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Optimal Control of Formula One Car Energy Recovery Systems D. J. N. Limebeer with Peter Fussey; Mehdi Masouleh; Matteo Massaro; Giacomo Perantoni; Mark Pullin; Ingrid Salisbury. Work part funded by the Engineering and Physical Sciences Research Council

Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

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Page 1: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Optimal Control of Formula One Car Energy Recovery Systems

D. J. N. Limebeerwith

Peter Fussey; Mehdi Masouleh; Matteo Massaro; Giacomo Perantoni; Mark Pullin; Ingrid Salisbury.

Work part funded by the Engineering and Physical Sciences Research Council

Page 2: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Powertrain

Page 3: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Thermal Energy Recovery

Page 4: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

2014 Power Train I

Lithium Ion BatteryKinetic Energy Recovery System

Thermal Energy Recovery systemTurbo-compounded

IC engine

Page 5: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

2014 Power Train II1. 100 kg of fuel per race;2. the fuel mass flow limit 100 kg/hour.

Page 6: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Track Modelling

Page 7: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Track as a RibbonFrenet-Serret

apparatus

Page 8: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Track Model I

Page 9: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Track Model II

Elevation

Geodesic curvature

Page 10: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Car Kinematics

Page 11: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Car Modelling

Page 12: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Car Modelling

• Newtonian mechanics;

• Closed kinematic suspension loops;

• Meta modelling;

• Magic Formula-type tyre;

• Aerodynamic maps; Aerodynamics are for people

who can't build engines.

Enzo Ferrari

Page 13: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Suspension System

Page 14: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Car Dynamics

Page 15: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Tyre Model - Magic Formulae

Page 16: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Aerodynamic Maps

Page 17: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Optimal Control

Page 18: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Optimal Control Problem

Mayer-Pontryagin Cost

EOM

TPBVP

PMP

Control Hamiltonian

Page 19: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Optimal Car Performance

Page 20: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Refined Mesh

Page 21: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Speed Profile of Nominal Car

Page 22: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

The Racing Line; corners 10-16

Page 23: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Optimal Lap of Barcelona

Page 24: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Conventional 2013 KERS

Page 25: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Conventional KERS Constraints

Cannot use engine to

recharge batteries.

Engine only

Page 26: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Power UsageBang-Bang controls

Page 27: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Energy Usage

Energy Quota 400kJ

Page 28: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

2014 Power Train

Page 29: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Simulation Track - Spa

Page 30: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Energy Usage (racing)

Page 31: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Power Usage (racing)

Page 32: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Power Unit Maps

Page 33: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Power Unit Maps

Page 34: Optimal Control of Formula One Car Energy Recovery Systems · Optimal Control Problem Mayer-Pontryagin Cost EOM TPBVP PMP Control Hamiltonian. Optimal Car Performance. Refined Mesh

Conclusions

• Optimal control of thermo-electric power trains accomplished using MATLAB software and tools;

• Like-for-Like performance with 2/3 fuel consumption;

• MATLAB is indispensable ...

Thanks for Listening