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NV5 Geospatial Blog

Each month, NV5 Geospatial posts new blog content across a variety of categories. Browse our latest posts below to learn about important geospatial information or use the search bar to find a specific topic or author. Stay informed of the latest blog posts, events, and technologies by joining our email list!



Not All Supernovae Are Created Equal: Rethinking the Universe’s Measuring Tools

Not All Supernovae Are Created Equal: Rethinking the Universe’s Measuring Tools

6/3/2025

Rethinking the Reliability of Type 1a Supernovae   How do astronomers measure the universe? It all starts with distance. From gauging the size of a galaxy to calculating how fast the universe is expanding, measuring cosmic distances is essential to understanding everything in the sky. For nearby stars, astronomers use... Read More >

Using LLMs To Research Remote Sensing Software: Helpful, but Incomplete

Using LLMs To Research Remote Sensing Software: Helpful, but Incomplete

5/26/2025

Whether you’re new to remote sensing or a seasoned expert, there is no doubt that large language models (LLMs) like OpenAI’s ChatGPT or Google’s Gemini can be incredibly useful in many aspects of research. From exploring the electromagnetic spectrum to creating object detection models using the latest deep learning... Read More >

From Image to Insight: How GEOINT Automation Is Changing the Speed of Decision-Making

From Image to Insight: How GEOINT Automation Is Changing the Speed of Decision-Making

4/28/2025

When every second counts, the ability to process geospatial data rapidly and accurately isn’t just helpful, it’s critical. Geospatial Intelligence (GEOINT) has always played a pivotal role in defense, security, and disaster response. But in high-tempo operations, traditional workflows are no longer fast enough. Analysts are... Read More >

Thermal Infrared Echoes: Illuminating the Last Gasp of a Dying Star

Thermal Infrared Echoes: Illuminating the Last Gasp of a Dying Star

4/24/2025

This blog was written by Eli Dwek, Emeritus, NASA Goddard Space Flight Center, Greenbelt, MD and Research Fellow, Center for Astrophysics, Harvard & Smithsonian, Cambridge, MA. It is the fifth blog in a series showcasing our IDL® Fellows program which supports passionate retired IDL users who may need support to continue their work... Read More >

A New Era of Hyperspectral Imaging with ENVI® and Wyvern’s Open Data Program

A New Era of Hyperspectral Imaging with ENVI® and Wyvern’s Open Data Program

2/25/2025

This blog was written in collaboration with Adam O’Connor from Wyvern.   As hyperspectral imaging (HSI) continues to grow in importance, access to high-quality satellite data is key to unlocking new insights in environmental monitoring, agriculture, forestry, mining, security, energy infrastructure management, and more.... Read More >

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SAR Data Used to Extract Damage From Beirut Explosion

Amanda O'Connor

On August 4, a huge explosion devastated the port area of Beirut, Lebanon just after 18:00 (3:00pm GMT). The Sentinel-1 sensor operated by the European Space Agency (ESA) captured Synthetic Aperture Radar (SAR) data of the area at 3:45am.

The use of SAR data is increasing around the world due to its many benefits such as the ability to capture data at night, understand moisture content and see through smoke and cloud cover. SAR data is complex and very large so working with it isn’t always easy. SAR use varies throughout the world, but with free and easy Sentinel-1 access, use is growing, and analytics tools make using data from SAR sensors easier. NV5 Geospatial, in close collaboration with partner sarmap SA, have created easy-to-use tools for some of the most common SAR processing applications to democratize the benefits of SAR data to more users.

The above image shows a coherence map created from the Sentinel-1 both before the explosion in Beirut (on the left) and soon after (on the right). Dark areas show stark dissimilarity between the collects.  The Sentinel-1 data were collected at 3:45 am, showing the value of collecting in the dark when the event happend late in the day. The Sentinel-1 data was processed using ENVI SARscape Analytics by sarmap sa.

The Sentinel-2 RGB image (on the left) was collected July 24, 2020. The image on the right shows the damage detected superimposed onto the image. Damage could include debris, dust covering objects, structures altered by the explosion. The change detection workflow was run using ENVI SARscape Analytics to detect the coherence and intensity between before and after images of the area where the explosion occurred. This kind of change detection tracks subtle changes in structures and outputs a classification result.

The image on the left (Bilal Hussein/AP) is the port of Beirut following the blast, the image on the right shows the intact storage elevators (not red). The red areas indicate structures altered by the explosion.

 

The explosion in Beirut shows how SAR sensors and analytics can provide actionable information before smoke has cleared to assess destruction, guide aid and route emergency services, even with clouds or if something like this were to happen at night.

For more about ENVI SARscape, click here. If you would like additional information, please contact us at GeospatialInfo@NV5.com.

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