U.S. Provisional Patent Application filed with the USPTO — March 2026
More technical details coming soon in our upcoming manuscript
SBIR Phase I — U.S. Air Force Award Winner
This research originated from GeoGizmodo's U.S. Air Force SBIR Phase I program focused on terrain-adaptive predictive maintenance for military vehicles.
Using fractal geometry, spectral analysis, vehicle dynamics, and fatigue modeling, we developed a physics-based framework linking terrain morphology to vehicle response — without requiring direct vehicle testing or extensive sensor deployment.
Terrain fractal geometry → terrain power spectral density (mathematical relationship)
Strong predictive links between terrain characteristics and vehicle vibration energy
Terrain geometry as a primary driver of vibration exposure across diverse conditions
Unified framework: terrain morphology → vibration response → fatigue damage
Relative vehicle wear, maintenance burden, and route severity estimated from terrain data alone
Commercialization roadmap targeting defense sustainment, transportation logistics, mining, agriculture, and emergency response.
Defense sustainment, transportation logistics, mining, agriculture, emergency response
© 2026 GeoGizmodo LLC | All Rights Reserved
Patent Pending | SBIR Phase 1 Award Winner
¹ Performance claims are based on internal testing and early SBIR Phase 1 data. Actual results may vary and are not guaranteed.
² Patent-pending status refers to a U.S. Provisional Application filed March 2026. Issuance is not guaranteed.
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Excited to share that our terrain-aware predictive maintenance framework is now patent pending.