15 search results - page 1 / 3 » A Hybrid Reinforcement Learning Approach to Autonomic Resour... |
ICAC
2006
IEEE
15 years 5 months ago
2006
IEEE
— Reinforcement Learning (RL) provides a promising new approach to systems performance management that differs radically from standard queuing-theoretic approaches making use of ...
CCGRID
2008
IEEE
15 years 5 months ago
2008
IEEE
—Large scale production grids are a major case for autonomic computing. Following the classical definition of Kephart, an autonomic computing system should optimize its own beha...
IROS
2006
IEEE
15 years 4 months ago
2006
IEEE
Abstract— This paper presents a learning system that uses Qlearning with a resource allocating network (RAN) for behavior learning in mobile robotics. The RAN is used as a functi...
103
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ICAC
2008
IEEE
15 years 5 months ago
2008
IEEE
—Large scale production grids are an important case for autonomic computing. They follow a mutualization paradigm: decision-making (human or automatic) is distributed and largely...
128
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ABIALS
2008
Springer
15 years 27 days ago
2008
Springer
Abstract. In order to establish autonomous behavior for technical systems, the well known trade-off between reactive control and deliberative planning has to be considered. Within ...