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As an important factor of risk formation, actively carrying out agricultural drought vulnerability assessments is conducive to improving food security and reducing economic losses. In this study, an SE-DEA model with regional exposure and drought risk as input factors and the maize yield reduction rate and drought-affected area as output factors is established. The aim is to evaluate and zone the drought vulnerability of the maize belt in the Songliao Plain. The results show the following: (1) From 2000 to 2019, the drought vulnerability of maize showed a fluctuating increasing trend. The vulnerability in Harbin and central Jilin Province is high, which is extremely unfavorable for maize production. (2) Comparing the historical disaster data with the drought vulnerability map generated using the SE-DEA model, it could be found that the results obtained using the SE-DEA model are reliable. (3) The Tobit model shows that the proportion of the effective irrigated area is more important to alleviate vulnerability. For drought vulnerability zoning using a cluster analysis, we suggest that regulated deficit irrigation should be actively developed in high-vulnerability areas to ensure maize yield while improving water efficiency. The results of this study can provide a basis for the development of drought mitigation and loss reduction strategies, and they provide new ideas for future research.<\/jats:p>","DOI":"10.3390\/rs14153711","type":"journal-article","created":{"date-parts":[[2022,8,3]],"date-time":"2022-08-03T23:33:01Z","timestamp":1659569581000},"page":"3711","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["Evaluation of Drought Vulnerability of Maize and Influencing Factors in Songliao Plain Based on the SE-DEA-Tobit Model"],"prefix":"10.3390","volume":"14","author":[{"given":"Yining","family":"Ma","sequence":"first","affiliation":[{"name":"School of Environment, Northeast Normal University, Changchun 130024, China"},{"name":"State Environmental Protection Key Laboratory of Wetland Ecology and Vegetation Restoration, Northeast Normal University, Changchun 130024, China"},{"name":"Key Laboratory for Vegetation Ecology, Ministry of Education, Changchun 130024, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Suri","family":"Guga","sequence":"additional","affiliation":[{"name":"School of Environment, Northeast Normal University, Changchun 130024, China"},{"name":"State Environmental Protection Key Laboratory of Wetland Ecology and Vegetation Restoration, Northeast Normal University, Changchun 130024, China"},{"name":"Key Laboratory for Vegetation Ecology, Ministry of Education, Changchun 130024, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jie","family":"Xu","sequence":"additional","affiliation":[{"name":"School of Environment, Northeast Normal University, Changchun 130024, China"},{"name":"State Environmental Protection Key Laboratory of Wetland Ecology and Vegetation Restoration, Northeast Normal University, Changchun 130024, China"},{"name":"Key Laboratory for Vegetation Ecology, Ministry of Education, Changchun 130024, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xingpeng","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Environment, Northeast Normal University, Changchun 130024, China"},{"name":"State Environmental Protection Key Laboratory of Wetland Ecology and Vegetation Restoration, Northeast Normal University, Changchun 130024, China"},{"name":"Key Laboratory for Vegetation Ecology, Ministry of Education, Changchun 130024, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhijun","family":"Tong","sequence":"additional","affiliation":[{"name":"School of Environment, Northeast Normal University, Changchun 130024, China"},{"name":"State Environmental Protection Key Laboratory of Wetland Ecology and Vegetation Restoration, Northeast Normal University, Changchun 130024, China"},{"name":"Key Laboratory for Vegetation Ecology, Ministry of Education, Changchun 130024, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiquan","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Environment, Northeast Normal University, Changchun 130024, China"},{"name":"State Environmental Protection Key Laboratory of Wetland Ecology and Vegetation Restoration, Northeast Normal University, Changchun 130024, China"},{"name":"Key Laboratory for Vegetation Ecology, Ministry of Education, Changchun 130024, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2022,8,3]]},"reference":[{"key":"ref_1","unstructured":"IPCC (2007). Climate Change 2007: The Physical Science Basis. Summary for Policy Makers, IPCC. IPCC WGI Fourth Report."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"462","DOI":"10.1038\/nclimate2223","article-title":"Evolution of land surface air temperature trend","volume":"6","author":"Ji","year":"2014","journal-title":"Nat. Clim. Change"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"1327","DOI":"10.2166\/nh.2016.018","article-title":"Assessment of future climate change impacts on the hydrological regime of selected Greek areas with different climate conditions","volume":"48","author":"Paparrizos","year":"2017","journal-title":"Hydrol. Res."