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Engineering Commons

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Physical Sciences and Mathematics

Theses and Dissertations

Theses/Dissertations

2024

Computer architecture;Computer hardware;FPGA;Hardware accelerator;ODE solvers

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Hardware Acceleration Of Numerical Methods For Solving Ordinary Differential Equations, Soham Bhattacharya Jun 2024

Hardware Acceleration Of Numerical Methods For Solving Ordinary Differential Equations, Soham Bhattacharya

Theses and Dissertations

Along with the advancement in technology, the role of hardware accelerators is increasing consistently, delivering advancements in scientific simulations and data analysis in scientific computing, signal processing tasks in communication systems, matrix operations, and neural network computations in artificial intelligence and machine learning models. On the other hand, several high-speed computer applications in this era of high-performance computing often depend on ordinary differential equations (ODEs); however, their nonlinear nature can present a challenge to obtaining analytic solutions. Consequently, numerical approaches prove effective in delivering only approximate solutions to these equations. This research discusses the implementation of a customized hardware accelerator …