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From Capstone to Combat Readiness: Depth-Perception System Enhances EOD Robotics

What started as a school project has developed into a promising innovation for explosive ordnance disposal operations across the Defense Department.

A person wearing a camouflage military uniform squats in front of a robot to look at a notional explosive device as another person dressed in a camouflage military uniform and a person in civilian attire watch.
EOD Robot
An explosive ordnance disposal robot depth-perception system, developed by former Air Force Master Sgt. Daniel Trombone and Air Force Tech. Sgt. Matt Ruben, provides robot operators a clearer sense of depth to improve safety, speed and precision in high-stakes EOD missions.
Credit: Courtesy photo
VIRIN: 250829-O-FN095-8060P

While completing his degree in electronics engineering technology at the University of Arkansas Grantham, former Air Force Master Sgt. Daniel Trombone was challenged to solve a real-world problem within just two months. Despite limited time and resources, he turned the assignment into a functional prototype, marking the beginning of the EOD robot depth-perception system. 
 
"I was doing my senior year capstone and decided to survey my unit," Trombone recalled. "I said, 'Hey, are there any capability gaps you think can be fixed within this short timeline I have?' I ended up getting a lot of good ideas."
 
The feedback from his team highlighted a familiar challenge: difficulty gauging depth when operating EOD robots using a flat, two-dimensional video feed. Without stereoscopic vision, technicians rely on limited visual cues and often develop improvised methods, like watching shadows or attaching zip ties to grippers, to estimate distance.  

Trombone set out to design a solution that would place a fixed visual reference in the camera view, giving operators a clearer sense of proximity without the need for extra sensors or complex processing. 

A person dressed in civilian attire kneels in front of a robotic system.
EOD Robot System
Developed by former Air Force Master Sgt. Daniel Trombone and Air Force Tech. Sgt. Matt Ruben, the explosive ordnance disposal robot depth-perception system provides robot operators a clearer sense of depth, improving safety, speed and precision in high-stakes missions.
Credit: Courtesy photo
VIRIN: 250829-O-UM138-1061P

 
The first prototype of the EOD robot depth-perception system was built with hobby-grade components and personal funds.  

"I spent my nights in the garage, working at my bench, just trying to get the thing put together," Trombone said. "Eventually, I got it functioning."
 
Once operational, he mounted it to a robot using improvised materials like C-clamps and tape, aligning the components carefully with the camera's field of view. Despite its imperfect appearance, the system succeeded at helping operators better judge distance and handle tasks with greater precision. As development progressed, Trombone partnered with Air Force Tech. Sgt. Matt Ruben to further refine the design. 
 
"He's been my counterpart on this project the whole time," Trombone said. "He's great at CAD design, 3D printing and building things out, and he helped create the housing and all the brackets that supported the initial prototype." 
 
After submitting the project and earning high marks, Trombone and Ruben saw potential beyond the academic setting. But the prototype, though effective, lacked scalability.  

"We knew we were onto something interesting," Trombone said, "but we didn't have a precise product. ... We still needed help from an engineering team."

A portion of a robotic system can be seen in this image.
EOD Robot
Developed by former Air Force Master Sgt. Daniel Trombone and Air Force Tech. Sgt. Matt Ruben, the explosive ordnance disposal robot depth-perception system provides robot operators a clearer sense of depth, improving safety, speed and precision in high-stakes EOD missions.
Credit: Courtesy photo
VIRIN: 250829-O-FN095-1899

Seeking a path forward, they discovered the AFWERX Refinery, an Air Force innovation accelerator, and applied. AFWERX Refinery provides airmen and guardian innovators with entrepreneurial knowledge, connections to relevant stakeholders and resources within the Defense Department. 
 
Through the program, Trombone and Ruben gained critical support, including development time, funding for travel and research, and access to key experts. One of the most valuable partners was the Wright Brothers Institute, which helped guide the next phase by coordinating industry outreach, identifying capability gaps and securing a manufacturing partner. That search ultimately led to a defense-trusted engineering and analytics firm to lead manufacturing prep with Trombone and Ruben and deploy the advanced robotics sensor. 
 
Also recognizing the value of the concept, the Air Force Lifecycle Management Center pursued intellectual property protection, filing a patent application in June 2023. 
 
"If it's approved, that's a bonus, but our goal has always been mission impact," Trombone said. 

The arm of a robotic system reaches out to a staked flag.
EOD Robotics System
Developed by former Air Force Master Sgt. Daniel Trombone and Air Force Tech. Sgt. Matt Ruben, the explosive ordnance disposal robot depth-perception system provides robot operators a clearer sense of depth, improving safety, speed and precision in high-stakes EOD missions.
Credit: Courtesy photo
VIRIN: 250829-O-FN095-3876P

Designed to be low cost and easy to implement, the system is poised to be adopted across EOD units in the Air Force and joint partners. The team aims to keep the unit price low enough for teams to procure the system within existing budgets. 
 
"If this reduces the need for technicians to approach [improvised explosive devices] in person and allows for faster, safer robotic operations, then we've achieved our mission," Trombone said. 
 
Reflecting on the project's evolution, he emphasized the importance of collaboration and institutional support. 
 
"We wouldn't be where we are today without a strong group of stakeholders," Trombone said. "Dozens of people have contributed, some throughout, others at key moments, but it's definitely not a one- or two-person show. It takes a whole team to get something like this off the ground."

To other airmen pursuing innovation, he stressed the value of patience, adaptability and a willingness to learn. Turning a good idea into an operational solution often means managing both the technical development and the process behind it. Understanding how to navigate project timelines, stakeholder engagement and the realities of scaling a concept can be just as important as the idea itself.

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