Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Nelder-Mead algorithm (NMA) is the best-known algorithm for multidimensional optimization without involving derivative computations. Due to the simplicity in implementation and the fast convergent property of NMA, it is widely used in the fields of statistics, engineering, physics and medical sciences. In practice, when objective function is complicated, the optimization procedure requires a lot of computation efforts, leading to a time-consuming process. This work introduces a NMA solver engine fully implemented on FPGA hardware and performs design space exploration to provide various solutions suitable for FPGA device.
['Nam Khanh Pham', 'Amit Kumar Singh', 'Akash Kumar', 'Khin Mi Mi Aung']
I am writing a research paper on a idea Design Space Exploration to Accelerate Nelder-Mead Algorithm Using FPGA
[{"from": "human", "value": "I am writing a research paper on a idea Design Space Exploration to Accelerate Nelder-Mead Algorithm Using FPGA"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Nelder-Mead algorithm (NMA) is the best-known algorithm for multidimensional optimization without involving derivative computations. Due to the simplicity in implementation and the fast convergent property of NMA, it is widely used in the fields of statistics, engineering, physics and medical sciences. In practice, when objective function is complicated, the optimization procedure requires a lot of computation efforts, leading to a time-consuming process. This work introduces a NMA solver engine fully implemented on FPGA hardware and performs design space exploration to provide various solutions suitable for FPGA device."}]