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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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The Power of Combining Information from SAR and Imagery

Jason Wolfe

While optical imagery is a critical component of geospatial analysis, it’s limited by cloud cover and darkness. SAR transcends these limitations by penetrating haze, clouds, and smoke, and by capturing data both day and night. In addition, SAR can provide information not easily obtained with other data sources. By combining SAR with optical imagery, you can ensure comprehensive image data analysis.

Enhance Your Analysis with ENVI SAR Essentials

With the release of ENVI® SAR Essentials, integrating Synthetic Aperture Radar (SAR) data into your ENVI workflows has never been easier. This new toolset empowers users to seamlessly process and analyze both SAR data and optical imagery within ENVI to create powerful, value-added products. In this blog, I will highlight a couple examples -- showing how ENVI SAR Essentials can provide additional insights and unprecedented accuracy to land-cover classification and terrain characterization.

Land-cover Classification – Achieve Greater Accuracy

Incorporating SAR and multispectral data can significantly improve the accuracy of land-cover classification. SAR sensors capture surface roughness, texture, and soil moisture – details that optical imagery alone cannot provide.

Experiment Highlights

Without SAR: Using spectral data only, I performed a Minimum Distance supervised classification on a Sentinel-2 image with thirteen visible-to-shortwave infrared bands and achieved an overall accuracy of 78.6%.

 

With SAR: By adding two Sentinel-1 magnitude SAR images (VV and VH polarizations) to the Sentinel-2 dataset and processing it with ENVI SAR Essentials, the overall accuracy increased to 95.7%. Radar signals reflect and scatter differently with vegetation, flat surfaces, wet soils, tall structures, and other materials. Thus, SAR magnitude images can help distinguish between different surface types, making image data analysis even more precise for applications like land-cover classification.

Terrain Characterization: Unveil Hidden Features

SAR’s phase component is invaluable for characterization of local terrain. By using overlapping SAR datasets with similar acquisition geometries, you can generate detailed Digital Surface Models (DSMs), which cannot be created with optical data alone.

Example Workflow:

DSM Creation: Using the SAR DSM Generation workflow in ENVI SAR Essentials, two overlapping Umbra scenes of Iran (Single Look Complex datasets) were processed. These scenes had ascending orbits, VV polarization, and similar incidence and azimuth angles.

Resulting DSM:

Topographic Shading:
The ENVI Topographic Shading tool was used to create a shaded-relief image from the DSM.

Contour Mapping:
Contour lines were plotted on the DSM for detailed terrain analysis.

Viewshed Analysis:
Using the DSM with the Viewshed Tool, areas visible (green) and hidden (red) from a point atop a hill were revealed.

Seamless Integration for Enhanced Analysis

Output products created with ENVI SAR Essentials can be further exploited with ENVI’s analytical tools, enhancing your image data analysis with advanced capabilities. Installed directly with ENVI, ENVI SAR Essentials ensures that all processing is done within one application, which streamlines your workflow and increases efficiency

By integrating SAR and optical imagery into your analysis, you unlock new dimensions of geospatial intelligence, making your data more comprehensive and actionable. Explore the possibilities of ENVI SAR Essentials and elevate your analytical capabilities.

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