Robots in Dynamic Tasks - Learning, Risk, and Safety

Robots in Dynamic Tasks - Learning, Risk, and Safety

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Introduction

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1 of 20

Introduction

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Classroom Contents

Robots in Dynamic Tasks - Learning, Risk, and Safety

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  1. 1 Introduction
  2. 2 SQUID I: Key Design Elements
  3. 3 SQUID II: Vision-based Autonomous Stabilization
  4. 4 Planetary Exploration Applications
  5. 5 PARSEC: Payload Anchoring Robotic System for the Exploration of Cliffs Task Motivation and Description
  6. 6 PARSEC: Aerial Manipulator
  7. 7 Deployment Interface and Payload Design
  8. 8 Mission Architecture for Autonomous Deployment
  9. 9 But what about the real world?
  10. 10 Machine Learning & Nonlinear Vehicle Control
  11. 11 Using learned lifted bilinear models for nonlinear MPC
  12. 12 Learning quadrotor dynamics to improve close-to-ground trajectory tracking
  13. 13 Learning quadrotor dynamics to improve close-to- ground trajectory tracking performance
  14. 14 Planning under uncertainty
  15. 15 Risk-Aware Planning: Chance Constraints
  16. 16 The DARPA Subterranean Challenge
  17. 17 STEP: Stochastic Traversability Evaluation and Planning
  18. 18 Risk-Aware Avoidance of Unknown Dynamic Ostacles
  19. 19 Robust Risk-Based Learning of Disturbances
  20. 20 Learning and Introspective Control LINC

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