TY - GEN
T1 - Blind broadband source localization and separation in miniature sensor arrays
AU - Cauwenberghs, Gert
AU - Stanacevic, Milutin
AU - Zweig, George
PY - 2001
Y1 - 2001
N2 - We study the ability of a sensor array to blindly separate and localize broadband traveling waves impinging on the array, with additive sensor noise. We consider arrays smaller than the shortest wavelength in the sources, such as MEMS acoustic arrays or VLSI arrays of RF receivers. A series expansion about the center of the array of the time-delayed signals emanating from the sources reduces the problem of separating and localizing the delayed sources to that of separating instantaneous signal mixtures using conventional tools of Independent Component Analysis. The covariance of the noise in the estimated sources is expressed in terms of the covariance of the sensor noise and the angular direction of the sources. Physical simulations demonstrate separation and localization of three non-coplanar speech sources using a planar array of four sensors within a 1 mm radius.
AB - We study the ability of a sensor array to blindly separate and localize broadband traveling waves impinging on the array, with additive sensor noise. We consider arrays smaller than the shortest wavelength in the sources, such as MEMS acoustic arrays or VLSI arrays of RF receivers. A series expansion about the center of the array of the time-delayed signals emanating from the sources reduces the problem of separating and localizing the delayed sources to that of separating instantaneous signal mixtures using conventional tools of Independent Component Analysis. The covariance of the noise in the estimated sources is expressed in terms of the covariance of the sensor noise and the angular direction of the sources. Physical simulations demonstrate separation and localization of three non-coplanar speech sources using a planar array of four sensors within a 1 mm radius.
UR - https://www.scopus.com/pages/publications/0035016257
U2 - 10.1109/ISCAS.2001.921279
DO - 10.1109/ISCAS.2001.921279
M3 - Conference contribution
AN - SCOPUS:0035016257
SN - 0780366859
SN - 9780780366855
T3 - ISCAS 2001 - 2001 IEEE International Symposium on Circuits and Systems, Conference Proceedings
SP - 193
EP - 196
BT - ISCAS 2001 - 2001 IEEE International Symposium on Circuits and Systems, Conference Proceedings
T2 - 2001 IEEE International Symposium on Circuits and Systems, ISCAS 2001
Y2 - 6 May 2001 through 9 May 2001
ER -