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"462","DOI":"10.1007\/s11430-010-4035-7","article-title":"A high resolution simulation of climate change over China","volume":"54","author":"Gao","year":"2011","journal-title":"Sci. China Earth Sci."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"401","DOI":"10.1007\/s13593-015-0283-4","article-title":"Management of crop water under drought: A review","volume":"35","author":"Bodner","year":"2015","journal-title":"Agron. Sustain. Dev."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1007\/s00376-016-6160-5","article-title":"Changes in mean and extreme temperature and precipitation over the arid region of northwestern China: Observation and projection","volume":"34","author":"Wang","year":"2017","journal-title":"Adv. Atmos. Sci."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"104596","DOI":"10.1016\/j.jaridenv.2021.104596","article-title":"Drought area, intensity and frequency changes in China under climate warming, 1961\u20132014","volume":"193","author":"Han","year":"2021","journal-title":"J. Arid Environ."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"127170","DOI":"10.1016\/j.jhydrol.2021.127170","article-title":"Assessment and attribution of China\u2019s droughts using an integrated drought index derived from GRACE and GRACE-FO data","volume":"603","author":"Deng","year":"2021","journal-title":"J. Hydrol."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"107301","DOI":"10.1016\/j.agwat.2021.107301","article-title":"Dynamic variation of meteorological drought and its relationships with agricultural drought across China","volume":"261","author":"Wang","year":"2022","journal-title":"Agric. Water Manag."},{"key":"ref_10","first-page":"72","article-title":"Characteristics of droughts in eastern Northwest China over the past 546 years","volume":"78","author":"Wang","year":"2020","journal-title":"Acta. Meteorol. Sin."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"108821","DOI":"10.1016\/j.agrformet.2022.108821","article-title":"Spatiotemporal patterns of maize drought stress and their effects on biomass in the Northeast and North China Plain from 2000 to 2019","volume":"315","author":"Wan","year":"2022","journal-title":"Agric. For. Meteorol."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"107485","DOI":"10.1016\/j.agwat.2022.107485","article-title":"Changes and driving factors of compound agricultural droughts and hot events in eastern China","volume":"263","author":"Zhang","year":"2022","journal-title":"Agric. Water Manag."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1016\/j.ijdrr.2013.09.002","article-title":"Modelling impact of agro-drought on grain production in China","volume":"7","author":"Qin","year":"2014","journal-title":"Int. J. Disaster Risk Reduct."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"231","DOI":"10.1016\/j.jhydrol.2017.07.060","article-title":"Assessing spatiotemporal variation of drought and its impact on maize yield in Northeast China","volume":"553","author":"Guo","year":"2017","journal-title":"J. Hydrol."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"43","DOI":"10.1038\/nature09364","article-title":"The impacts of climate change on water resources and agriculture in China","volume":"467","author":"Piao","year":"2010","journal-title":"Nature"},{"key":"ref_16","unstructured":"IPCC (2013). Climate Change 2013: The Physical Science Basis. Working Group I Contribution to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, Cambridge University Press."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"114246","DOI":"10.1016\/j.jenvman.2021.114246","article-title":"IPCC\u2019s current conceptualization of \u2018vulnerability\u2019 needs more clarification for climate change vulnerability assessments","volume":"303","author":"Ishtiaque","year":"2022","journal-title":"J. Environ. Manag."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1007\/s13753-012-0009-z","article-title":"China\u2019s drought disaster risk management: Perspective of severe droughts in 2009\u20132010","volume":"3","author":"Ye","year":"2012","journal-title":"Int. J. Disaster Risk Sci."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"131418","DOI":"10.1016\/j.jclepro.2022.131418","article-title":"Building vulnerability assessment in seismic areas using ensemble learning: A Nepal case study","volume":"350","author":"Chen","year":"2022","journal-title":"J. Clean. Prod."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"102969","DOI":"10.1016\/j.ijdrr.2022.102969","article-title":"Flood vulnerability assessment and mapping: A case of Ben Hai-Thach Han River basin in Vietnam","volume":"75","author":"Van","year":"2022","journal-title":"Int. J. Disaster Risk. Reduct."