A data-aware cognitive engine for scheduling data intensive applications in   a grid

VIJAYA NAGARAJAN; MALUK MOHAMED MULK ABDUL

Makale detayları

A data-aware cognitive engine for scheduling data intensive applications in a grid

Yazarlar:

VIJAYA NAGARAJAN | MALUK MOHAMED MULK ABDUL

Yayıncı:

TUBITAK

Dergi:

Turkish Journal of Electrical Engineering and Computer Science 2017 Vol.25 Issue 1, pp.497-507

Belge Tipi:

Makale

Yayın Tarihi:

1/2017

Belge Dili:

Türkçe

Document ID (Org No.):

2000741259

Sıklık:

İki Aylık

eISSN:

1303-6203

pISSN:

1300-0632

Özet:

 

Data-intensive applications produce huge amounts of data   that need to be stored, analyzed, and interpreted. A data grid serves as a   cost-effective infrastructure for solving these data-intensive applications.   Existing scheduling strategies are best suited   for handling compute-intensive applications, although they lack in   performance while handling data-intensive applications. In this work, a   novel mechanism of incorporating cognitive science in a data grid is   proposed for scheduling data-intensive workflows. A unique model is derived   in which a cognitive engine (CE) is built into the middleware of the data   grid. The intelligent agents present in the CE handle the request for data   sets and use the LTP algorithm (learning, thinking, and perception) to   effectively schedule the tasks using three phases. The CE also~finds a   unique solution for placing data sets dynamically nearer to the execution   site based on network resource considerations by reducing the~waiting time   and data availability time for I/O-intensive jobs. The performance of the CE   is validated by simulation and compared with that of existing scheduling   strategies. The results of the simulation show that CE optimizes the data   availability time, waiting time, data transfer time, and makespan.

Makale detayları

A data-aware cognitive engine for scheduling data intensive applications in a grid

Yazarlar: VIJAYA NAGARAJAN | MALUK MOHAMED MULK ABDUL

Yayıncı: TUBITAK

Dergi: Turkish Journal of Electrical Engineering and Computer Science 2017 Vol.25 Issue 1, pp.497-507

Belge Tipi: Makale

Yayın Tarihi: 1/2017

Belge Dili: Türkçe

Document ID (Org No.): 2000741259

Sıklık: İki Aylık

eISSN: 1303-6203

pISSN: 1300-0632

Sayı

Yazarlar:

VIJAYA NAGARAJAN | MALUK MOHAMED MULK ABDUL

Yayıncı:

TUBITAK

Dergi:

Turkish Journal of Electrical Engineering and Computer Science 2017 Vol.25 Issue 1, pp.497-507

Belge Tipi:

Makale

Yayın Tarihi:

1/2017

Belge Dili:

Türkçe

Document ID (Org No.):

2000741259

Sıklık:

İki Aylık

eISSN:

1303-6203

pISSN:

1300-0632