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6f0570e
Initial push of urban effects data story (adding a general base outline)
serreaaron Jul 14, 2025
1724f02
Added background image
serreaaron Jul 16, 2025
e12021f
Draft upload (before comms review edits)
serreaaron Aug 4, 2025
cc25e3d
Light draft edits
serreaaron Aug 4, 2025
bee1a1b
Added slider after intro
serreaaron Aug 4, 2025
1b0ea4e
syntax edit for slider map
serreaaron Aug 4, 2025
556a5bd
slider map tests
serreaaron Aug 5, 2025
bf955fe
map slider 3 id correction
serreaaron Aug 5, 2025
557eb13
Draft edits (through data used)
serreaaron Aug 5, 2025
c0e3890
Combined implications and conclusion section
serreaaron Aug 6, 2025
75fc6e1
Added to results section
serreaaron Aug 15, 2025
40ed6a4
Added blocks in the results section and gif for cloud frequency
serreaaron Aug 18, 2025
2a15e69
Added pictures for cloud fraction
serreaaron Aug 18, 2025
9ed7f89
added to result session
serreaaron Aug 18, 2025
ce2e604
testing scrollytelling block and added Miami
serreaaron Aug 23, 2025
33ea23c
syntax issues
serreaaron Aug 23, 2025
d4e0ddf
syntax test
serreaaron Aug 23, 2025
41dfebb
test1 of STAC dataset for NLCD
serreaaron Aug 28, 2025
b19fb4a
test2
serreaaron Aug 28, 2025
35b3ee6
test3
serreaaron Aug 28, 2025
0afa42a
test4
serreaaron Aug 28, 2025
50aedb4
test5
serreaaron Aug 28, 2025
2506649
test6
serreaaron Aug 28, 2025
875b5a9
changed NLCD centers
serreaaron Aug 28, 2025
4e921c7
test for csv files
serreaaron Sep 8, 2025
c9426b3
attempt2 for csv
serreaaron Sep 8, 2025
7eaf475
attempt3 for csv
serreaaron Sep 8, 2025
421d32c
added miami csv
serreaaron Sep 8, 2025
dc6f3ad
added heat flux commentary
serreaaron Sep 8, 2025
5da3a89
Cleaned up and added visuals
serreaaron Sep 22, 2025
bc58a4d
fixed graph plot issue
serreaaron Sep 22, 2025
5d8fadd
changed csv file format for date
serreaaron Sep 22, 2025
658283b
update 11/14
serreaaron Nov 14, 2025
e44464c
prose syntax change
serreaaron Nov 17, 2025
623aed2
syntax
serreaaron Nov 17, 2025
d8455d5
Added miami picture
serreaaron Nov 17, 2025
3e30501
fixed more syntax
serreaaron Nov 17, 2025
b21ef72
added seperarte latent and senible heats
serreaaron Nov 17, 2025
e4c50e4
Added MERRA cld frac
serreaaron Nov 17, 2025
444649a
changes
serreaaron Nov 18, 2025
1069ee0
Added SB gif and fixed graphs
serreaaron Nov 18, 2025
d6886ce
1st goddard edits
serreaaron Dec 18, 2025
93fcb48
added trendline for cloud fraction
serreaaron Dec 18, 2025
1c3d784
added refernces, etc.
serreaaron Dec 19, 2025
c868fd9
Added MMR map and fixed captions
serreaaron Dec 19, 2025
ead3416
Changed publication date
serreaaron Dec 19, 2025
47f7ecd
Added the tittle and description
serreaaron Dec 19, 2025
39021a2
fixed the alt text in the title
serreaaron Dec 19, 2025
2134ce7
Edited the title
serreaaron Dec 19, 2025
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2,181 changes: 2,181 additions & 0 deletions stories/houstonheat.csv

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2,165 changes: 2,165 additions & 0 deletions stories/miamiheat.csv

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306 changes: 306 additions & 0 deletions stories/urban-effects.stories.mdx
Original file line number Diff line number Diff line change
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---
id: urban-effects
name: How Expanding Cities Alter Weather Patterns
description: "Urban Effects on Winds, Cloud Formation, and Rainfall"
media:
src: ::file ./miamidowntown.jpg
alt: Picture of the Miami city skyline from space.
author:
name: Image courtesy HDR
url: https://svs.gsfc.nasa.gov/1233
pubDate: 2025-12-19T00:00
taxonomy:
- name: Topics
values:
- Agriculture
- name: Subtopics
values:
- Agriculture
- Land Use
- Precipitation
- Surface Meteorology
- Urban
---

