Title :
Area-delay efficient architecture for MP algorithm using reconfigurable inner-product circuits
Author :
Meher, Pramod Kumar ; Mohanty, Basant Kumar ; Srikanthan, Thambipillai
Author_Institution :
Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore, Singapore
Abstract :
Matching pursuit (MP) algorithm is popularly used as a low-cost alternative to the orthogonal matching pursuit (OMP) algorithm for the reconstruction of signal from compressively sensed samples. In this paper, we have proposed an efficient scheduling of computation along with a novel reconfigurable inner-product (IP) unit and buffer units to provide regular inflow of input, and storage of intermediate results for efficient implementation of MP algorithm. The proposed reconfigurable IP unit can compute inner-products of different lengths by reusing the arithmetic components with very low reconfiguration overhead. We have customized on-chip buffers to exploit desired level of parallelism with lower latency and higher hardware utilization efficiency. The proposed structure of MP algorithm for the reconstruction of compressively sensed data is found to involve nearly 15% less critical path delay, 7% less area, 10% less reconstruction time, and 17% less area-delay-product (ADP) than the existing structure.
Keywords :
buffer circuits; compressed sensing; iterative methods; signal reconstruction; signal sampling; time-frequency analysis; ADP; MP algorithm; OMP algorithm; area-delay efficient architecture; area-delay-product; arithmetic components; compressed sensed sampling; customized on-chip buffer unit; hardware utilization efficiency; matching pursuit algorithm; orthogonal matching pursuit algorithm; reconfigurable IP unit; reconfigurable inner-product circuits; reconfiguration overhead; signal reconstruction; Algorithm design and analysis; Buffer storage; Hardware; IP networks; Matching pursuit algorithms; Registers; Vectors;
Conference_Titel :
Circuits and Systems (ISCAS), 2014 IEEE International Symposium on
Conference_Location :
Melbourne VIC
Print_ISBN :
978-1-4799-3431-7
DOI :
10.1109/ISCAS.2014.6865712