TY - GEN
T1 - High-speed direct model predictive control for power electronics
AU - Stellato, Bartolomeo
AU - Goulart, Paul J.
N1 - Publisher Copyright:
© 2016 EUCA.
PY - 2016
Y1 - 2016
N2 - Common approaches for direct model predictive control (MPC) for current reference tracking in power electronics suffer from the high computational complexity encountered when solving integer optimal control problems over long prediction horizons. We propose an efficient alternative method based on approximate dynamic programming, greatly reducing the computational burden and enabling sampling times under 25μs. Our approach is based on the offline minimization of an infinite horizon cost function estimate which is then applied to the tail cost of the MPC problem. This allows us to reduce the controller horizon to a very small number of stages improving overall controller performance. Our proposed algorithm is validated on a variable speed drive system with a three-level voltage source converter.
AB - Common approaches for direct model predictive control (MPC) for current reference tracking in power electronics suffer from the high computational complexity encountered when solving integer optimal control problems over long prediction horizons. We propose an efficient alternative method based on approximate dynamic programming, greatly reducing the computational burden and enabling sampling times under 25μs. Our approach is based on the offline minimization of an infinite horizon cost function estimate which is then applied to the tail cost of the MPC problem. This allows us to reduce the controller horizon to a very small number of stages improving overall controller performance. Our proposed algorithm is validated on a variable speed drive system with a three-level voltage source converter.
UR - http://www.scopus.com/inward/record.url?scp=85015057189&partnerID=8YFLogxK
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U2 - 10.1109/ECC.2016.7810275
DO - 10.1109/ECC.2016.7810275
M3 - Conference contribution
AN - SCOPUS:85015057189
T3 - 2016 European Control Conference, ECC 2016
SP - 129
EP - 134
BT - 2016 European Control Conference, ECC 2016
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2016 European Control Conference, ECC 2016
Y2 - 29 June 2016 through 1 July 2016
ER -