Reseach
Published Papers
2007
L. Joita, O. F. Rana, , F. Freitag, I. Chao, P. Chacin, L. Navarro, O.
Ardaiz. A catallactic market for data mining services. Future
Generation Computer Systems, Volume 23, Issue 1, 1 January 2007, pages
146-153.
Abstract. We describe a
Grid market for exchanging data mining services based on the
Catallactic market mechanism proposed by von Hayek. This market
mechanism allows selection between multiple instances of services based
on operations required in a data mining task (such as data migration,
data pre-processing and subsequently
data analysis). Catallaxy is a decentralized approach, based on a \free
market" mechanism, and particularly useful when the number of market
participants is large, or conditions within the market change often. It
is therefore particularly suitable in Grid and Peer-2-Peer systems. The
approach assumes that the service provider
and user are not co-located, and require multiple message exchanges to
carry out a data mining task. A market of J48-based decision tree
algorithm instances, each implemented as a Web Service, is used to
demonstrate our approach. We have validated the feasibility of building
catallactic data mining grid applications, and implemented a
proof-of-concept application (Cat-COVITE) mapped to a Catallactic Grid
Middleware.
[pdf]
2006
L. Joita, O. F. Rana, P. Chacin, I. Chao, F. Freitag, Leandro Navarro,
O. Ardaiz. Application Deployment on Catallactic Grid Middleware. IEEE
Distributed Systems Online, vol. 7, no. 12, 2006, art. no. 0612-oz001
An architecture for the integration of Grid applications with a
Catallactic middleware is described, along with an analysis of issues
associated with this integration in a real world deployment scenario.
This approach makes use of the economic concept of
“Catallaxy”, which understands a market as a decentralised
and self-organizing coordination mechanism, as opposed to a centralised
command economy. A prototype is described which consists of an existing
Grid application making use of a distributed query service. The
Catallactic middleware has been implemented using Globus Toolkit 4, Web
Services Resource Framework (WSRF) and WS-Agreement. The evaluation of
this prototype shows the feasibility of offering existing Grid
applications in a computational market, and demonstrates how the
middleware based on market mechanisms can in effect be used to balance
query request workload across multiple Grid services.
[pdf]
Pablo Chacin, Liviu Joita, Björn Schnizler,
Felix
Freitag, Flexible Architecture for Supporting Auctions in Grids,
Workshop in Smart Grid Technologies on the Internacional
Conference on Autonomic Computing (ICAC 2006),
Dublin,
Ireland, July 16, 2006
Abstract.
Efficient and
flexible resource allocation is one of the key factors for a
wide
application of Grids in business and scientific areas. Recently, the
use of auctions for scheduling and allocating Grid resources has been
proposed in literature. Hitherto, however, only few of the proposed
mechanisms are integrated in Grid infrastructures. Furthermore, none of
these proposals are applied in commercial settings. One reason
for
this lays in technical challenges such as replacing discovery and
matchmaking mechanisms by auctions have to be overcome in order to
integrate an auction mechanism into a Grid platform. Another
barrier for a wide deployment of Grid auctions is that an allembracing
auction mechanism may not exist. A technical and economic sound
architecture thus has to support the simultaneous deployment of
multiple different auction instances. The paper introduces a
flexible economic Grid middleware which abstracts from the underlying
technical infrastructure and supports the simultaneous instances and
management of a wide spectrum of different auction. The
design concepts of such system are outlined and an ongoing
prototype is presented, using the integration of a MACE auction as a
case study.
[pdf]
2005
Liviu Joita, Omer Rana, Pablo Chacin, Oscar Ardaiz,
Isaac
Chao, Felix Freitag, Leandro Navarro, Application Deployment Using the
Catallactic Grid Middleware, I Workshop on Middleware for Grid
Computing in the ACM/USENIX/IFIP Middleware
2006, Grenoble, France, November 28-29, 2005
Abstract.
In this paper
we describe an application deployment using a Catallactic Grid-enabled
middleware, which is based on the Catallaxy “free
market”
self-organisation approach described by von Hayek, who understood the
market as a decentralised coordination mechanism opposite to a
centralised command economy. The implementation makes use
of Globus Toolkit, JXTA and WSRF. The paper envisages the
resource
virtualization in the WSRF context as the main driver for a
proper
connection middleware-base platform (on the broad scenario of grid
applications).
[pdf]
Pablo Chacin, Felix Freitag,
Leandro, Isaac Chao,
Navarro, Oscar Ardaiz, Integration of Decentralized Economic
Models for Resource Self-Management in Application Layer
Networks, Second IFIP TC6 International Workshop on Autonomic
Communications, Athens, Greece, Octuber 3-5,
2005
Abstract.
Resource
allocation is one of the challenges for self-management of large scale
distributed applications running in a dynamic and
heterogeneous
environment. Considering Application Layer Networks (ALN) as a general
term for such applications including computational Grids,
Content
Distribution Networks and P2P applications, the characteristics
of the ALNs and the environment preclude an efficient resource
allocation by a central instance. The approach we
propose integrates ideas from decentralized economic models
into
the architecture of a resource allocation middleware, which
allows
the scalability towards the participant number and the robustness in
very dynamic environments.At the same time, the pursuit of the
participants for their individual goals should benefit the global
optimization of the application. In this work, we describe the
components of this middleware architecture and introduce an ongoing
prototype.
[pdf]
Oscar Ardaiz, Pablo Chacin, Isaac Chao, Felix Freitag,
Leandro Navarro, An Architecture for Incorporating Decentralized
Economic Models in Application Layer Networks, International Journal on
Multiagent and Grid Systems. Special Issue on Smart Grid Technologies
Vol. 1(4), 2005
Abstract.
Efficient
resource discovery and allocation is one of the challenges of any large
scale Application Layer Network (ALN) such as computational
Grids,
Content Distribution Networks and P2P applications. In
centralized approaches, the user requests can easily be
matched to
the most convenient resource. These approaches, however,
present
scalability limits in the highly dynamic and complex ALN environments.
This paper, explores an architecture for incorporating fully
decentralized economic mechanisms for resource allocation.
These mechanisms are implemented by a set of trading agents
that
operate on behalf of the clients and service
providers, interacting over an overlay network and interfacing
with the underlying resources of the platform. A prototype
of the
proposed architecture is presented and the practical implications of
its implementation in a grid scenario are discussed.
[pdf]
|
|