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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!



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 >

Ensure Mission Success With the Deployable Tactical Analytics Kit (DTAK)

Ensure Mission Success With the Deployable Tactical Analytics Kit (DTAK)

2/11/2025

In today’s fast-evolving world, operational success hinges on real-time geospatial intelligence and data-driven decisions. Whether it’s responding to natural disasters, securing borders, or executing military operations, having the right tools to integrate and analyze data can mean the difference between success and failure.... Read More >

How the COVID-19 Lockdown Improved Air Quality in Ecuador: A Deep Dive Using Satellite Data and ENVI® Software

How the COVID-19 Lockdown Improved Air Quality in Ecuador: A Deep Dive Using Satellite Data and ENVI® Software

1/21/2025

The COVID-19 pandemic drastically altered daily life, leading to unexpected environmental changes, particularly in air quality. Ecuador, like many other countries, experienced significant shifts in pollutant concentrations due to lockdown measures. In collaboration with Geospace Solutions and Universidad de las Fuerzas Armadas ESPE,... Read More >

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Art & Science: Military Geospatial Engineers and da Vinci

Anonym

Geospatial engineering is the art and science of applying geographic information to enable understanding of the physical environment for military operations. The art is the ability to understand mission, enemy, terrain and weather, troops and support available, time available, civil considerations and the geospatial information available—including intent of use and limitations—to explain the military significance of the terrain to the commander and staff, and create geospatial products for decision making; the science is the ability to exploit geospatial information, producing spatially accurate products for measurement, mapping, visualization, modeling, and all types of analysis of the terrain (excerpt from ARMY TACTICS, TECHNIQUES, AND PROCEDURES NO. 3-34.80).

 

A significant part of the geospatial engineer's job requires exploitation of geospatial imagery to create visualizations and extract geographic features for maps. Some of the more common image processing operations range from basic creation of image mosaics and pan-sharpened multispectral products to advanced object-based feature extraction and creation of topographic models (e.g., hill shade and slope models). At first glance, most would agree that these operations fall soundly on the science side of the engineer's responsibilities. However, each has an art aspect that contributes to the accuracy or effectiveness of the completed product. In this way, geospatial engineers are similar to Leonardo da Vinci, blending art and science to complete their intelligence masterpiece.

 

In creating an image mosaic, the engineer must perform color balancing between images and adjust seam lines to appear invisible. With an image fusion operation like pan-sharpening, image-to-image registration must be ensured to avoid edge artifacts. Automated object-based feature extraction relies upon subjective segmentation of the image into polygonal objects and subsequent classification of these objects through the application of logical rules. Each of these steps draw on the engineer's perception of how the physical environment is represented in the imagery and their skill in creating definitions for separating one object type from another. And topographic modeling certainly demands an artistic touch with the selection of appropriate colors to distinguish high elevation areas from low, to clearly delineate slope classes and identify safe areas (e.g., green) from danger areas (e.g., red).

 

As the responsibilities of geospatial engineers expand to include the exploitation of hyperspectral data sources, the tendency will be to focus on the science. But successful geospatial engineers will continue to use a da Vincian approach with a sound balance between the art of their geospatial craft and spectral science.

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