Paper · 2026 · Urban Science

Spatio-Temporal Dynamics of Urban Vegetation and Climate Impacts on Market Gardening Systems: Insights from NDVI and Participatory Data in Grand Nokoué, Benin

Vidjinnagni Vinasse Ametooyona Azagoun; Kossi Komi; Djigbo Félicien Badou; et al.

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Open access · cc-by

Abstract

The degradation of vegetation cover and the vulnerability of urban market gardening systems to climate risks are a major challenge for food security in peri-urban areas. This study analyzes the spatio-temporal dynamics of vegetation using the NDVI and assesses its correspondence with producers’ perceptions of hydroclimatic impacts. NDVIs were extracted from the MODIS MOD13Q1v6.1 product via Google Earth Engine, with a spatial resolution of 250 m × 250 m and a temporal resolution of 16 days, then processed in Python v3.14.0 using the xarray library. Additionally, 369 producers in Grand Nokoué were surveyed about the risks of flooding, drought, and heat waves, as well as the adaptation strategies they implement. The results reveal a decline in areas with a moderate to high NDVI (between 0.41 and 0.81) and an expansion of areas with a low or very low NDVI (below 0.41), reflecting increased fragmentation and degradation of vegetation cover. Producers’ perceptions confirm this vulnerability and reveal different strategies depending on the type of crop and risk, including irrigation, temporary abandonment of plots, agroforestry, and the adoption of resilient crops. These observations highlight the need to implement targeted policies and appropriate agroecological practices in order to strengthen the resilience of urban market gardening systems to extreme climate risks.

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Claims 5

Observationobservedoriginal resultnegativemeasured

Claim · model-written summary

Areas with moderate to high NDVI (0.41 to 0.81) declined.

Taxon
vegetation covere0
Outcome
areas with a moderate to high NDVIe1
Direction
declinee1
Value
0.41 and 0.81e1

Verbatim

e0

“The degradation of vegetation cover and the vulnerability of urban market gardening systems to climate risks are a major challenge for food security in peri-urban areas”

✓ located verbatim in the source · abstract, characters 0–168 · show in text ↑
e1

“The results reveal a decline in areas with a moderate to high NDVI (between 0.41 and 0.81)”

✓ located verbatim in the source · abstract, characters 720–810 · show in text ↑
Observationobservedoriginal resultnegativemeasured

Claim · model-written summary

Areas with low or very low NDVI (below 0.41) expanded.

Taxon
vegetation covere0
Outcome
areas with a low or very low NDVIe2
Direction
expansione2

Verbatim

e0

“The degradation of vegetation cover and the vulnerability of urban market gardening systems to climate risks are a major challenge for food security in peri-urban areas”

✓ located verbatim in the source · abstract, characters 0–168 · show in text ↑
e2

“an expansion of areas with a low or very low NDVI (below 0.41)”

✓ located verbatim in the source · abstract, characters 815–877 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Producers reported different adaptation strategies depending on crop type and risk, including irrigation, temporary abandonment of plots, agroforestry and resilient crops.

Taxon
cropse4
Outcome
different strategiese4
Qualifier
depending on the type of crop and riske4

Verbatim

e4

“reveal different strategies depending on the type of crop and risk, including irrigation, temporary abandonment of plots, agroforestry, and the adoption of resilient crops”

✓ located verbatim in the source · abstract, characters 1005–1176 · show in text ↑
Observationobservedoriginal resultnegativemeasured

Claim · model-written summary

Producers perception confirms the vulnerability of the market gardening system to climate risks.

Taxon
vegetation covere0
Outcome
vulnerabilitye3

Verbatim

e0

“The degradation of vegetation cover and the vulnerability of urban market gardening systems to climate risks are a major challenge for food security in peri-urban areas”

✓ located verbatim in the source · abstract, characters 0–168 · show in text ↑
e3

“perceptions confirm this vulnerability”

✓ located verbatim in the source · abstract, characters 962–1000 · show in text ↑
Recommendationauthor interpretationoriginal resultpositivebasis n/a

Claim · model-written summary

Targeted policies and agroecological practices are needed to strengthen the resilience of urban market gardening systems to extreme climate risks.

Taxon
vegetation covere0
Outcome
resilience of urban market gardening systemse5

Verbatim

e0

“The degradation of vegetation cover and the vulnerability of urban market gardening systems to climate risks are a major challenge for food security in peri-urban areas”

✓ located verbatim in the source · abstract, characters 0–168 · show in text ↑
e5

“in order to strengthen the resilience of urban market gardening systems to extreme climate risks”

✓ located verbatim in the source · abstract, characters 1288–1384 · show in text ↑