A statistical evaluation of Earth-observation-based composite drought indices for a localized assessment of agricultural drought in Pakistan

[1]  Martha C. Anderson,et al.  An Intercomparison of Drought Indicators Based on Thermal Remote Sensing and NLDAS-2 Simulations with U.S. Drought Monitor Classifications , 2013 .

[2]  Ferat Sahin,et al.  A survey on feature selection methods , 2014, Comput. Electr. Eng..

[3]  Nir Y. Krakauer,et al.  Spatio-Temporal Variability of Drought in Pakistan Using Standardized Precipitation Evapotranspiration Index , 2019, Applied Sciences.

[4]  L. Tian,et al.  Developing a hybrid drought index: Precipitation Evapotranspiration Difference Condition Index , 2020 .

[5]  Martha C. Anderson,et al.  Evaluation of Drought Indices Based on Thermal Remote Sensing of Evapotranspiration over the Continental United States , 2011 .

[6]  R. Ray,et al.  Effects of Drought on Crop Production and Cropping Areas in Texas , 2018 .

[7]  Yared A. Bayissa,et al.  Developing a satellite-based combined drought indicator to monitor agricultural drought: a case study for Ethiopia , 2018, GIScience & Remote Sensing.

[8]  J. Vogt,et al.  Development of a Combined Drought Indicator to detect agricultural drought in Europe , 2012 .

[9]  Justin L. Huntington,et al.  The Evaporative Demand Drought Index. Part I: Linking Drought Evolution to Variations in Evaporative Demand , 2016 .

[10]  G. Mendicino,et al.  A Groundwater Resource Index (GRI) for drought monitoring and forecasting in a mediterranean climate , 2008 .

[11]  Ajay Kumar,et al.  Impact assessment of meteorological drought on rainfed agriculture using drought index and NDVI modeling: a case study of Tikamgarh district, M. P., India , 2018, Applied Geomatics.

[12]  Jean-Michel Poggi,et al.  VSURF: An R Package for Variable Selection Using Random Forests , 2015, R J..

[13]  W. Liu,et al.  Monitoring regional drought using the Vegetation Condition Index , 1996 .

[14]  Shamsuddin Shahid,et al.  Impacts of climate variability and change on seasonal drought characteristics of Pakistan , 2018, Atmospheric Research.

[15]  Matin Qaim,et al.  Rural food security, subsistence agriculture, and seasonality , 2017, PloS one.

[16]  Muhammad Shafique,et al.  Agriculture in Pakistan and its Impact on Economy―A Review , 2017 .

[17]  J. Dracup,et al.  An aggregate drought index: Assessing drought severity based on fluctuations in the hydrologic cycle and surface water storage , 2004 .

[18]  Martha C. Anderson,et al.  Flash Droughts: A Review and Assessment of the Challenges Imposed by Rapid-Onset Droughts in the United States , 2017 .

[19]  L. Ji,et al.  Assessing vegetation response to drought in the northern Great Plains using vegetation and drought indices , 2003 .

[20]  K. Ullah,et al.  Comparison of various drought indices to monitor drought status in Pakistan , 2018, Climate Dynamics.

[21]  Puyu Feng,et al.  Machine learning-based integration of remotely-sensed drought factors can improve the estimation of agricultural drought in South-Eastern Australia , 2019, Agricultural Systems.

[22]  C. Devendra Rainfed Areas and Animal Agriculture in Asia: The Wanting Agenda for Transforming Productivity Growth and Rural Poverty , 2011, Asian-Australasian journal of animal sciences.

[23]  Amanda E. Cravens,et al.  Defining Ecological Drought for the Twenty-First Century , 2017 .

[24]  S. Jain,et al.  Identification of drought‐vulnerable areas using NOAA AVHRR data , 2009 .

[25]  N. Krakauer,et al.  Exploring the Evolution of Drought Characteristics in Balochistan, Pakistan , 2020 .

[26]  M. Palecki,et al.  THE DROUGHT MONITOR , 2002 .

[27]  R. Sadiq,et al.  A review of drought indices , 2011 .

[28]  B. Gao NDWI—A normalized difference water index for remote sensing of vegetation liquid water from space , 1996 .

[29]  Justin L. Huntington,et al.  The Evaporative Demand Drought Index. Part II: CONUS-Wide Assessment against Common Drought Indicators , 2016 .

[30]  Yaozhong Pan,et al.  A remote sensing and artificial neural network-based integrated agricultural drought index: Index development and applications , 2020 .

