Real-time limit cycle monitoring for flight crews. Transform aviation safety with physics-informed AI that predicts crew behavior with 91.2% accuracy in <8ms latency.
First real-time limit cycle monitoring system backed by validated research
Sub-8ms latency enables actual cockpit deployment. Monitor flight dynamics at 8 Hz with minimal computational overhead.
Built on Van der Pol limit cycle dynamics, not black-box ML. Every prediction is interpretable and grounded in nonlinear dynamics theory.
Validated on 1,247 commercial flights across 5 major airlines. Published research with DOI: 10.17605/OSF.IO/RJBDK.
Identifies Creative Chaos Zones where crews adapt and innovate. 88.6% detection accuracy for critical decision-making phases.
Works with any limit cycle model. Pluggable architecture allows easy integration with existing systems and custom models.
85%+ test coverage, CI/CD automated, comprehensive documentation. MIT licensed for maximum flexibility.
OSEF provides a simple, Pythonic API for real-time flight monitoring. Process flight data, detect Creative Chaos Zones, and receive guidance—all in just a few lines of code.
Read Quick Start →from osef import LimitCycleModel, OSEF
# Load pre-calibrated model
model = LimitCycleModel.from_baladi_params()
model.compute_limit_cycle()
# Initialize OSEF
osef = OSEF(model, sampling_rate=8.0)
# Process flight data
result = osef.process_sample(
t=10.5,
P=2.3, # Pitch
B=-5.1, # Bank
W=0.78 # Power
)
print(result['state']) # "Stable_LC"
print(result['lambda']) # 0.042
print(result['guidance']) # CorrectionsEarly feedback from the aviation safety community
"First real-time implementation of limit cycle dynamics for aviation safety. The physics-informed approach is a game-changer."
"91.2% accuracy in real-time is impressive. The Creative Chaos Zone detection opens new possibilities for crew training."
"Clean architecture, excellent documentation, and validated on real flights. This is how research software should be built."
Join researchers and engineers using OSEF to build the next generation of aviation safety systems.