Title :
Hardware-accelerator design for energy-efficient acoustic feature extraction
Author :
Schmadecke, I. ; Blume, Holger
Author_Institution :
Inst. of Microelectron. Syst., Leibniz Univ., Hannover, Germany
Abstract :
Music Information Retrieval (MIR) applications are highly attractive for consumer products as they allow a comfortable management of huge music databases. Such methods are almost based on acoustic features extracted from raw audiocontent. Unfortunately, this processing step is extremely time intensive. Thus, the energy consumption of the underlying hardware architecture becomes critical especially for mobile devices. This paper presents a hardware accelerator that efficiently extracts features from audio data. The architecture is designed for Field Programmable Gate Arrays (FPGA) and Application-Specific Integrated Circuits (ASIC). Quantitative results confirm a speed up of up to factor 5 compared to an Intel Core i7 2640M CPU with a concurrent reduced power consumption of at least factor 7 regarding the FPGA implementation. Furthermore, the ASIC implementation is up to 70000 times more energy efficient than a CPU and is therefore suitable even for mobile devices.
Keywords :
acoustic signal detection; acoustic signal processing; application specific integrated circuits; audio signal processing; feature extraction; field programmable gate arrays; information retrieval; integrated circuit design; mobile computing; music; signal classification; ASIC; FPGA; MIR; advanced audio signal processing; application-specific integrated circuits; artist detection; auditory scene recognition; comfortable huge music database management; consumer products; energy consumption; energy-efficient acoustic feature extraction; field programmable gate arrays; hardware architecture; hardware-accelerator design; mobile devices; music classification; music information retrieval; Application specific integrated circuits; Computer architecture; Feature extraction; Field programmable gate arrays; Hardware; Mel frequency cepstral coefficient; Power demand;
Conference_Titel :
Consumer Electronics (GCCE), 2013 IEEE 2nd Global Conference on
Conference_Location :
Tokyo
Print_ISBN :
978-1-4799-0890-5
DOI :
10.1109/GCCE.2013.6664775