Machine Learning Applications
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All entries on this topic (2)
Enhanced Driving Pattern Recognition via Geo-Information Integration
This paper introduces a low-cost system for real-time driving pattern recognition using an on-device artificial neural network (ANN) and physical sensors. The novel contribution lies in integrating geo-information (latitude, longitude, time) with traditional vehicle telemetry (velocity, 3-axis turni…
HRL Enhances Fleet-Level PHM Decision Optimization
Smart Commander, a Hierarchical Reinforcement Learning (HRL) framework, addresses the "curse of dimensionality" and sparse feedback in military aviation Prognostics and Health Management (PHM). It optimizes maintenance and logistics decisions by decomposing complex control problems into strategic fl…