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» Load estimation and control using learned dynamics models
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ICAC
2006
IEEE
15 years 12 months ago
A Hybrid Reinforcement Learning Approach to Autonomic Resource Allocation
— Reinforcement Learning (RL) provides a promising new approach to systems performance management that differs radically from standard queuing-theoretic approaches making use of ...
Gerald Tesauro, Nicholas K. Jong, Rajarshi Das, Mo...
FSR
2005
Springer
88views Robotics» more  FSR 2005»
15 years 11 months ago
Efficient Braking Model for Off-Road Mobile Robots
In the near future, off-road mobile robots will feature high levels of autonomy which will render them useful for a variety of tasks on Earth and other planets. Many terrestrial a...
Mikhail Pivtoraiko, Alonzo Kelly, Peter Rander
ICRA
2005
IEEE
121views Robotics» more  ICRA 2005»
15 years 11 months ago
Modeling and Analysis of Beaconless and Beacon-Based Policies for a Swarm-Intelligent Inspection System
Abstract— We are developing a swarm-intelligent inspection system based on a swarm of autonomous, miniature robots, using only on-board, local sensors. To estimate intrinsic adva...
Nikolaus Correll, Alcherio Martinoli
HYBRID
2003
Springer
15 years 11 months ago
Mode Reconstruction for Source Coding and Multi-modal Control
s of Invited Presentations The Mathematics of Matter and the Mathematics of Mind . . . . . . . . . . . . . 1 David Berlinski A Grand Challenge: Full Reactive Modeling of a Multi-ce...
Adam Austin, Magnus Egerstedt
ATAL
2005
Springer
15 years 11 months ago
Improving reinforcement learning function approximators via neuroevolution
Reinforcement learning problems are commonly tackled with temporal difference methods, which use dynamic programming and statistical sampling to estimate the long-term value of ta...
Shimon Whiteson