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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!



New ENVI Agent, IDL Agent, and GeoAgent Quick Guides

New ENVI Agent, IDL Agent, and GeoAgent Quick Guides

6/9/2026

The recent release of ENVI® Agent, IDL® Agent, and GeoAgent™ revolutionize how users interact with geospatial software. These agentic AI applications act as partners to plan, simplify, and execute complex workflows. Knowing where to start can be challenging for new users. To this end, we developed three new quick guides to... Read More >

Introducing NISAR Data Support

Introducing NISAR Data Support

6/5/2026

The release of ENVI® SARscape 6.3 in April 2026 includes preliminary support for NASA-ISRO SAR (NISAR) data. The NISAR mission is a joint Earth-observing satellite project between NASA and the Indian Space Research Organization designed to monitor changes in the planet’s land and ice surfaces using advanced radar imaging. It... Read More >

Monitoring Illegal Mining in the Amazon: Turning Persistent Data Into Actionable Insight

Monitoring Illegal Mining in the Amazon: Turning Persistent Data Into Actionable Insight

5/28/2026

Illegal mining over decades has constituted one of the most persistent and complex socio-environmental problems in the Brazilian Amazon. In recent years, with the increasingly intensive use of mechanized extraction, the associated environmental impacts—such as deforestation, intense soil disturbance, river siltation, and mercury... Read More >

From Answers to Action: Why ENVI and IDL Agents Go Beyond General AI

From Answers to Action: Why ENVI and IDL Agents Go Beyond General AI

4/20/2026

As generative AI tools like Claude and Gemini continue to gain traction, many organizations are asking the same question: Can general purpose AI actually support real geospatial workflows, or does it stop at surface-level answers? That question was front and center in our recent webinar, Meet Your New Partners in Science: ENVI... Read More >

Mapping Earthquake Deformation in Taiwan With ENVI

Mapping Earthquake Deformation in Taiwan With ENVI

12/15/2025

Unlocking Critical Insights With ENVI® Tools Taiwan sits at the junction of major tectonic plates and regularly experiences powerful earthquakes. Understanding how the ground moves during these events is essential for disaster preparedness, public safety, and building community resilience. But traditional approaches like field... 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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