Title :
Graph Coverage: An FPGA-targeted implementation
Author :
Cinti, Alessandro ; Rizzi, Antonello
Author_Institution :
Dept. of Inf. Eng., Univ. of Rome La Sapienza, Rome, Italy
Abstract :
Classification systems specifically designed to deal with fully labeled graphs are gaining importance in many application fields. The main computational bottleneck in such systems is the dissimilarity measure between pairs of graphs. In this paper we propose to accelerate in hardware such computations, relying on the Graph Coverage as the core inexact graph matching procedure, targeting the design to FPGA as an inexpensive way to design specific co-processing devices. A comparison in terms of computational time between the proposed system and a software implementation on a standard workstation shows encouraging results.
Keywords :
computational complexity; field programmable gate arrays; graph theory; FPGA-targeted implementation; classification systems; computational time; core inexact graph matching procedure; field programmable gate array; graph coverage; software implementation; specific co-processing devices design; standard workstation; Clocks; Field programmable gate arrays; Hardware; Pattern recognition; Random access memory; Standards; Tensile stress; FPGA; graph coverage; parallel computing; tensor product;
Conference_Titel :
Ph.D. Research in Microelectronics and Electronics (PRIME), 2013 9th Conference on
Conference_Location :
Villach
Print_ISBN :
978-1-4673-4580-4
DOI :
10.1109/PRIME.2013.6603103