Self-Tuning Service Provisioning for Decentralized Cloud Applications

Submitted by richard on Mon, 04/25/2016 - 14:15
Raul Landa and Marinos Charalambides and Richard G. Clegg and David Griffin and Miguel Rio
Transactions on Networks and Service Management
Year
2016
Abstract
Cloud computing has revolutionized service delivery
by providing on-demand invocation and elasticity. To reap these
benefits, computation has been displaced from client devices
and into data centers. This partial centralization is undesirable
for applications that have stringent locality requirements, for
example low latency. This problem could be addressed with large
numbers of smaller cloud resources closer to users. However,
as cloud computing diffuses from within data centers and into
the network, there will be a need for cloud resource allocation
algorithms that operate on resource-constrained computational
units that serve localized subsets of customers. In this paper
we present a mechanism for service provisioning in distributed
clouds where applications compete for resources. The mechanism
operates by enabling execution zones to assign resources based
on Vickrey auctions, and provides high-quality probabilistic
models that applications can use to predict the outcomes of such
auctions. This allows applications to use knowledge of the locality
distribution of their clients to accurately select the number of bids
to be sent to each execution zone and their value. The proposed
mechanism is highly scalable, efficient and validated by extensive
simulations.
Description

This paper considers auction mechanisms that can allow people to bid for resources in cloud computing environments when resources are constrained.

Preprint
bibtex
@article{tnsm_2016,
authors={Raul Landa and Marinos Charalambides
and Richard G. Clegg and David Griffin
and Miguel Rio},
title={Self-Tuning Service Provisioning for Decentralized
Cloud Applications},
year={2016},
journal={Transactions on Network and Service Management}
}
doi
https://doi.org/10.1109/TNSM.2016.2549698
Paper type