[31]  Gang Chen,et al.  Multiscale object-based drought monitoring and comparison in rainfed and irrigated agriculture from Landsat 8 OLI imagery , 2016, Int. J. Appl. Earth Obs. Geoinformation.

[32]  K. Ullah,et al.  Characterization of drought and its assessment over Sindh, Pakistan during 1951–2010 , 2015, Journal of Meteorological Research.

[33]  V. Singh,et al.  Drought characterization from a multivariate perspective: A review , 2015 .

[34]  J. Abatzoglou Development of gridded surface meteorological data for ecological applications and modelling , 2013 .

[35]  Qiang Zhang,et al.  Impact of Droughts on Winter Wheat Yield in Different Growth Stages during 2001–2016 in Eastern China , 2018, International Journal of Disaster Risk Science.

[36]  V. Singh,et al.  Multivariate drought index: An information theory based approach for integrated drought assessment , 2015 .

[37]  R. Heim A Review of Twentieth-Century Drought Indices Used in the United States , 2002 .

[38]  Developing a hydrological monitoring and sub-seasonal to seasonal forecasting system for South and Southeast Asian river basins , 2021 .

[39]  T. Tadesse,et al.  The Vegetation Drought Response Index (VegDRI): A New Integrated Approach for Monitoring Drought Stress in Vegetation , 2008 .

[40]  J. Overpeck,et al.  Flash droughts present a new challenge for subseasonal-to-seasonal prediction , 2020, Nature Climate Change.

[41]  Martha C. Anderson,et al.  A climatological study of evapotranspiration and moisture stress across the continental United States based on thermal remote sensing: 2. Surface moisture climatology , 2007 .

[42]  Shahina Tariq,et al.  Evaluation of a composite drought index to identify seasonal drought and its associated atmospheric dynamics in Northern Punjab, Pakistan , 2021 .

[43]  J. Im,et al.  Drought assessment and monitoring through blending of multi-sensor indices using machine learning approaches for different climate regions , 2016 .

[44]  Fengmei Yao,et al.  Drought monitoring and performance evaluation of MODIS-based drought severity index (DSI) over Pakistan , 2016, Natural Hazards.

[45]  Qi Liu,et al.  Monitoring drought using composite drought indices based on remote sensing. , 2020, The Science of the total environment.

[46]  Tom Fawcett,et al.  An introduction to ROC analysis , 2006, Pattern Recognit. Lett..

[47]  Mark E. Westgate,et al.  Reproductive Development in Grain Crops during Drought , 1999 .

[48]  Javad Bazrafshan,et al.  Drought Monitoring Using the Multivariate Standardized Precipitation Index (MSPI) , 2014, Water Resources Management.

[49]  S. Vicente‐Serrano,et al.  A Multiscalar Drought Index Sensitive to Global Warming: The Standardized Precipitation Evapotranspiration Index , 2009 .

[50]  Lei Zhou,et al.  Establishing and assessing the Integrated Surface Drought Index (ISDI) for agricultural drought monitoring in mid-eastern China , 2013, Int. J. Appl. Earth Obs. Geoinformation.

[51]  S. Shahid,et al.  Making rainfed agriculture sustainable through environmental friendly technologies in Pakistan: A review , 2013, International Soil and Water Conservation Research.

[52]  E. Wood,et al.  A simulated soil moisture based drought analysis for the United States , 2004 .

[53]  Xiaoming Song,et al.  Vapour pressure deficit control in relation to water transport and water productivity in greenhouse tomato production during summer , 2017, Scientific Reports.

[54]  Melissa Widhalm,et al.  The Lincoln Declaration on Drought Indices: Universal Meteorological Drought Index Recommended , 2011 .

[55]  George P. Karatzas,et al.  Statistical analysis and ANN modeling for predicting hydrological extremes under climate change scenarios: the example of a small Mediterranean agro-watershed. , 2015, Journal of environmental management.

[56]  V. Singh,et al.  A review of drought concepts , 2010 .

[57]  Wayne C. Palmer,et al.  Keeping Track of Crop Moisture Conditions, Nationwide: The New Crop Moisture Index , 1968 .

[58]  J. Michaelsen,et al.  The climate hazards infrared precipitation with stations—a new environmental record for monitoring extremes , 2015, Scientific Data.

[59]  Amir AghaKouchak,et al.  A Nonparametric Multivariate Multi-Index Drought Monitoring Framework , 2014 .