<Block>
<Prose>
Authors: Aaron Serre<sup>1</sup>, Udaysankar Nair<sup>1</sup>

<sup>1</sup> The University of Alabama in Huntsville

</Prose>
</Block>

<Block>
<Prose>
## Introduction

Many urban areas across the United States have seen major population growth over the past several decades. As a result, cities have been required to build more residential, commercial, industrial, and network infrastructures to accommodate the growing population. The rapid expansion of artificial surfaces and structures associated with urbanization not only significantly alters the landscape, but also has profound effects on local weather and the Earth system. A primary example of these compounding influences can be seen in the Miami metropolitan region (MMR), which experienced the fourth-largest growth of any metropolitan region in the country between 2023-2024, according to the U.S. Census Bureau. This area is susceptible to destructive events including hurricanes and flooding, and urbanization has the potential to exacerbate and heighten these threats. This is mainly due to the fact that much of the MMR is at or close to sea level. NASA Earth science datasets in combination with other observations can enable researchers to better understand how urban growth influences weather and climate – insights that are increasingly important for city planning, public health, and disaster resilience.

</Prose>
</Block>

<Block type="wide">
<Figure>
<Map
center={[-80.2071, 26.187]}
zoom={7}
datasetId="nlcd-annual-conus"
layerId="nlcd-annual-conus"
dateTime="2001-01-01"
compareDateTime="2021-01-01"
/>
<Caption>
**Map 1:** Slider showing the change in land use over the MMR 2001 to 2021 (NLCD)
</Caption>
</Figure>
</Block>

<Block>
<Prose>
## Background

In cities like Miami, urban growth and development change the land surface dramatically. Natural landscapes such as forests, grasslands, and wetlands are often replaced by buildings, roads, and other man-made materials. These artificial surfaces absorb and retain heat differently from natural ones, often leading to a phenomenon known as the Urban Heat Island (UHI) effect, where urban areas become significantly warmer than their rural surroundings.

In addition to temperature changes, buildings and paved surfaces can alter wind patterns, change how clouds form, and even affect when and where rain falls. Tall structures typically block or redirect airflow, while increased surface roughness, added heat, and reduced moisture transport can enhance or suppress local convection. Moreover, increased emissions from vehicles and industries introduce more aerosols and pollutants into the atmosphere, which may further affect cloud properties and precipitation.

</Prose>
<Figure>
<Image
src={new URL('./UrbanEffects_1.jpg', import.meta.url).href}
/>
<Caption>
**Visual 1:** Visual showing how urbanized areas can affect wind flow and create clouds over cities. Credit Jennifer Geary.
</Caption>
</Figure>
</Block>

<Block>
<Figure>
<Image
src={new URL('./MMRmap.png', import.meta.url).href}
/>
<Caption>
**Map 2:** Map of the study area (MMR map)
</Caption>
</Figure>

<Prose>

Urban areas also can influence weather through thermal and mechanical effects. Thermally, cities produce and retain more heat due to human activity and the prevalence of heat-absorbing materials like concrete and asphalt. This intensifies the UHI effect, where urban centers are warmer than surrounding rural regions, especially at night. The added heat can lead to increased instability in the lower atmosphere, potentially enhancing convective cloud development and localized thunderstorms.

Mechanically, the rougher surface of cities, due to high-rise buildings and dense infrastructure, disrupts the wind flow. This can reduce wind speeds at the surface, but it can also create turbulence and vertical mixing that alter the vertical structure of temperature. Dense infrastructure can also alter moisture in the boundary layer, which is the layer of the atmosphere closest to the ground, meaning changes would affect the greater population. Additionally, the geometry of city blocks can create and change the wind patterns that affect cloud formation.

Urban areas also tend to have higher concentrations of aerosols, which can influence cloud formation. Aerosols act as cloud condensation nuclei (CCN), allowing more but smaller cloud droplets to form. This can delay precipitation by preventing droplets from growing large enough to fall as rain, a process known as the aerosol indirect effect, leading to periods of potential drought within a region.

