Interactive dashboard for monsoon-season land surface temperature, vegetation, evapotranspiration, and urban heat gap patterns across urban, peri-urban, and rural zones.
This interactive dashboard examines how rapid urbanization in Kathmandu Valley interacts with monsoon drought to amplify ecological stress in peri-urban grasslands. Analyzing 23 years (2000-2022) of MODIS LST/NDVI, ERA5-Land soil moisture, and TerraClimate ET0 data, we identify a persistent peri-urban heat penalty (+0.94°C), elevated evaporative demand (+23.6 mm), and amplified vegetation stress (~4% greater NDVI decline) during droughts. These findings reveal that peri-urban ecosystems ;occupying the critical transition between urban heat islands and rural cool refuges ;face compound climate-urbanization risks that require targeted land management and thermal mitigation strategies.
Study period
2000-2022
Monsoon season: June-October
Peri-urban heat penalty
+~~1.01°C
Relative to rural grasslands
Evaporative demand gap
+23.6 mm
Peri-urban vs rural ET0
Monsoon-season (June-October) Land Surface Temperature (LST) trends from 2000-2022 across urban, peri-urban, and rural grasslands in Kathmandu Valley. All zones show significant warming trends (p<0.01), with urban areas warming fastest (+0.107°C/year). Drought years (shaded, SPI < -0.75) correspond to LST spikes, particularly pronounced in peri-urban areas. The peri-urban zone maintains a persistent +~~1.01°C heat penalty relative to rural areas, demonstrating baseline urban heat island effects that amplify during climate extremes.
Urban avg LST
28.8°C
+0.107°C/yr trend ↑
Peri-urban avg LST
28.2°C
+0.081°C/yr trend ↑
Rural avg LST
27.2°C
+0.067°C/yr trend ↑
Takeaway: LST spikes align with drought years → thermal amplification
Normalized Difference Vegetation Index (NDVI) trajectories reveal differential vegetation stress responses across the urban-rural gradient. All zones exhibit declining trends (p<0.001), with urban areas showing the steepest degradation (-0.0066/year). During drought years, peri-urban grasslands experience ~4% greater NDVI decline compared to rural areas, despite partial thermal convergence. This amplified vegetation stress in peri-urban zones reflects compounded impacts of baseline warming and elevated evaporative demand, even when meteorological drought conditions are similar.
Urban avg NDVI
0.506
−0.0066/yr trend ↓
Peri-urban avg NDVI
0.641
−0.0031/yr trend ↓
Rural avg NDVI
0.672
−0.0037/yr trend ↓
Takeaway: Vegetation declines during drought → stress response
Reference evapotranspiration (ET0) patterns show a consistent +23.6 mm average difference between peri-urban and rural grasslands, with peri-urban ET0 elevated by 2.66% during drought episodes. Unlike LST and NDVI, ET0 shows no significant temporal trends (p>0.05), indicating that atmospheric demand dominates over temporal variability. The persistent ET0 gap reflects peri-urban microclimatic conditions (higher temperatures) that increase water demand and contribute to vegetation stress independent of precipitation deficits.
Non-parametric statistical analysis validates observed patterns using Mann-Kendall trend tests (α=0.05) and Mann-Whitney U tests comparing peri-urban versus rural zones. LST, NDVI, and ET0 all show statistically significant differences between peri-urban and rural areas (p<0.05), confirming that urbanization creates distinct microclimatic and ecological regimes. Notably, soil moisture shows no significant difference (p=0.23), justifying its exclusion from primary analysis and indicating that peri-urban ecological stress is driven more by atmospheric demand (ET0) and temperature than by soil water availability alone.
Mann-Kendall trend test (α = 0.05) + Mann-Whitney U test comparing Peri-urban vs Rural
Variable
Urban trend
Peri-urban trend
Rural trend
PU vs Rural (MW-U)
LST (°C)
↑ p=0.0001
↑ p=0.0031
↑ p=0.0071
p=0.0003 ✓
NDVI
↓ p<0.0001
↓ p<0.0001
↓ p=0.0007
p=0.0349 ✓
ET₀ (mm)
→ p=0.75
→ p=0.85
→ p=0.67
p=0.0280 ✓
Soil moisture
→ p=0.83
→ p=0.79
→ p=0.83
p=0.2269 ✗
Key finding: LST, NDVI, and ET₀ all show significant differences between peri-urban and rural zones (MW-U test). Soil moisture does not — this statistically justifies dropping it from primary analysis. ✓ = significant at p<0.05.
The peri-urban to rural LST gap quantifies the urban heat island intensity across the study period. The mean gap of +~~1.01°C (σ=0.77°C) exhibits high interannual variability, ranging from -1.22°C (2007) to +2.00°C (2021). This variability reflects the interaction between baseline urbanization effects and monsoon drought dynamics. During severe droughts, rural evaporative cooling collapses, causing thermal convergence (gap narrows to ~0.35°C). However, this convergence masks continued peri-urban vulnerability through elevated ET0 demand and vegetation stress, demonstrating that thermal metrics alone underestimate ecological impacts in transitional landscapes.