Title :
Towards Modeling Large-Scale Data Flows in a Multidatacenter Computing System With Petri Net
Author :
Weijing Song ; Lizhe Wang ; Ranjan, Rajiv ; Kolodziej, Joanna ; Dan Chen
Author_Institution :
Inst. of Remote Sensing & Digital Earth, Beijing, China
Abstract :
There are several use cases that involve the need to transfer data between datacenters when processing large-scale data sets. Data transmission in a multidatacenter computing system has new characteristics that are hard to express and handle using traditional methods. Thus, it is necessary for a new transmission strategy to be developed for users of multidatacenter computing systems. This paper gives a general data model, a network model, and a multidatacenter model to describe the research problem clearly. We propose four new methods to meet the new features of data transmission among datacenters. Based on these models and methods, we propose a new data flow transmission model and analyze its validity.
Keywords :
Petri nets; computer centres; data communication; data flow computing; data mining; Petri net; data flow transmission model; data model; data transfer; large scale data flow modeling; multidatacenter computing system; network model; Bandwidth; Computational modeling; Computer architecture; Data communication; Data models; Data processing; Remote sensing; Large-scale data flow; Petri net; multidatacenter computing;
Journal_Title :
Systems Journal, IEEE
DOI :
10.1109/JSYST.2013.2283954