

Stratos Perception, LLC
Reliable Autonomy at Scale

AI Innovators Since 1997
Stratos Perception develops artificial intelligence solutions, including novel foundational models, algorithms, and reasoning models, to solve problems concerning automation at scale interacting in the physical world. While Stratos was founded in 2018, our artificial intelligence roots goes back to 1997 with a dissertation on neural networks applied to rocket engines to detect early stages of failures....

Heterogenous Flow Metering
The economic management and component-wise metering of multiphase and multi-compositional flow systems is a historically hard, and often intractable, problem. Our patented AI technology essentially eliminates uncertainties in monitoring the behavior of many types of multiphase and heterogeneous flows, including for novel applications such as in mobile systems, microfluidic systems, biological fluid flows, and in microgravity applications...

Enabling Level 3+ Digital Twins for Complex Systems
Stratos Perception has developed a patented AI methodology that solves the under-constrained estimation problem, enabling real-time digital twins for systems with 50-100+ parameters from minimal sensors.
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Unlike pattern-based approaches, our physics-informed AI estimates actual system parameters, providing direct physical insight into machine behavior. Training via synthetic data eliminates the need for expensive testbeds or failure data collection.
Our technology unlocks:
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Level 3+ digital twins with real-time synchronization
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Predictive maintenance based on parameter degradation, not vibration patterns
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Adaptive control and safe autonomy at scale
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No additional sensors or hardware modifications required
Applications in robotics, semiconductor manufacturing, and advanced industrial systems...


Contextualized Automated Vehicle Intelligent Control
Vehicle and robot autonomy continues to be prohibitively precarious in environments characterized by stochastic human populations and spurious sensed artifacts. Our research concerns vital requirements of physical intelligence for operating and navigating in such environments, safely while performing at high speeds. We would enjoy an opportunity to discuss our research with you...


