Imperial College London > Talks@ee.imperial > CAS Talks > Multi-level Monte Carlo Simulation with Mixed Floating-point Precision

Multi-level Monte Carlo Simulation with Mixed Floating-point Precision

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Custom precision utilization in FPGA based Monte Carlo Simulation has generated considerable research interest. As previous research treat the finite precision error and discretization error separately. The new idea is to consider these two kinds of error jointly, which means to take both the time step and precision into account at same time. Thus, the novel FPGA based Multilevel Monte Carlo architecture with mixed floating precision is proposed, which include coarse paths with reduced precision, low-level time step and fine paths with fine precision, high-level time step. The new architecture can combines the benefits of resources saving of coarse path and the accuracy of fine path.

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