View
216
Download
0
Embed Size (px)
Citation preview
Autonomous RobotsCool stuff at the intersection of AI and Robotics
Dylan A. Shell
19th April 2011, CSCE 181
“Autonomous”
“Robot”
“Programmable”
Autonomous robot in practice?
Trends: Actuator Systems, Materials and Fabrication
Physical assistance of humans by robotsExample: Carrying humans.
Power suits, prosthetics, wearable robotsHigh-power actuators to complement and enhance.
Micro mobile sensor nodesApplications: Security, pervasivenessChallenges: Fabrication of nano- and micro-scale robots
Domestic robotics: domestic and assistant robotsChallenge: low-cost, low-inertia.
Trends: Energy and Power
HarvestingIdea: Constraints on storage can be relaxed once you can
actively acquire energy
EfficiencyHow can we use less energy for the task?
MiniaturizationChallenge: one size does not fit all robots!
Trends: Human-Robot Interfaces
Learning from DemonstrationIdea: Robots don't need an expert programmer, but learn
from observation and mimicryExample: Industrial and logistics robots learn task from
experience.
AdaptationHow to improve task execution automatically?
Group interfacesExample: coordinated deployment of search and rescue
vehicles. How does the team of humans interact with the team of responders?
Trends: Planning and Control
Novel environmentsHow to move to different environments without
reprogramming?
Task variation and dynamicsProblem: Brittle to changes in task.
Logistics problemsExample: move goods through a network from producers
to consumers, given production, delivery and time constraints
SpeedHow do we improve response times?How do we control fast-moving vehicles?
Trends: Perception and Learning
New sensorsHow do we go from a task-description to the sensors
required?What are the fundamental physical phenomena that should
be exploited?
Sensing doesn't solve the whole perception problemQuestions: Representation, scaling, integration with
planning
What to learn?How do we improve response times?How do we control fast-moving vehicles?
Credits
Richard Vaughan's of SFU's CMPT889 Autonomous Robots Notes, Summer 2004. Oxymoron and definitions verbatim from his notes.
A roadmap for US robotics – From Internet to Robotics. (The CCC report)