</Prose>
</Block>

<Block>
<Prose>
## Data Used

We used a combination of NASA satellite datasets and GOES-16 satellite observations to analyze the influence of urbanization on local weather in the MMR. These datasets and observations enable data users to examine differences in cloud occurrence over urban regions and surrounding areas and assess long-term trends in cloud cover, surface heating and cooling, and rainfall.

</Prose>
</Block>

<Block type="wide">
<Figure>
<Map
center={[-80.2071, 26.187]}
zoom={7}
datasetId="HLSL30_2.0_true_color"
layerId="HLSL30_2.0_true_color"
dateTime="2025-08-20"
/>
<Caption>
**Map 3:** Cumulus clouds over the MMR on August 20, 2025 (Landsat 8/9)
</Caption>
</Figure>
</Block>

<Block>
<Figure>
<Map
center={[-80.2071, 26.187]}
zoom={7}
datasetId="nlcd-annual-conus"
layerId="nlcd-new-urbanization"
dateTime="2001-01-01"
/>
<Caption>
**Map 3:** New Urbanization over the MMR from 2001 through 2024 (NLCD)
</Caption>
</Figure>
<Prose>
## Results over the MMR

GOES-16 observations can depict how often clouds form over a given location and time. This satellite is stationary and provides frequent data about clouds and other parameters. Animation 1 is a visualization of cloud frequency over the MMR for July 2024 and shows sea breezes as a dominant influence on cloud formation. Between 10:00 a.m. and 4:00 p.m., a higher frequency of cloudiness can be observed on the southeast coast of Florida as the sea breeze passes over the coastal urban zone, including the MMR.

Figure 1 shows a long-term decreasing trend in cloud coverage over the MMR from 1980-2025.

</Prose>
</Block>

<Block>
<Figure>
<Image
src={new URL('./MiamiJuly2024.gif', import.meta.url).href}
/>
<Caption attrAuthor='GEOSTATIONARY OPERATIONAL ENVIRONMENTAL SATELLITES—R SERIES' attrUrl='https://www.goes-r.gov/spacesegment/abi.html'>
**Animation 1:** GIF of Miami July 2024 cloud frequency (GOES-16).
</Caption>
</Figure>
</Block>

<Block>
<Figure>
<Chart
dataPath={new URL('./miamicld_stacked.csv', import.meta.url).href}
dateFormat="%Y-%m-%d"
idKey='source'
xKey='Date'
yKey='cldfrac'
yAxisLabel="Cloud Fraction"
/>
<Caption>
**Figure 1:** Total cloud area fraction from 1980 to 2025 (MERRA-2)
</Caption>
</Figure>

</Block>


<Block>
<Figure>
<Image
src={new URL('./MiamiSB.gif', import.meta.url).href}
/>
<Caption>
**Figure 2:** High-Resoluition Rapid Refresh (HRRR) Example of the sea breeze, including the sea-breeze boundary (Made on Python)
</Caption>
</Figure>
</Block>



<Block>
<Figure>
<Chart
dataPath={new URL('./miamilatent_stacked.csv', import.meta.url).href}
dateFormat="%Y-%m-%d"
idKey='source'
xKey='Date'
yKey='fluxdata'
yAxisLabel="Heat Flux (W m^-2)"
/>
<Caption>
**Figure 3:** Latent Heat flux over the MMR from 1980 to 2025 (NLDAS)
</Caption>
</Figure>
</Block>

<Block>

<Figure>
<Chart
dataPath={new URL('./miamisensible_stacked.csv', import.meta.url).href}
dateFormat="%Y-%m-%d"
idKey='source'
xKey='Date'
yKey='fluxdata'
yAxisLabel="Heat Flux (W m^-2)"
/>
<Caption>
**Figure 4:** Sensible Heat flux over the MMR from 1980 to 2025 (NLDAS)
</Caption>
</Figure>

</Block>

<Block>
<Prose>

We examined the long-term trend of surface-to-atmosphere exchange of heat and moisture over the coastal urban zone using NASA’s North America Land Data Assimilation System (NLDAS). The time series of energy fluxes show an increase in heat and a reduction in moisture transferred to the atmosphere.