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"265","DOI":"10.1016\/j.jhydrol.2018.11.058","article-title":"Enhancing the standardized drought vulnerability index by integrating spatiotemporal information from satellite and in situ data","volume":"569","author":"Oikonomou","year":"2019","journal-title":"J. Hydrol."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1016\/j.agee.2015.03.033","article-title":"Assessing vulnerability and adaptive capacity to potential drought for winter-wheat under the RCP 8.5 scenario in the Huang-Huai-Hai Plain","volume":"209","author":"Li","year":"2015","journal-title":"Agric. Ecosyst. Environ."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"141481","DOI":"10.1016\/j.scitotenv.2020.141481","article-title":"Rice drought risk assessment under climate change: Based on physical vulnerability a quantitative assessment method","volume":"751","author":"Guo","year":"2021","journal-title":"Sci. Total Environ."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"103040","DOI":"10.1016\/j.agsy.2020.103040","article-title":"Assessing the vulnerability and risk of maize to drought in China based on the AquaCrop model","volume":"189","author":"Zhu","year":"2021","journal-title":"Agric. Syst."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1016\/j.ijdrr.2015.03.006","article-title":"Vulnerability assessment of wheat and maize production affected by drought and climate change","volume":"13","author":"Farhangfar","year":"2015","journal-title":"Int. J. Disaster Risk Reduct."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"154165","DOI":"10.1016\/j.scitotenv.2022.154165","article-title":"Agricultural flood vulnerability assessment and risk quantification in Iowa","volume":"826","author":"Yildirim","year":"2022","journal-title":"Sci. Total Environ."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"135957","DOI":"10.1016\/j.scitotenv.2019.135957","article-title":"Assessing drought vulnerability using geospatial techniques in northwestern part of Bangladesh","volume":"705","author":"Hoque","year":"2020","journal-title":"Sci. Total Environ."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"1039","DOI":"10.1007\/s12665-016-5822-z","article-title":"Drought vulnerability mapping using AHP method in arid and semiarid areas: A case study for Taft Township, Yazd Province, Iran","volume":"75","author":"Ekrami","year":"2016","journal-title":"Environ. Earth Sci."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"1557","DOI":"10.1007\/s11269-017-1594-9","article-title":"Assessment of Agricultural Drought Vulnerability in the Guanzhong Plain, China","volume":"31","author":"Wu","year":"2017","journal-title":"Water Resour. Manag."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1007\/s11069-015-1931-3","article-title":"China\u2019s regional social vulnerability to geological disasters: Evaluation and spatial characteristics analysis","volume":"84","author":"Hou","year":"2016","journal-title":"Nat. Hazards"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"376","DOI":"10.1111\/j.1469-1809.1938.tb02189.x","article-title":"The statistical utilization of multiple measurements","volume":"8","author":"Fisher","year":"1938","journal-title":"Ann. Eugen."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"429","DOI":"10.1016\/0377-2217(78)90138-8","article-title":"Measuring the efficiency of decision making units","volume":"2","author":"Charnes","year":"1978","journal-title":"Eur. J. Oper. Res."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1016\/j.psep.2020.04.020","article-title":"Safety management efficiency of China\u2019s coal enterprises and its influencing factors\u2014Based on the DEA-Tobit two-stage model","volume":"140","author":"Miao","year":"2020","journal-title":"Process Saf. Environ."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"107047","DOI":"10.1016\/j.compchemeng.2020.107047","article-title":"Estimating technical efficiency of petroleum refineries using DEA and tobit model: An India perspective","volume":"142","author":"Dalei","year":"2020","journal-title":"Comput. Chem. Eng."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"101091","DOI":"10.1016\/j.ijdrr.2019.101091","article-title":"Vulnerability assessment of China\u2019s coastal cities based on DEA cross-efficiency model","volume":"36","author":"Huang","year":"2019","journal-title":"Int. J. Disaster Risk Reduct."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"126470","DOI":"10.1016\/j.jhydrol.2021.126470","article-title":"Flood vulnerability and resilience assessment in China based on super-efficiency DEA and SBM-DEA methods","volume":"600","author":"Yang","year":"2021","journal-title":"J. Hydrol."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"125160","DOI":"10.1016\/j.jhydrol.2020.125160","article-title":"Regional water system vulnerability evaluation: A bi-level DEA with multi-followers approach","volume":"589","author":"Yao","year":"2020","journal-title":"J. Hydrol."