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Claire Tomlin

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titleconferencedate
Using Deep Learning for Perception in Autonomous Systems: A Perspective from Control TheoryFrontiers of Deep Learning 20192019-07-15
A convolutional model trained to predict short waypoints (ResNet-50 backbone) supervises planning and control (third-order spline planner + LQR) instead of…
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Real-Time Decision Making in Hybrid SystemsReal-Time Decision Making2016-07-01
Computes conservative safety envelopes via a backwards reachable set (HJ-Isaacs PDE) and runs real-time 3D solves on a laptop; decomposes a 10-D quadrotor…
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