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Massachusetts Institute of Technology

Soil moisture-based drought monitoring using remote sensing over Africa

Abstract

dc:description.abstract

Agricultural droughts, or persistent deficits in soil moisture, can have severe consequences on crop production and can result in economic crisis and widespread food insecurity. The impacts of drought are especially relevant in Africa, where agriculture is largely supported by rainfall. Currently, drought monitoring systems for Africa are not as prevalent on the continental scale and are limited in the number of in-situ observations for model validation, in contrast to developed regions. In this study, we use soil moisture data gathered from the Soil Moisture Active Passive (SMAP) mission with dates ranging from April 2015 to December 2023, in order to develop a drought monitoring system that incorporates seasonality and climatology. Monthly drought thresholds are developed based on percentiles of soil moisture found in previous literature, creating location-specific thresholds of drought for each month. This data was applied at the continental, regional, and country level to reconstruct historical records of drought throughout the SMAP time record (time series) and localities of drought intensities for a given time period (drought maps). Additionally, a methodology of exponential time filtering is explored to convert surface soil moisture from SMAP into root-zone soil moisture, which can be more relevant for agricultural production. The reconstructed historical drought results align with literature on drought events in regions of Africa (e.g. 2017-18 drought anomalies). For future events, this study could inform drought monitoring through remote sensing and allow for measures of drought response to improve overall food security.

Degree

thesis:*
Name thesis:degree_name
Master
Department dc:contributor.department
Massachusetts Institute of Technology. Department of Civil and Environmental Engineering
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2024

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Lu, Catherine S.
Advisor dc:contributor.advisor
  • Entekhabi, Dara

Rights

dc:rights
Statement dc:rights
  • In Copyright - Educational Use Permitted
  • Copyright retained by author(s)

Identifiers

dc:identifier.*
Handle dc:identifier.uri
https://hdl.handle.net/1721.1/157005
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/157005

Chain of custody

source
Harvested from
MIT
Base URL
dspace.mit.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
related terms
citation

Lu, Catherine S.. Soil moisture-based drought monitoring using remote sensing over Africa. Massachusetts Institute of Technology, 2024. https://hdl.handle.net/1721.1/157005