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"427","DOI":"10.1016\/j.eiar.2003.12.003","article-title":"The assessment of vulnerability to natural disasters in China by using the DEA method","volume":"24","author":"Wei","year":"2004","journal-title":"Environ. Impact Assess."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"113689","DOI":"10.1016\/j.jenvman.2021.113689","article-title":"Drought vulnerability and risk assessment in India: Sensitivity analysis and comparison of aggregation techniques","volume":"299","author":"Sahana","year":"2021","journal-title":"J. Environ. Manag."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"1575","DOI":"10.1007\/s11069-012-0323-1","article-title":"An assessment of multidimensional flood vulnerability at the provincial scale in China based on the DEA method","volume":"64","author":"Huang","year":"2012","journal-title":"Nat. Hazards"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"67","DOI":"10.1080\/17565529.2019.1599317","article-title":"Measuring disaster resilience in the Philippines: Evidence using network data envelopment analysis","volume":"12","author":"Villano","year":"2020","journal-title":"Clim. Dev."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"1723","DOI":"10.5194\/nhess-13-1723-2013","article-title":"A relative vulnerability estimation of flood disaster using data envelopment analysis in the Dongting Lake region of Hunan","volume":"13","author":"Li","year":"2013","journal-title":"Nat. Hazards Earth. Syst."},{"key":"ref_43","unstructured":"Zhou, W. (2003). A Study on Available Water Capacity of Main Soil Types in China Based on Geographic Information System, Nanjing Agricultural University. (In Chinese)."},{"key":"ref_44","first-page":"88","article-title":"Empirical estimation of effective soil water content in black soils of Northeast China","volume":"4","author":"Zhou","year":"2003","journal-title":"J. Arid. Land Resour. Environ."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"705","DOI":"10.1287\/mnsc.48.5.705.7805","article-title":"Note: Ranking DMUs with infeasible super-efficiency DEA methods","volume":"48","author":"Xue","year":"2002","journal-title":"Manag. Sci."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"1078","DOI":"10.1287\/mnsc.30.9.1078","article-title":"Models for the estimation of technical and scale inefficiencies in DEA","volume":"30","author":"Banker","year":"1984","journal-title":"Manag. Sci."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"110227","DOI":"10.1016\/j.jenvman.2020.110227","article-title":"Modeling the role of environmental regulations in regional green economy efficiency of China: Empirical evidence from super efficiency DEA-Tobit model","volume":"261","author":"Su","year":"2020","journal-title":"J. Environ. Manag."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"24","DOI":"10.2307\/1907382","article-title":"Estimation of Relationships for Limited Dependent Variables","volume":"26","author":"Tobin","year":"1958","journal-title":"Econometrica"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"102994","DOI":"10.1016\/j.jobe.2021.102994","article-title":"Assessment of environmental performance in building construction sites: Data envelopment analysis and Tobit model approach","volume":"44","author":"Albertini","year":"2021","journal-title":"J. Build. Eng."},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Ma, Y., Zhang, J., Zhao, C., Li, K., Dong, S., Liu, X., and Tong, Z. (2021). Spatiotemporal Variation of Water Supply and Demand Balance under Drought Risk and Its Relationship with Maize Yield: A Case Study in Midwestern Jilin Province, China. Water, 13.","DOI":"10.3390\/w13182490"},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Gao, C., Chen, C., He, Y., Ruan, T., Luo, G., and Sun, Y. (2020). Response of Agricultural Drought to Meteorological Drought: A Case Study of the Winter Wheat above the Bengbu Sluice in the Huaihe River Basin, China. Water, 12.","DOI":"10.3390\/w12102805"},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"105804","DOI":"10.1016\/j.catena.2021.105804","article-title":"A novel comprehensive agricultural drought index reflecting time lag of soil moisture to meteorology: A case study in the Yangtze River basin, China","volume":"209","author":"Tian","year":"2022","journal-title":"Catena"},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Ma, Y., Guga, S., Xu, J., Liu, X., Tong, Z., and Zhang, J. (2022). Assessment of Maize Drought Risk in Midwestern Jilin Province: A Comparative Analysis of TOPSIS and VIKOR Models. Remote Sens., 14.","DOI":"10.3390\/rs14102399"},{"key":"ref_54","unstructured":"Allen, R.G., Pereira, L.S., Raes, D., and Smith, M. (1998). Crop Evapotranspiration: Guidelines for Computing Crop Water Requirements, FAO."