Title :
An Implementation of Novel Cloud Computing Model - Improved Map-reduce Model
Author :
Hengliang, Shi ; Guangyi, Bai ; Wenming, Gui
Author_Institution :
Sch. of Comput. Sci., Nanjing Univ. of Sci. & Technol., Nanjing, China
Abstract :
Although Map-reduce model is easy to deal with querying on a large scale data cluster, but difficult to deal with complex science computing due to its narrow application fields. Among complex applications, most user applications are not querying request simply, but query after complex computing, such as encryptions. This paper proposes a novel method which transforms user´s application task DAG (directed a cyclic graph) into MCST (minimum cost spanning tree) firstly, and then works with map-reduce to complete parallel query. This idea can effectively deal with comprehensive problems which include complex computing and query on a large scale data cluster, such as TSP (travel sales problem), dynamic scheduling, route scheduling and others.
Keywords :
cloud computing; cryptography; directed graphs; query processing; trees (mathematics); directed acyclic graph; encryptions; large scale data cluster querying; map-reduce model; minimum cost spanning tree; novel cloud computing; science computing; DAG; cloud computing; directed acyclic graph; map-reduce model; novel;
Conference_Titel :
Grid and Cooperative Computing (GCC), 2010 9th International Conference on
Conference_Location :
Nanjing
Print_ISBN :
978-1-4244-9334-0
Electronic_ISBN :
978-0-7695-4313-0
DOI :
10.1109/GCC.2010.88