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
- DOI doi.org/10.17034/32632992.v1 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Energy · Energy · Energy · Energy · Engineering · Engineering · Engineering · Engineering · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Physics · Physics · Physics · Physics
- Inferred from text
- Hybrid and electric vehicles and powertrains 79%
Provenance · 4 source records, 25 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/32632992 | 8 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/32632992 | 8 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/32632992 | 8 d ago | JSON v1 |
| UCL Research Data Repository | oai:figshare.com:article/32632992 | 8 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:field:400205 | enrichment · zivahub uct ac za | taxonomy-embedding@1.1.0 | title+keywords+description (79%) |
| concepts[field].local:field:earth-environmental | mapping · rdr ucl ac uk | connector:rdr_ucl_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:energy | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:energy | mapping · rdr ucl ac uk | connector:rdr_ucl_ac_uk@1.0.0 | |
| concepts[field].local:field:energy | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:energy | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:engineering | mapping · rdr ucl ac uk | connector:rdr_ucl_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · rdr ucl ac uk | connector:rdr_ucl_ac_uk@1.0.0 | |
| concepts[field].local:field:physics | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:physics | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:physics | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:physics | mapping · rdr ucl ac uk | connector:rdr_ucl_ac_uk@1.0.0 | |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license_text | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |