Title :
Source localization through adaptive signal attenuation model and time delay estimation
Author :
Aghasi, Hamidreza ; Hashemi, Morteza ; Khalaj, Babak Hossein
Author_Institution :
Dept. of Electr. Eng., Sharif Univ. of Technol., Tehran, Iran
Abstract :
In this paper we present a method of localizing multiple wideband acoustic sources based on both signal attenuation pattern and delays in the reception of the signal. Moreover, an additional order of flexibility is added to the problem by considering the attenuation model as an unknown function with reasonable prior assumptions about its functional space. Such approach is capable of enhancing the localization performance compared to when only the signal attenuation data or the time delays are used. A cost function is then formed in terms of the sources locations and the attenuation model parameters. Having different types of unknowns in the cost function, convergence concerns, and the advantage of using trust region methods encourages using the Levenberg-Marquardt algorithm. Accordingly, to simplify the implementation of the proposed algorithm, methods of calculating the Jacobian are provided. Finally the validity of the proposed method is verified by providing simulation results.
Keywords :
acoustic radiators; acoustic signal processing; adaptive signal processing; delay estimation; sensor placement; Jacobian; Levenberg-Marquardt algorithm; adaptive signal attenuation model; cost function; localization performance; multiple wideband acoustic sources; source localization; time delay estimation; Acoustics; Attenuation; Cost function; Delay effects; Jacobian matrices; Minimization; Signal processing algorithms; localization; sensor networks; signal attenuation model;
Conference_Titel :
Telecommunications (ICT), 2011 18th International Conference on
Conference_Location :
Ayia Napa
Print_ISBN :
978-1-4577-0025-5
DOI :
10.1109/CTS.2011.5898908