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Data · dataset · 2026

Model-based design of an energy management strategy for a hybrid electric bus

Listed in ZivaHub and Deakin Research Online and DMU Figshare and UCL Research Data Repository — shown once because both records carry DOI 10.17034/32632992.v1

This thesis provides an in-depth exploration of the state of the art in hybrid electric vehicle energy management.

Description

A broad literature review was conducted which revealed that most research has focused on strategies that can perform real-time optimisation, however, the real-world implementation of these systems is generally neglected. For vehicle applications, the control methods must be computationally efficient due to the limited processing power and memory available.

In light of these findings, a control system optimised for real-world implementation on a hybrid electric bus was investigated. Detailed component models were generated using a combination of first principles and system identification. A novel artificial neural network-based fuel consumption model was created, enabling highly accurate energy consumption estimations.

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Using real-world test data, individual component models were validated and later incorporated into a complete model of the vehicle. A fuzzy system that controlled the electric motor torque based on the engine and drivetrain efficiency was developed and optimised using the vehicle model and a genetic algorithm. The optimised fuzzy system demonstrated an energy consumption reduction of approximately 10 % relative to a traditional deterministic rule-based strategy.

Real-world tests were conducted that demonstrated a real-world energy consumption reduction of up to 20 % relative to the existing strategy present on the target vehicle. These results demonstrate that the proposed system is suitable for real-world implementation while also achieving improved performance relative to conventional methods. <br>

Links

Where it is published

Catalogue records · 1

Topics

Provenance · 4 source records, 25 field assertions
SourceKeyLast seenRaw
ZivaHuboai:figshare.com:article/326329928 d agoJSON v1
Deakin Research Onlineoai:figshare.com:article/326329928 d agoJSON v1
DMU Figshareoai:figshare.com:article/326329928 d agoJSON v1
UCL Research Data Repositoryoai:figshare.com:article/326329928 d agoJSON v1
FieldAssertionExtractorEvidence
concepts[field].anzsrc:field:400205enrichment · zivahub uct ac zataxonomy-embedding@1.1.0title+keywords+description (79%)
concepts[field].local:field:earth-environmentalmapping · rdr ucl ac ukconnector:rdr_ucl_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:earth-environmentalmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:energymapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:energymapping · rdr ucl ac ukconnector:rdr_ucl_ac_uk@1.0.0
concepts[field].local:field:energymapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:energymapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:engineeringmapping · rdr ucl ac ukconnector:rdr_ucl_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:engineeringmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:life-sciencesmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:life-sciencesmapping · rdr ucl ac ukconnector:rdr_ucl_ac_uk@1.0.0
concepts[field].local:field:physicsmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:physicsmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:physicsmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:physicsmapping · rdr ucl ac ukconnector:rdr_ucl_ac_uk@1.0.0
descriptionsource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0/metadata/dc/description
license_textsource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
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titlesource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0/metadata/dc/title