Title :
Fast trade-off evaluation for digital signal processing systems during wordlength optimization
Author :
Zhang, Linsheng ; Zhang, Yan ; Zhou, Wenbiao
Author_Institution :
Key Lab. of Network Oriented Intell. Comput., Harbin Inst. of Technol., Shenzhen, China
Abstract :
This paper presents a novel precision analysis approach, which optimizes the fractional wordlengths of signals in digital signal processing systems. Quantization-operation-error model is proposed to formulate the quantization error bound propagations through modules. Based on that, explicit relationship between output accuracy and hardware cost is built up, and a greedy search algorithm is proposed to find the minimum implementation cost while meeting output error constraint. Moreover, the greedy search steps can form a near pareto-optimal front, which can be used for a fast trade-off evaluation between output accuracy and implementation cost, such as area, power and latency. Experimental results and comparisons with existing state-of-the-art methods demonstrate the efficiency of proposed approach.
Keywords :
digital signal processing chips; digital signal processing systems; fractional wordlengths; precision analysis approach; quantization-operation-error model; wordlength optimization; Algorithm design and analysis; Analytical models; Cost function; Delay; Digital signal processing; Hardware; Performance analysis; Quantization; Signal analysis; Signal processing algorithms; Quantization-Operation-Error; Wordlength optimization; high level synthesis; pareto-optimal front; precision analysis;
Conference_Titel :
Computer-Aided Design - Digest of Technical Papers, 2009. ICCAD 2009. IEEE/ACM International Conference on
Conference_Location :
San Jose, CA
Print_ISBN :
978-1-60558-800-1
Electronic_ISBN :
1092-3152