A hybrid reinforcement learning approach to autonomic resource allocation

G Tesauro, NK Jong, R Das… - … on Autonomic …, 2006 - ieeexplore.ieee.org
… the feasibility of using online RL to learn resource valuation estimates (in lookup table
form) which can be used to make high-quality server allocation decisions in a multi-application …

On the use of hybrid reinforcement learning for autonomic resource allocation

G Tesauro, NK Jong, R Das, MN Bennani - Cluster Computing, 2007 - Springer
… for online performance management and resource allocation [30–33]… to autonomic resource
allocation. In: Proc. of ICAC-06, pp. … resource allocation: First results. In: Proc. of ICAC05, pp. …

Energy-aware autonomic resource allocation in multitier virtualized environments

D Ardagna, B Panicucci, M Trubian… - IEEE transactions on …, 2010 - ieeexplore.ieee.org
AUTONOMIC RESOURCE MANAGEMENT This section provides an overview of our autonomic
computing approach for the resource allocation … the joint resource allocation policies as …

[PDF][PDF] Using reinforcement learning for autonomic resource allocation in clouds: towards a fully automated workflow

X Dutreilh, S Kirgizov, O Melekhova… - … on Autonomic and …, 2011 - academia.edu
… This paper focuses primarily on resource allocation policies … Resource allocation as an MDP
With long lasting executions, … , our controller takes resource allocation decisions regularly. …

[PDF][PDF] Model-based and model-free approaches to autonomic resource allocation

R Das, G Tesauro, WE Walsh - IBM Ressearch …, 2005 - dominoweb.draco.res.ibm.com
… According to general principles of autonomic computing, resource allocation decisions …
This yields a smaller grid for Q, which learns faster but is still effective for resource allocation

Autonomic resource allocation mechanism for service-based cloud applications

T Bhardwaj, H Upadhyay… - … conference on computing …, 2019 - ieeexplore.ieee.org
… To overcome this limitation, this paper presents an autonomic resource allocation framework
that adjusts the computing resources in cloud on the basis of incoming load of the service-…

SLA based resource allocation policies in autonomic environments

D Ardagna, M Trubian, L Zhang - Journal of Parallel and Distributed …, 2007 - Elsevier
… to serve requests and autonomic techniques have been … dispatcher which controls the
allocation of applications to servers, … a resource allocation scheduler for such multi-tier autonomic

Self-organizing resource allocation for autonomic network

T Eymann, M Reinickke, O Ardaiz… - … on Database and …, 2003 - ieeexplore.ieee.org
… of resources by connecting large numbers of individual computers, eg Grids and P2PNetworks.
Self-organization, like proposed by the Autonomic … mechanism for resource allocation in …

Autonomic computing approach for resource allocation

RM Bastos, FM de Oliveira, JPM de Oliveira - Expert Systems with …, 2005 - Elsevier
… model for autonomic resource allocation in a … allocation process. We describe the agents
classes involved and propose planning networks as a strategy to guide the resource allocation

Resource management in the autonomic service-oriented architecture

J Almeida, V Almeida, D Ardagna… - … on autonomic …, 2006 - ieeexplore.ieee.org
… of our autonomic resource management scheme for optimizing resource use in autonomic
… However, unlike [2] as well as other previous autonomic resource allocation strategies[5], […