Title :
On the Detection of Footsteps Based on Acoustic and Seismic Sensing
Author :
Iyengar, Satish G. ; Varshney, Pramod K. ; Damarla, Thyagaraju
Author_Institution :
Syracuse Univ., Syracuse
Abstract :
In this work, we present a copula-based framework for integrating signals of different but statistically correlated modalities for binary hypothesis testing problems. Specifically, we consider the problem of detecting the presence of a human using footstep signals from seismic and acoustic sensors. An approach based on canonical correlation analysis and copula theory is employed to establish a likelihood ratio test. Experimental results based on real data are presented.
Keywords :
acoustic signal detection; acoustic transducers; correlation theory; acoustic sensors; binary hypothesis testing problems; canonical correlation analysis; copula-based framework; footstep detection; likelihood ratio test; seismic sensors; Acoustic sensors; Acoustic signal detection; Acoustic testing; Data mining; Humans; Monitoring; Sensor fusion; Sensor phenomena and characterization; Signal detection; Surveillance; Canonical Correlation Analysis; Copula theory; Multisensor systems; Sensor fusion; footstep detection;
Conference_Titel :
Signals, Systems and Computers, 2007. ACSSC 2007. Conference Record of the Forty-First Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4244-2109-1
Electronic_ISBN :
1058-6393
DOI :
10.1109/ACSSC.2007.4487641