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University of Illinois Urbana-Champaign

Enhancing heat pump efficiency using extremum seeking control: A MATLAB SimScape-based study

Abstract

dc:description

This thesis investigates the use of Extremum Seeking Control (ESC) to enhance the efficiency of battery powered heat pump systems used in vehicles. Vehicle heat pumps, which commonly use vapor-compression cycles, play a crucial role in maintaining cabin comfort and passenger satisfaction, particularly in electric vehicles where energy efficiency directly impacts vehicle range. To optimize heat pump efficiency without requiring a detailed system model, classical ESC and Adaptive ESC (ESCAP) were implemented to control the condenser and evaporator fan speeds. A comprehensive heat pump model was developed using MATLAB SimScape to simulate realistic cabin heating scenarios in winter. Simulations were performed under both constant and time-varying ambient temperature conditions to evaluate control effectiveness and robustness. The results demonstrated up to a 45% improvement in the coefficient of performance (COP) when ESC methods were applied to control condenser fan speed. However, control of the evaporator fan speed did not achieve smooth convergence to an optimum point, suggesting potential limitations in the simulation model.

Degree

thesis:*
Name thesis:degree_name
M.S.
Level thesis:degree_level
Thesis
Discipline thesis:degree_discipline
Mechanical Engineering
Grantor
University of Illinois Urbana-Champaign
Year dc:date
2025

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Jahedan, Reihaneh
Contributors dc:contributor
  • Miljkovic, Nenad
  • Allison, James

Subjects

dc:subject × 2

Rights

dc:rights
Statement dc:rights
  • Copyright 2025 Reihaneh Jahedan
Language dc:language
en, eng

Identifiers

dc:identifier.*
Handle dc:identifier
https://hdl.handle.net/2142/129773

Chain of custody

source
Harvested from
University of Illinois - Urbana-Champaign
Base URL
www.ideals.illinois.edu/oai-pmh
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
citation

Jahedan, Reihaneh. Enhancing heat pump efficiency using extremum seeking control: A MATLAB SimScape-based study. Thesis thesis, University of Illinois Urbana-Champaign, 2025. https://hdl.handle.net/2142/129773