Title :
Improving the performance of Kriging based interpolation application with parallel processors
Author :
Güvendik, Celal ; Genç, A. Esat ; Tamer, Özgür ; Nil, Metin
Author_Institution :
Vestel Elektron. Ar-Ge, Vestel Elektron. San. Ve Tic. A.S., Turkey
Abstract :
Kriging algorithm has been used for determining the geological characteristics of the areas between the measured data points in geostatistical applications. In this study we are using the Kriging Algorithm to recover the missing pixels of digital images. Previously, some studies have proved that the preferred algorithm have shown high performance on interpolating the missing pixels. However applicability of the algorithm has been questioned because of processing load. Our main goal is to increase the operational performance and decrease the operation time of Kriging Algorithm, by employing parallel processing architectures. In this work, the performance of the parallelized algorithm is evaluated theoretically.
Keywords :
geophysical techniques; interpolation; statistical analysis; Kriging based interpolation application; data points; digital images; geological characteristics; geostatistical applications; parallel processors; Art; Field programmable gate arrays; Geology; Hardware design languages; Image coding; Interpolation; Program processors;
Conference_Titel :
Signal Processing and Communications Applications Conference (SIU), 2012 20th
Conference_Location :
Mugla
Print_ISBN :
978-1-4673-0055-1
Electronic_ISBN :
978-1-4673-0054-4
DOI :
10.1109/SIU.2012.6204645