Litcius/Paper detail

When FPGAs Meet Regionless Explicit MPC: An Implementation of Long-horizon Linear MPC for Power Electronic Systems

Min Jeong, Simon Fuchs, J. Biela

2020IECON 2020 The 46th Annual Conference of the IEEE Industrial Electronics Society19 citationsDOIOpen Access PDF

Abstract

This paper presents a novel real-time implementation of linear model predictive control (MPC) schemes based on region-less explicit MPC (RL-EMPC). RL-EMPC is a recently proposed explicit MPC solution for achieving a low memory footprint compared to other explicit MPC methods. Thus RL-EMPC can effectively handle systems with high sampling rates even for large-size MPC problems, i.e. systems with many states and/or constraints. An architecture for an implementation on an FPGA device is presented and validated with two application examples (buck-boost converter, modular multilevel converter). Simulation results on FPGA hardware-level demonstrate that long-horizon linear MPC can be implemented on low-cost FPGAs with the proposed architecture for various power electronic systems.

Topics & Concepts

Field-programmable gate arrayModel predictive controlComputer scienceModular designMemory footprintLinear systemPower (physics)HorizonControl theory (sociology)Control (management)Embedded systemMathematicsArtificial intelligencePhysicsQuantum mechanicsMathematical analysisGeometryOperating systemMultilevel Inverters and ConvertersAdvanced DC-DC ConvertersMicrogrid Control and Optimization