performance of bioethanol from cassava pulp using life cycle assessment. Journal of Cleaner Production, 2021, vol. 284, article number 124741. https://doi.org/10.1016/j.jclepro.2020.124741Rewlay-ngoen C., Papong S., Onbhuddha R., Thanomnim B. Evaluation of the environmental performance of bioethanol from cassava pulp using life cycle assessment. Journal of Cleaner Production, 2021, vol. 284, article number 124741. https://doi.org/10.1016/j.jclepro.2020.124741Rouse J. W., Haas R. H., Schell J. A., Deering D. W. Monitoring Vegetation Systems in the Great Plains With ERTS. Washington, NASA special publication, 1974, vol. 351. 309 p.Rouse J. W., Haas R. H., Schell J. A., Deering D. W. Monitoring Vegetation Systems in the Great Plains With ERTS. Washington, NASA special publication, 1974, vol. 351. 309 p.Santisopasri V., Kurotjanawong K., Chotineeranat S., Piyachomkwan K., Sriroth K., Oates C. G. Impact of water stress on yield and quality of cassava starch. Industrial Crops and Products, 2001, vol. 13, iss. 2, pp. 115–129. https://doi.org/10.1016/S0926-6690(00)00058-3Santisopasri V., Kurotjanawong K., Chotineeranat S., Piyachomkwan K., Sriroth K., Oates C. G. Impact of water stress on yield and quality of cassava starch. Industrial Crops and Products, 2001, vol. 13, iss. 2, pp. 115–129. https://doi.org/10.1016/S0926-6690(00)00058-3Saaty T. L. Decision making with the analytic hierarchy process. International Journal of Services Sciences, 2008, vol. 1, iss. 1, pp. 83–98. https://doi.org/10.1504/IJSSci.2008.01759Saaty T. L. Decision making with the analytic hierarchy process. International Journal of Services Sciences, 2008, vol. 1, iss. 1, pp. 83–98. https://doi.org/10.1504/IJSSci.2008.01759Sharma P., Aggarwal P., Kaur A. Biofortification: A new approach to eradicate hidden hunger. Food Reviews International, 2017, vol. 33, iss. 1, pp. 1–21. https://doi.org/10.1080/87559129.2015.1137309Sharma P., Aggarwal P., Kaur A. Biofortification: A new approach to eradicate hidden hunger. Food Reviews International, 2017, vol. 33, iss. 1, pp. 1–21. https://doi.org/10.1080/87559129.2015.1137309Vurro M., Bonciani B., Vannacci G. Emerging infectious diseases of crop plants in developing countries: Impact on agriculture and socio-economic consequences. Food Security, 2010, vol. 2, iss. 3, pp. 113–132. https://doi.org/10.1007/s12571-010-0062-7Vurro M., Bonciani B., Vannacci G. Emerging infectious diseases of crop plants in developing countries: Impact on agriculture and socio-economic consequences. Food Security, 2010, vol. 2, iss. 3, pp. 113–132. https://doi.org/10.1007/s12571-010-0062-7Zemba A. A., Kefas J., Hamza A. Land suitability analysis for decision-making in cassava (Manihot Spp.) cultivation in southern part of Adamawa State, Nigeria. Global Journal of Agricultural Sciences, 2017, vol. 16, iss. 1, pp. 1–10. https://doi.org/10.4314/gjass.v16i1.1Zemba A. A., Kefas J., Hamza A. Land suitability analysis for decision-making in cassava (Manihot Spp.) cultivation in southern part of Adamawa State, Nigeria. Global Journal of Agricultural Sciences, 2017, vol. 16, iss. 1, pp. 1–10. https://doi.org/10.4314/gjass.v16i1.1Zhang J., Su Y., Wu J., Liang H. GIS based land suitability assessment for tobacco production using AHP and fuzzy set in Shandong province of China. Computers and Electronics in Agriculture, 2015, vol. 114, pp. 202–211. https://doi.org/10.1016/j.compag.2015.04.004Zhang J., Su Y., Wu J., Liang H. GIS based land suitability assessment for tobacco production using AHP and fuzzy set in Shandong province of China. Computers and Electronics in Agriculture, 2015, vol. 114, pp. 202–211. https://doi.org/10.1016/j.compag.2015.04.004Zhu W., Lestander T. A., Örberg H., Wei M., Hedman B., Ren J., Xie G., Xiong S. Cassava stems: A new resource to increase food and fuel production. GCB-Bioenergy, 2015, vol. 7, iss. 1, pp. 72–83. https://doi.org/10.1111/gcbb.12112Zhu W., Lestander T. A., Örberg H., Wei M., Hedman B., Ren J., Xie G., Xiong S. Cassava stems: A new resource to increase food and fuel production. GCB-Bioenergy, 2015, vol. 7, iss. 1, pp. 72–83. https://doi.org/10.1111/gcbb.12112

The authors declare that there are no conflicts of interest present.