Novel Low-Power Floating-Point Divider With Linear Approximation and Minimum Mean Relative Error
Gennaro Di Meo, A.G.M. Strollo, Davide De · IEEE Transactions on Circuits and Systems I Regular Papers · 2023
Floating-point division involves the computation of the ratio (1$+$Mx)/(1$+$My), whereMxandMyrepresents the mantissas of the input values. In this paper, we propose a new method for approximating this operation using a linear function ofMx, with coefficients that depend onMy. The coefficients are calculated to minimize the Mean Relative Error Distance (MRED) of the approximation. To this end, the range of My is partitioned in N sub-intervals where the minimization ofMREDis formulated as a linear programming problem, whose solution gives optimal coefficient values. The hardware implementation requires a small lookup table, two multipliers and an adder. An aggressive coefficients quantization is exploited to further optimize the design. ObtainedMREDimproves by increasing$N$, ranging from 1.4% to 0.33%. Implementation results in a 28nm CMOS technology show that the proposed design outperforms the state-of-the-art, offering the best trade-off between hardware complexity and accuracy. Results for two image processing applications, change detection and JPEG compression, demonstrate remarkable performance, with SSIM very close to 1 and PSNR values exceeding 50dB.