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[Production] v0.15.0
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hanbyul-here authored Mar 21, 2024
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2 changes: 1 addition & 1 deletion .veda/ui
Submodule ui updated 161 files
2 changes: 1 addition & 1 deletion package.json
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{
"name": "veda-config",
"description": "Configuration for Veda",
"version": "0.14.0",
"version": "0.15.0",
"source": "./.veda/ui/app/index.html",
"license": "Apache-2.0",
"scripts": {
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4 changes: 2 additions & 2 deletions stories/air-quality-and-covid-19.stories.mdx
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NASA scientists will continue to monitor nitrogen dioxide levels and long-term trends around the world. NASA is expected to launch its [Tropospheric Emissions: Monitoring of Pollution (TEMPO)](http://tempo.si.edu/overview.html "Explore the TEMPO instrument") instrument in 2022, which will provide hourly, high-resolution measurements of nitrogen dioxide, ozone, and other air pollutants across North America, improving future air quality forecasts.

<Link to='/stories/climate/climate-and-covid'>Explore How COVID-19 Is Affecting Earth's Climate</Link>
<Link to='/stories/climate-and-covid'>Explore How COVID-19 Is Affecting Earth's Climate</Link>
</Prose>
</Block>
</Block>
4 changes: 2 additions & 2 deletions stories/camp-fire-burn-scar.stories.mdx
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author:
name: Mike Newbry
url: https://unsplash.com/photos/DwtX9mMHBJ0
pubDate: 2023-08-14
pubDate: 2023-12-08
taxonomy:
- name: Topics
values:
- EIS
- Wildfire
---

<Block>
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68 changes: 38 additions & 30 deletions stories/lahaina-fire.stories.mdx
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---
id: lahaina-fire
name: The Devastating August 8th, 2023 Lahaina, Hawai'i Wildfire
description: "A Satellite-Based Overview"
description: "A Satellite-Based Overview of the Lahaina Wildfire"
media:
src: ::file ./lahaina-fire-background.jpg
alt: Fire erupting over Lahaina, HI.
author:
name: Matthew Thayer/AP
url: https://www.sfchronicle.com/travel/article/hawaii-fire-maui-lahaina-18289213.php
pubDate: 2023-08-21
pubDate: 2023-12-01
taxonomy:
- name: Topics
values:
- EIS
- Wildfire
---

<Block>
<Prose>
Authors: Trent Cowan<sup>[1]</sup>, Andrew Blackford<sup>[1]</sup>, Udaysankar Nair<sup>[1]</sup>\
<sup>[1]</sup> University of Alabama in Huntsville(UAH)

## Introduction
On August 8, 2023, a devastating wildfire roared through the city of Lahaina, Hawai’i, located on the island of Maui and home to over 13,000 residents. This wildfire was reportedly sparked by a downed powerline on Lahainaluna Road. Though initially extinguished, the fire was reinvigorated by intense wind gusts that prevailed throughout the day. The National Weather Service reported wind gusts as high as 67 mph in the area, which helped to quickly spread the wildfire across much of Lahaina during the afternoon hours of August 8.
<mark>🚧 This Discovery presents work in progress and not peer-reviewed results! 🚧</mark>
On August 8, 2023, the city of Lahaina, Hawai’i located on the island of Maui faced a devastating wildfire, leaving destruction and despair in its wake. The city of over 13,000 residents bore witness to a tragedy that would go down as the deadliest U.S. wildfire since 1918. A downed powerline on Lahainaluna Road initiated the wildfire. Though initially extinguished, the fire was reinvigorated by strong winds near the surface caused by air funneling through the channel between Maui and Molokai; a phenomenon known as a [gap wind](https://glossary.ametsoc.org/wiki/Gap_wind).

