Title : 
Toward efficient static analysis of finite-precision effects in DSP applications via affine arithmetic modeling
         
        
            Author : 
Fang, Claire Fang ; Rutenbar, Rob A. ; Puschel, Markus ; Chen, Tsuhan
         
        
            Author_Institution : 
Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
         
        
        
        
        
        
            Abstract : 
We introduce a static error analysis technique, based on smart interval methods from affine arithmetic, to help designers translate DSP codes from full-precision floating-point to smaller finite-precision formats. The technique gives results for numerical error estimation comparable to detailed simulation, but achieves speedups of three orders of magnitude by avoiding actual bit-level simulation. We show results for experiments mapping common DSP transform algorithms to implementations using small custom floating point formats.
         
        
            Keywords : 
digital arithmetic; digital signal processing chips; error analysis; finite element analysis; DSP application; affine arithmetic modeling; embedded hardware; finite-precision effect; floating point format; numerical error estimation; probabilistic error bound; smart interval method; static error analysis technique; Application software; Computational modeling; Digital arithmetic; Digital signal processing; Dynamic range; Error analysis; Floating-point arithmetic; Hardware; Permission; Signal processing algorithms;
         
        
        
        
            Conference_Titel : 
Design Automation Conference, 2003. Proceedings
         
        
            Print_ISBN : 
1-58113-688-9
         
        
        
            DOI : 
10.1109/DAC.2003.1219057