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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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Programmatic Access to LiDAR Processing – A Powerful API, Not a Scary Endeavor!

Anonym

Isn’t it great when things just work? Imagine your data are delivered in calibrated and atmospherically corrected units. What if multiple data modalities were co-registered and the spatial dimensions aligned perfectly so you could begin your day by clicking on tools to start complex analyses while you make a cup of coffee?

If I had the proverbial dollar for every time this scenario occurred in the world of image analysis for commercial applications – I would definitely need to keep my day job. Don’t get me wrong, robust workflows and access to hundreds of algorithms definitely get the job done – many times 100%of the way.

But those finding a 90% solution with their COTS tools need not despair. Custom development of additional tools to fill the gap is accessible and absolutely achievable. I want to take a moment to point you to some resources that will empower you to delve into creating your own library of discrete and unique solutions. This week my focus is on the ENVI LIDAR API.

First you need to instantiate an instance of ENVI LiDAR to have access to the library:

; Create a headless instance

e = E3De(/HEADLESS)

 

Next you will need to open a .las file:

; Example of how to point to and open a .las file. 
file = FILEPATH('DataSample.las', ROOT_DIR=e.ROOT_DIR, $
SUBDIRECTORY = ['DataSample'])
lidar = e.OpenLidar(file, /DIRECT_READ)

 

Once you have your .las file in an IDL variable, go to https://www.nv5geospatialsoftware.com/docs/home.html and click through the ENVI LiDAR > Programming with ENVI LiDAR >Routines. You will see a very approachable list of routines sorted into Application Control, Data Control, and Processing where example code is included for most every routine.

Some of the commercial applications I have seen come to fruition with great success include:

  • Sub-setting the point cloud using spatial constraints around a feature of interest and exporting a new .las file for processing to only include the area(s) relevant to the project. This is incredibly useful for customers who are trying to isolate a feature that is contained across multiple .las tiles.
  • Retrieving a basemap from an image service to display beneath the point cloud. This has utility in adding spatial context to the area and also for producing a polished deliverable via the stand-alone 3Dviewer.
  • Pointing to an image utilizing the RGB information to colorize the point cloud for true color display. The ability to merge data from different modalities is powerful for obvious data display advantages, but is also useful in pixel-based spectral processing downstream.

These are just a few examples of how some commercial LiDAR customers are using the ENVI LiDAR API to extend core capabilities to ensure they are reaching a 100% solution. With the power of IDL, ENVI, and the ENVI LiDAR API , the only limitation is imagination!

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