Title :
Clustered radio interferometric calibration
Author :
Kazemi, S. ; Yatawatta, S. ; Zaroubi, S.
Author_Institution :
Kapteyn Astron. Inst., Univ. of Groningen, Groningen, Netherlands
Abstract :
This paper introduces an amendment to radio interferometric calibration of sources below the noise level. The main idea is to employ the information of the stronger sources´ measured signals as a plug-in criterion to solve for the weaker ones. For this purpose, we construct a number of source clusters, with centroids mainly near the strongest sources, assuming that the signals of the sources belonging to a single cluster are corrupted by almost the same errors. Due to this characteristic of clusters, each cluster is calibrated as a single source, using all the coherencies of its sources simultaneously. The obtained solutions for every cluster are assigned to all the cluster´s sources. An illustrative example reveals the superiority of this calibration compared to the un-clustered calibration.
Keywords :
calibration; pattern clustering; radiowave interferometry; clustered radio interferometric calibration; noise level; plug-in criterion; source clusters; Calibration; Clustering algorithms; Clustering methods; Data models; Radio astronomy; Radio interferometry; Receivers; Calibration; Clustering algorithms; Clustering methods; Interferometry: Radio interferometry;
Conference_Titel :
Statistical Signal Processing Workshop (SSP), 2011 IEEE
Conference_Location :
Nice
Print_ISBN :
978-1-4577-0569-4
DOI :
10.1109/SSP.2011.5967769