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Graduate Exam Abstract


Rajbharath Chandramohan

M.S. Final

December 9, 2016, 1:00 pm - 3:00 pm

CSB 425

Hardware Implementation and Design Space Exploration for Wave 2D and Jacobi 2D Stencil Computations


Abstract: Hardware accelerators are highly optimized functional blocks designed to perform specific tasks at a higher performance and better energy efficiency. We developed a hardware accelerator for two common 2-D “stencil” computations: Jacobi-2D and Wave 2D. They are used in many scientific applications in the field of acoustics, electro magnetics and Fluid dynamics. These problems have large problem sizes, and memory limitations and bandwidth constraints result in long run times on large problems. Hence, We developed an approach which increases the performance. We designed a parallel circuit to accelerate these programs and developed analytical models for the performance (execution time), bandwidth and area of these accelerators. We solved the corresponding optimization problems analytically and symbolically using MATLAB and Excel Solver. We split the computation into two levels of tiling. The first level called passes is a vertical rectangular prism that runs through the 3-D iteration space. Each pass is mapped to a grid of PEs in the hardware accelerator. The second level of tiling splits the vertical prism into smaller prisms executed by a PE. The resulting architecture is implemented in verilog using Altera Quartus and simulated using ModelSIM. Results from ModelSIM provides a more accurate model and a experimental verification of the design. We also achieved improved performance, lower Bandwidth and energy consumption.

Adviser: Rajbharath Chandramohan
Co-Adviser: N/A
Non-ECE Member: Sudeep Pasricha, Department of Electrical and Computer Engineering
Member 3: Oliver Pinaud, Department of Mathematics
Addional Members: N/A

Publications:
N/A


Program of Study:
ECE513
ECE520
ECE666
CS475
ECE670D
CS561
N/A
N/A