Evaluation of a Hybrid Subband Adaptive System for Noise Reduction in Mobile and Vehicular Applications
نویسندگان
چکیده
To compensate for the inability of the SAF to eliminate noise in diffuse noise fields, we have proposed a hybrid system integrating the SAF system and Wiener filtering (called SAFWF here), and have examined its performance in an isolated nonreverberant sound room [4]. Based on the promising results obtained, we further evaluate the performance of the SAFWF system in real-life mobile and vehicular noisy environments. In this research, we have evaluated the performance of a new hybrid noise reduction system in various real-life noise fields occurring in mobile and vehicular applications. The noise reduction block is composed of a Subband Adaptive Filter (SAF) followed by Wiener filtering. For system evaluation, we have used recordings of real-life noises to contaminate speech materials chosen from the TIMIT database. It is shown that all the recorded noises are samples of diffuse noise fields. As a result, the hybrid system outperforms both the SAF and standard Wiener filtering in all sets of the recordings. The preference of this hybrid system is especially noted in the case of lowpass noise and intense noise conditions. This paper is organized as follows. The structure of the hybrid system is described in the next section. Sec. 3 describes the employed noise and speech materials. System evaluations are reported in Sec. 4, and finally the conclusions of this work are presented in Sec. 5. 2. THE HYBRID SYSTEM
منابع مشابه
A Real Time Adaptive Multiresolution Adaptive Wiener Filter Based On Adaptive Neuro-Fuzzy Inference System And Fuzzy evaluation
In this paper, a real-time denoising filter based on modelling of stable hybrid models is presented. Thehybrid models are composed of the shearlet filter and the adaptive Wiener filter in different forms.The optimization of various models is accomplished by the genetic algorithm. Next, regarding thesignificant relationship between Optimal models and input images, changing the structure of Optim...
متن کاملVehicular Networks: A Survey on Architecture, Communication Technologies and Applications
The Intelligent Transportation System (ITS) provides wireless and mobile communication between vehicles and infrastructure to improve the safety of transportation and make the journey more enjoyable. This system consists of many fixed and mobile nodes (Vehicles, Trains, Vessels, Air planes), Wireless and Wired Telecommunication Technologies to exchange information between mobile nodes or betwee...
متن کاملSelf-Adaptive Morphological Filter for Noise Reduction of Partial Discharge Signals
Partial Discharge assessment in the insulation of high voltage equipment is one of the most popular approaches for prevention of the insulation breakdown. In the procedure of thisassessment, noise reduction of partial discharge signals to get the original PD signal for accurate evaluation is inevitable. This denoising process shall be carried out such a way that the main features of the p...
متن کاملA Family of Variable Step-Size Normalized Subband Adaptive Filter Algorithms Using Statistics of System Impulse Response
This paper presents a new variable step-size normalized subband adaptive filter (VSS-NSAF) algorithm. The proposed algorithm uses the prior knowledge of the system impulse response statistics and the optimal step-size vector is obtained by minimizing the mean-square deviation(MSD). In comparison with NSAF, the VSS-NSAF algorithm has faster convergence speed and lower MSD. To reduce the computa...
متن کاملDesign and Evaluation of a Method for Partitioning and Offloading Web-based Applications in Mobile Systems with Bandwidth Constraints
Computation offloading is known to be among the effective solutions of running heavy applications on smart mobile devices. However, irregular changes of a mobile data rate have direct impacts on code partitioning when offloading is in progress. It is believed that once a rate-adaptive partitioning performed, the replication of such substantial processes due to bandwidth fluctuation can be avoid...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2003