Aerosol intelligence

The atmosphere,
under observation.

Investigating atmospheric optical depth, UV absorption, seasonal variability, and Earth system relationships across Punjab.

particles scatter and absorb light. measures how much light all particles block through the at 0.55 μm—not ground-level PM2.5.
Punjab · extraction-area observations
Sen trend / decade
+0.03950
95% CI +0.02105 to +0.05891
Estimated total change
+0.08262
Sen slope × elapsed years
Seasonal Mann–Kendall p
0.0002
Significant at p < 0.05
Valid observations
252
252 / 252 months · 100.0% coverage

Aerosol optical depth is increasing over the selected record. This is an area-averaged satellite signal, not a measurement of ground-level pollution or proof of a cause.

Aerosol optical depth through time

MODIS Aqua · MYD08_M3 V6.1 · 70.5°E–75.5°E, 28.5°N–33.5°N

Trend: 0.0395 per decade (p = 0.00016, significant)

Area-averaged monthly retrievals. Annual values use available months; coverage is listed below.

Season-adjusted trend and 95% confidence band

Amber fitted trend · blue deseasonalized monthly values · pointwise OLS mean-fit band

Monsoon versus winter

Winter Dec–Feb · monsoon Jun–Sep · means of valid selected months

Monsoon mean
0.854581
Winter mean
0.476301

Annual AOD grid

MODIS Terra MOD08_M3 · measured 1° cells · 11 annual maps

Preparing the annual grid map…

Two instruments, one winter signal

AOD (MODIS) and Aerosol Index (OMI) both rise significantly in winter, and neither changes significantly in the monsoon. Supplied monthly correlation: r = 0.34.

Consistent with growing smoke and pollution in winter; satellite data alone can't prove the source.

Monthly climatology

Aerosol optical depth: seasonal contrast between monsoon and winter, 2005 – 2025

Dimensionless AOD at 0.55 μm · supplied seasonal figure · MODIS Aqua MYD08_M3

Supplied winter and monsoon aerosol optical depth figure

Annual means & data coverage

YearMean AODMonthsCoverage
2005-01-010.54171812/12Eligible annual mean
2006-01-010.61273112/12Eligible annual mean
2007-01-010.58437812/12Eligible annual mean
2008-01-010.66021212/12Eligible annual mean
2009-01-010.57289912/12Eligible annual mean
2010-01-010.63184712/12Eligible annual mean
2011-01-010.62684512/12Eligible annual mean
2012-01-010.62724512/12Eligible annual mean
2013-01-010.62272412/12Eligible annual mean
2014-01-010.63394612/12Eligible annual mean
2015-01-010.62794012/12Eligible annual mean
2016-01-010.67128812/12Eligible annual mean
2017-01-010.65339612/12Eligible annual mean
2018-01-010.71855912/12Eligible annual mean
2019-01-010.61343512/12Eligible annual mean
2020-01-010.54995312/12Eligible annual mean
2021-01-010.68246112/12Eligible annual mean
2022-01-010.66088812/12Eligible annual mean
2023-01-010.64654112/12Eligible annual mean
2024-01-010.65142512/12Eligible annual mean
2025-01-010.63148712/12Eligible annual mean
Relationships, not assumptions.Albedo and AOD extraction extents differ. UV Aerosol Index uses supplied cleaned OMI observations and supplied 2005–2025 findings. No environmental values are inferred between variables.