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An MPC-based Energy Management System for a Hybrid Electric Vehicle

Alessandro Serpi, Mario Porru

202018 citationsDOIOpen Access PDF

Abstract

A real-time Energy Management System (EMS) is presented in this paper, which aims at minimizing the operating costs of a Hybrid Electric Vehicle (HEV) equipped with different energy storage units (fuel cell, supercapacitors, batteries). The proposed EMS manages all HEV operating constraints properly through a Model Predictive Control (MPC) approach, which identifies the allowable ranges of each variable based on system modelling and actual HEV operating conditions. The optimization is then carried out by means of suitable look-up tables, which are accessed in accordance with the variable ranges previously computed. The effectiveness of the proposed MPC-based EMS is verified through numerical simulations, which also regard a rule-based EMS for comparison purposes.

Topics & Concepts

Energy managementEnergy management systemElectric vehicleComputer scienceModel predictive controlAutomotive engineeringEnergy (signal processing)Control (management)EngineeringPower (physics)PhysicsArtificial intelligenceQuantum mechanicsAdvanced Battery Technologies ResearchElectric and Hybrid Vehicle TechnologiesFuel Cells and Related Materials