The National Weather Service reported wind gusts as high as 67 mph in the area, which helped to quickly spread the wildfire across much of Lahaina during the afternoon hours of August 8. The intense winds was further aided by a sharp pressure gradient caused by [Hurricane Dora](https://www.google.com/url?q=https://www.earthdata.nasa.gov/worldview/worldview-image-archive/hurricane-dora-6-aug-2023&sa=D&source=docs&ust=1698703849605505&usg=AOvVaw2v_a0o1c-R2PBY6AQEbNrB), a Category 4 hurricane approximately 500 miles south of the islands when the fire began. As Hurricane Dora exerted its influence, the gap wind persisted from August 7 to 9, creating ideal conditions for the rapid progression and expansion of a small brush fire to a wildfire that would consume much of the town of Lahaina.
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</Block>

<Block>
<Prose>
A primary driver for the Lahaina Fire was a strong [gap wind](https://glossary.ametsoc.org/wiki/Gap_wind) that developed between the islands of Maui and Molokai. A gap wind is “a strong, low-level wind through either a relatively level channel between two mountain ranges or a gap in a mountain barrier” (reference to Glossary of meteorology). The intense winds funneling between the two islands were aided by a sharp pressure gradient caused by [Hurricane Dora](https://www.google.com/url?q=https://www.earthdata.nasa.gov/worldview/worldview-image-archive/hurricane-dora-6-aug-2023&sa=D&source=docs&ust=1698703849605505&usg=AOvVaw2v_a0o1c-R2PBY6AQEbNrB), a Category 4 hurricane that was approximately 500 miles south of the islands when the fire ignited. The strong gap wind persisted from August 7 to 9 and led to a rapid expansion of the fire front. What started as a small brush fire grew quickly and subsequently burned much of Lahaina.

According to the Pacific Disaster Center (PDC) and Federal Emergency Management Agency (FEMA), 2,170 acres were burned by the Lahaina Fire, destroying 2,207 structures—86% of which were residential buildings. The fire is estimated to have caused $5.52 billion in damages, and 97 fatalities have been confirmed as a direct result of the fire. The Lahaina Fire now ranks as the deadliest U.S. wildfire since 1918. Severe drought conditions on Maui were present leading up to the wildfire—the worst drought conditions in the entire Hawaiian Island chain. Additionally, Maui is more prone to experiencing drought conditions than the rest of the Hawaiian Islands, in part due to the mountainous portion of the island blocking the passage of westward-propagating precipitation events. These drought conditions supported the amount of dry fuel the Lahaina Fire had access to when it raged across fields and into the city.
</Prose>
<Figure>
<Image
<Figure>
<Image
src={new URL('./lahaina-fire-drought-monitor.jpg', import.meta.url).href}
alt='US Drought Monitor, August 8th, 2023.'
align='left'
/>
<Caption>
US Drought Monitor Index on August 8th, 2023 over the Hawaiian Islands, with increasingly darker colors indicating worse drought conditions. The island of Maui is experiencing the worst conditions in the hours leading up to the fire.
US Drought Monitor Index on August 8th, 2023 over the Hawaiian Islands, with darker colors indicating worse drought conditions (source: drought.gov).
</Caption>
</Figure>

<Prose>
Furthermore, a considerable portion of Maui is inherently more prone to drought conditions compared to the other Hawaiian Islands, mainly because the mountainous terrain obstructs beneficial rainfall. The US Drought Monitor Index on August 8th, 2023, underscores the prevalent dry conditions preceding the disaster. Much of the island of Maui was experiencing extreme drought conditions and Lahaina was in a severe drought as defined by the Drought Monitor Index. These drought conditions dried out the vegetation across the island and provided a natural fuel source that facilitated the rapid spread of the Lahaina Fire through the surrounding fields and into the city. This event serves as a depiction of cascading or compounding disasters, where several independent disasters converge, amplifying the magnitude and impact of the crisis.
</Prose>
</Block>


<Block>
<Prose>
## Satellite Analysis of the Lahaina Wildfire
Thermal imagery acquired by the Operational Land Imager (OLI) and Thermal Infrared Sensors (TIRS) aboard the joint NASA/USGS Landsat-8 satellite detected ongoing fires across much of the city of Lahaina during its overpass at 11:35 PM Hawaiian Daylight Time on August 8 (shown above). The OLI and TIRS instruments aboard the Landsat satellites take observations from several different wavelengths that can be used to better understand changes to land and vegetation from natural disasters. The Burned Area Index (BAIS-2) derived using NASA’s Harmonized Landsat and Sentinel-2 (HLS) products on August 13, 2023, clearly identifies the regions most affected by the fire. The areas with the highest probability of being burned are the scorched fields just uphill from the city. Note that population centers typically have lower BAIS2 values because the change in the land surface characteristics isn't as distinct as land covered with vegetation.

