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Priority-Driven Multi-Objective Model Predictive Control for Integrated Motion Control and Energy Management of Hybrid Electric Vehicles

  • Henglai Wei
  • , Guangyuan Li
  • , Yan Wang
  • , Yang Lu*
  • , Chen Lv
  • , Hui Zhang*
  • *Corresponding author for this work
  • Nanyang Technological University
  • Beihang University
  • China North Vehicle Research Institute

Research output: Contribution to journalArticlepeer-review

Abstract

The integrated motion control and intelligent energy management problems of hybrid electric vehicles (HEVs) can be divided into the sub-problems of fuel consumption minimization, battery electrical and thermal management, and trajectory tracking. The HEVs generally pose different requirements on the underlying control objectives concerning different working scenarios (e.g., acceleration, cruise, and brake cycles). In this paper, two priority-driven multi-objective model predictive control (MoMPC) approaches are developed, which facilitate a flexible design of predictive control by dynamically prioritizing independent (potentially conflicting) objectives. In addition, the practical constraints on the system dynamics, the battery, and the powertrain components are explicitly taken into account and imposed on the MoMPC problems. Simulation studies are conducted to assess the performance of the proposed controllers on two standard driving cycles. The results underscore the controllers' capacity to maintain motion control performance and reduce energy consumption while ensuring the battery operates within safe temperature, current, and state of charge boundaries.

Original languageEnglish
Pages (from-to)5520-5531
Number of pages12
JournalIEEE Transactions on Intelligent Vehicles
Volume9
Issue number9
DOIs
StatePublished - 2024

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy

Keywords

  • Energy management
  • battery management
  • hybrid electric vehicles
  • motion control
  • multi-objective MPC

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