},{"key":"ref_55","doi-asserted-by":"crossref","unstructured":"Chu, R., Li, M., Shen, S., Islam, A.R.M.T., Cao, W., Tao, S., and Gao, P. (2017). Changes in reference evapotranspiration and its contributing factors in Jiangsu, a major economic and agricultural province of eastern China. Water, 9.","DOI":"10.3390\/w9070486"},{"key":"ref_56","first-page":"421","article-title":"Trends in reference evapotranspiration in the humid region of northeast India","volume":"26","author":"Jhajharia","year":"2012","journal-title":"J. Hydrol."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"373","DOI":"10.1016\/j.scitotenv.2018.11.362","article-title":"Effects of temperature, precipitation and carbon dioxide concentrations on the requirements for crop irrigation water in China under future climate scenarios","volume":"656","author":"Zhang","year":"2019","journal-title":"Sci. Total Environ."},{"key":"ref_58","doi-asserted-by":"crossref","unstructured":"Ma, Y., Guga, S., Xu, J., Zhang, J., Tong, Z., and Liu, X. (2021). Comprehensive Risk Assessment of High Temperature Disaster to Kiwifruit in Shaanxi Province, China. Int. J. Environ. Res. Public Health, 18.","DOI":"10.3390\/ijerph181910437"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"236","DOI":"10.1080\/01621459.1963.10500845","article-title":"Hierarchical grouping to optimize an objective function","volume":"58","author":"Ward","year":"1963","journal-title":"J. Am. Stat. Assoc."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"20260","DOI":"10.1073\/pnas.1116437108","article-title":"Global food demand and the sustainable intensification of agriculture","volume":"108","author":"Tilman","year":"2011","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"106974","DOI":"10.1016\/j.agwat.2021.106974","article-title":"Using EPIC to simulate the effects of different irrigation and fertilizer levels on maize yield in the Eastern Cape, South Africa","volume":"254","author":"Choruma","year":"2021","journal-title":"Agric. Water Manag."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"3571","DOI":"10.1021\/es303804g","article-title":"Costs and benefits of nitrogen for Europe and implications for mitigation","volume":"47","author":"Grinsven","year":"2013","journal-title":"Environ. Sci. Technol."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"67","DOI":"10.1016\/j.agwat.2012.04.002","article-title":"Determination of optimal regulated deficit irrigation strategies for maize in a semi-arid environment","volume":"110","author":"Juan","year":"2012","journal-title":"Agric. Water Manag."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"106483","DOI":"10.1016\/j.agwat.2020.106483","article-title":"Deficit irrigation improves maize yield and water use efficiency in a semi-arid environment","volume":"243","author":"Zou","year":"2021","journal-title":"Agric. Water Manag."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1016\/S0378-4290(00)00095-2","article-title":"An improved water-use efficiency for maize grown under regulated deficit irrigation","volume":"67","author":"Kang","year":"2000","journal-title":"Field Crops Res."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1093\/jxb\/erl165","article-title":"Deficit irrigation for reducing agricultural water use","volume":"58","author":"Fereres","year":"2007","journal-title":"J. Exp. Bot."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"100","DOI":"10.1016\/j.jclepro.2019.06.051","article-title":"Dynamic drought risk assessment for maize based on crop simulation model and multi-source drought indices","volume":"233","author":"Zhang","year":"2019","journal-title":"J. Clean. Prod."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1016\/0378-4290(96)00036-6","article-title":"The importance of the anthesis-silking interval in breeding for drought tolerance in tropical maize","volume":"48","author":"Bolanos","year":"1996","journal-title":"Field Crops Res."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1016\/0378-4290(92)90044-A","article-title":"Effects of soil water-deficits during tassel emergence on development and yield component of maize (Zea mays)","volume":"28","author":"NeSmith","year":"1992","journal-title":"Field Crop. Res."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1016\/S0065-2113(08)60843-3","article-title":"Reproductive development in grain crops during drought","volume":"68","author":"Saini","year":"2000","journal-title":"Adv. Agron."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.fcr.2004.01.005","article-title":"Effect of water stress at different development stages on vegetative and reproductive growth of corn","volume":"89","year":"2004","journal-title":"Field Crops Res."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/14\/15\/3711\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T00:03:24Z","timestamp":1760141004000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/14\/15\/3711"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,8,3]]},"references-count":71,"journal-issue":{"issue":"15","published-online":{"date-parts":[[2022,8]]}},"alternative-id":["rs14153711"],"URL":"https:\/\/doi.org\/10.3390\/rs14153711","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,8,3]]}}}