Title :
An analytical framework for area and switching power optimization of a fixed-point FFT algorithm
Author :
Kabi, Bibek ; Mohanty, Ramanarayan ; Sahoo, Subhasmita ; Routray, Aurobinda
Author_Institution :
Adv. Technol. Dev. Center, Indian Inst. of Technol., Kharagpur, Kharagpur, India
fDate :
Feb. 28 2014-March 2 2014
Abstract :
Predominantly all signal processing algorithms are developed with floating-point arithmetic. However for low power and real-time applications they are finally implemented on embedded systems with fixed-point arithmetic. Implementation of signal processing algorithm in fixed-point arithmetic involves a floating-point to fixed-point conversion process. Wordlength optimization plays a significant role in this conversion process, reducing area, power and latency while maintaining the accuracy constraint. Simulation and analytical approaches are two techniques used for optimizing the wordlengths. In simulation based approach a new fixed-point simulation is required to run for every modified wordlength. Bit true (fixed-point) simulations are not necessary to run for analytical based wordlength optimization methods. Therefore this approach requires the derivation of the cost model and the performance (signal to quantization noise ratio) as a function of wordlengths of different variables of the algorithm. Hence in this paper we have carried out a detailed study on the derivation of the cost model for fixed-point FFT algorithm. Cost models under various quantization modes are discussed and compared.
Keywords :
embedded systems; fast Fourier transforms; fixed point arithmetic; floating point arithmetic; optimisation; signal processing; embedded systems; fixed-point FFT algorithm; fixed-point conversion; floating-point arithmetic; floating-point conversion; signal processing; switching power optimization; wordlength optimization; Accuracy; Noise; Optimization; Power demand; Quantization (signal); Signal processing algorithms; Switches; Cost model; fixed-point FFT; signal to quantization noise ratio (SQNR); switching power; wordlength optimization;
Conference_Titel :
Students' Technology Symposium (TechSym), 2014 IEEE
Conference_Location :
Kharagpur
Print_ISBN :
978-1-4799-2607-7
DOI :
10.1109/TechSym.2014.6808060