Additionally, we monitored rainfall and cloud cover trends over the MMR using the Modern-Era Retrospective Analysis for Research and Applications, Version 2 (MERRA-2). It can be seen in Figure 4 that cloudiness is decreasing while rainfall is increasing.

</Prose>

</Block>

<Block>

<Figure>
<Chart
dataPath={new URL('./Miamirainfall.csv', import.meta.url).href}
dateFormat="%Y-%m-%d"
idKey='source'
xKey='Date'
yKey='precip'
yAxisLabel="Monthly average rainfall rate (mm/day)"
/>
<Caption>
**Figure 5:** Avergae rainfall trend for the MMR from 1998 to 2025 (MERRA-2).
</Caption>
</Figure>

<Prose>

Together, this suggests there has been a change in heat and moisture exchanged between the surface and the atmosphere in the MMR. These changes are accompanied by a decrease in cloud cover over the urban core, where surfaces heat more quickly, and an increase in rainfall downwind. However, further research is needed to determine this.

</Prose>

</Block>

<Block>
<Prose>
## Conclusion

Understanding how urbanization affects weather patterns, especially cloud formation and rainfall, is essential for several reasons. In cities like Miami, which are prone to heavy rainfall events and tropical systems, urban-induced changes to the atmosphere can amplify existing hazards. For instance, enhanced cloud formation can cause an increased possibility of precipitation, increasing the threat for localized thunderstorms and urban flash flooding. Changes to wind and moisture transport near the surface can also shift where rain forms and falls, potentially impacting water resources and stormwater infrastructure planning. Urban areas like Miami do more than just alter the landscape, they reshape the local atmosphere in complex ways. Urbanization changes the roughness as a result of buildings and artificial terrain, affecting wind patterns which in turn changes in winds, rainfall, cloud formation.

By using NASA Earth science data, city planners, emergency managers, and educators can access and explore high-resolution satellite data and model outputs. These tools allow stakeholders to visualize where clouds form most frequently, how surface heating varies across the urban landscape, and where wind convergence may enhance rainfall or limit it altogether. As cities grow, these insights are crucial when designing climate-resilient infrastructure and managing environmental risks.

</Prose>
</Block>

<Block>
<Prose>
## References
Nair, Udaysankar, et al. Impact of Growth of a Medium-Sized Indian Coastal City on Urban Climate: A Case Study Using Data Fusion and Analytics - Sciencedirect, www.sciencedirect.com/science/article/abs/pii/S2212095523001190.

Jensen, Michael P., et al. "Studying Aerosol, Clouds, and Air Quality in the Coastal Urban Environment of Southeastern Texas". Bulletin of the American Meteorological Society (published online ahead of print 2025), BAMS-D-23-0331.1. https://doi.org/10.1175/BAMS-D-23-0331.1 Web.

Case, Jonathan L., Mark M. Wheeler, John Manobianco, Johnny W. Weems, and William P. Roeder. "A 7-Yr Climatological Study of Land Breezes over the Florida Spaceport". Journal of Applied Meteorology 44.3 (2005): 340-356. https://doi.org/10.1175/JAM-2202.1 Web.

Hendricks, Eric A., and Jason C. Knievel. "Evaluation of Urban Canopy Models against Near-Surface Measurements in Houston during a Strong Frontal Passage." Atmosphere 13.10 (2022): 1548.

Kusaka, Hiroyuki, et al. "Simulation of the urban heat island effects over the Greater Houston Area with the high resolution WRF/LSM/Urban coupled system." Simulation 1.4 (2004).

</Prose>
</Block>

<Block>
<Prose>
### Data Access
* [NASA MERRA](https://gmao.gsfc.nasa.gov/gmao-products/merra-2)
* [NASA Giovanni](https://giovanni.gsfc.nasa.gov/giovanni/)
</Prose>
</Block>

<Block>
<Prose>

**Editors**: Aaron Serre, Udaysankar Nair, Andrew Blackford, and Chelsea Aaron

**Developers**: Aaron Serre

**Science and Content Contributors**: Aaron Serre and Udaysankar Nair

**Questions / Feedback**: Email [email protected]

### Additional Resources
* [US Census](https://www.census.gov/)
</Prose>
</Block>
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