Another technique used to identify the impacts of natural disasters are false-color composite images. False-color composite imagery replaces the traditional red, green, and blue wavelength bands that correspond to how our eyes see with other wavelength bands. Fires are particularly sensitive to the near infrared (IR) and shortwave IR wavelengths. When the red, green, and blue bands are replaced with the shortwave IR, near IR, and red bands, respectively, land areas most impacted by the fire are much darker in the image than unaffected areas.
</Prose>

<Figure>
<Map
center={[-156.68108, 20.88130]}
zoom={12}
datasetId='lahaina-fire'
layerId='hls-swir-falsecolor-composite'
layerId='landsat-nighttime-thermal'
dateTime='2023-08-08'
compareDateTime='2023-08-13'

/>
<Caption>
Harmonized Landsat-Sentinel satellite falsecolor composites (Sentinel 30 meter (S30) product) of the Lahaina fire domain before and after the fire.
Landsat-8 nighttime thermal imagery captured on August 8, 2023 reveals fires in and around Lahaina. The Burned Area Index for Sentinel-2 (BAIS-2) derived from Harmonized Landsat Sentinel-2 data captured on the August 13, 2023 illustrates the extent of the damage.
</Caption>
</Figure>

<Prose>
## Satellite Analysis of the Lahaina Wildfire
Thermal imagery acquired by the Operational Land Imager (OLI) and Thermal Infrared Sensors (TIRS) aboard the joint NASA/USGS Landsat-8 satellite detected ongoing fires across much of the city of Lahaina during its overpass at 10:35 p.m., Local Standard Time, on August 8. TIRS and OLI take observations from several different wavelengths that can be used to better understand changes to land and vegetation from natural disasters. With a simple calculation using two wavelength bands, scientists can derive burned area from satellite observations. Burned area derived using NASA’s Harmonized Landsat and Sentinel-2 (HLS) products on August 13, 2023, clearly show areas most impacted by the fire. The areas identified with the highest probability of having been burned were located across the severely scorched fields just uphill from the city.

Another technique scientists use to identify the impacts of natural disasters are false-color composite images. False-color composite imagery replaces the traditional red, green, and blue wavelength bands that correspond to how our eyes see with other wavelength bands. Fires are particularly sensitive to the near infrared (IR) and shortwave IR wavelengths. When the red, green, and blue bands are replaced with the shortwave IR, near IR, and red bands, respectively, land areas most impacted by the fire are much darker in the image than unaffected areas.
</Prose>
</Block>

<Block>
<Figure>
<Map
center={[-156.68108, 20.88130]}
zoom={12}
datasetId='lahaina-fire'
layerId='landsat-nighttime-thermal'
layerId='hls-swir-falsecolor-composite'
dateTime='2023-08-08'
compareDateTime='2023-08-13'

/>
<Caption>
Landsat-8 nighttime thermal imagery from August 8, 2023 compared to computed BAIS2 burned area from the August 13, 2023 HLS scene.
Harmonized Landsat Sentinel-2 false color composite imagery of Maui before (August 8, 2013) and after the fire (August 13, 2013).
</Caption>
</Figure>
</Block>


<Block>
<Prose>
According to the Pacific Disaster Center (PDC) and Federal Emergency Management Agency (FEMA), 2,170 acres were burned by the Lahaina Fire, destroying 2,207 structures — 86% of which were residential buildings. The fire is estimated to have caused $5.52 billion in damages, and 97 fatalities have been confirmed as a direct result of the fire. As the city continues to recover from the wildfire tragedy, satellite data can be used to identify areas in need of resources and monitor precursor conditions such as drought in the future.
</Prose>
</Block>

<Block>
<Prose>
## Additional Resources
[HLS Landing Page](https://hls.gsfc.nasa.gov/)
[HLS Landing Page](https://lpdaac.usgs.gov/data/get-started-data/collection-overview/missions/harmonized-landsat-sentinel-2-hls-overview/)

[PDC/FEMA report](https://www.mauicounty.gov/CivicAlerts.aspx?AID=12683)

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