Coming Revolution”
— Neuromorphic computing is key to AI implementation —
Neuromorphic AI is no longer science fiction—it’s operational reality!
Honored to have my work featured in the Spring 2025 issue of Emergent Defense (p. 30): “A Coming Revolution” — Neuromorphic computing is key to AI implementation — spotlighting how Spiking Neural Networks (SNNs) and Fuzzy AI are reshaping the future of defense-grade artificial intelligence.
At Parallax Advanced Research, we’re building adaptive, explainable, accurate, and ultra-low-power neuromorphic systems for the most contested and obstructed areas & missions:
o Resilient edge AI
o Real-time RF signal classification
o Self-correcting sensor intelligence
o Human-interpretable autonomy
o Next: Data Centers, Server Farms, Cloud Computing, and GenAI
We’re not just mimicking the brain—we’re engineering new, biologically-inspired intelligence and microsystems for NGA, DARPA, Space, and beyond.
#Neuromorphic #SpikingNeuralNetworks #FuzzyAI #EdgeAI #ISR #DARPA #NGA #AIForGood #ParallaxAdvancedResearch #EmergentDefense #Loihi #Akida #CognitiveEdge
This work brings together:
o Event Cameras
o Crafted and highly accurate Spiking Neural Networks (SNNs)
o Fuzzy AI for transparent, explainable inference
o Low-SWaP neuromorphic hardware for interplanetary missions
With no GPS and limited compute resources on Mars, our system enables real-time, on-board velocity estimation for NASA's upcoming Mars helicopter class—beyond Ingenuity.
This is what adaptive autonomy looks like: biologically inspired, energy efficient, unconventional computing, and semantically explainable AI for space exploration.
Read the full article – Flip to page 30 here to read the full piece:
https://lnkd.in/g9EbeUCg#Neuromorphic #SpikingNeuralNetworks #FuzzyAI #Mars #NASA #EventCamera #Prophesee #EdgeAI #ParallaxAdvancedResearch #SpaceTech #ExplainableAI #MartianAutonomy #IEEE #EmergentDefense #SmartSystems
David Harbour (UD), Kelly Cohen (UC), Dr. Steve Harbour, PhD (Parallax), Bradley Ratliff Ratliff (UD), Alex Henderson, Hallie Pennel (Sinclair), Stephen Schlager, @Tarek Taha (UD),
@chris Yakopcic (UD), Vijayan Asari (UD), Aqsa Sultana (UD), Shaik Nordin Abouzahra (UD),
@Anya Butler (UD), Connor Prikkel (UD), and
@JAN Boril (University of Defence, Czech Republic), Katherine O'Grady, Amanda Mitchell, Davide Migliore, Nicholas Soures, James Stroup, Jess Pacheco, MGBA, Parallax Advanced Research, Jamison Colter, Matthew Kinnison, Stephen Schlager, Faith Mellott Chamberlain, Michael Johanson, Corinne Jorgenson, MS, MA, CF APMP, Nick Ernest, PhD, Nicole Cantrell, Emily Bowen, Kelley Gray, CPM, Michael Simon, Leigh Oldham, MA, SHRM-CP, PHR, Dennis Andersh, Erica Parzuchowski, Mary Harbour, Fathi Amsaad, PhD, SMIEEE
(20min delay)