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Published bySabrina Copeland Modified over 5 years ago
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Optimal Co-design of FPGA Implementations for MPC
Bulat Khusainov Supervisor: Dr Eric Kerrigan Imperial College London UKACC PhD Presentation Showcase
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UKACC PhD Presentation Showcase
What is co-design? MPC algorithm Hardware Platform co-design MPC Controller co-design co-design Plant UKACC PhD Presentation Showcase
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UKACC PhD Presentation Showcase
Why FPGA? Control unit Reg 1 Cache L1,L2 Reg 2 Reg 3 ALU DDR memory controller CPU FPGA UKACC PhD Presentation Showcase
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Multiobjective co-design problem
Co-design trade-offs Time Controller latency Energy Average chip power consumption Space Number of FPGA logic units Multiobjective co-design problem UKACC PhD Presentation Showcase
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Hypervolume criterion
UKACC PhD Presentation Showcase
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UKACC PhD Presentation Showcase
Co-design example UKACC PhD Presentation Showcase
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Intermediate results and further plans
Current results: Multi-objective co-design approach was applied to MPC design problem Parallelization technique for solving MOO problem was proposed Plans: Investigate the idea of “any time” MPC controller Apply co-design to nonlinear systems UKACC PhD Presentation Showcase
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