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- Larsson, Viktor,1984Chalmers tekniska högskola,Chalmers University of Technology,Chalmers University of Technology, Sweden (author)
Commuter Route Optimized Energy Management of Hybrid Electric Vehicles
- Article/chapterEnglish2014
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- 2014
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- LIBRIS-ID:oai:research.chalmers.se:0952c591-2d7d-4400-a86a-ed4b1dd6bc96
- https://research.chalmers.se/publication/192983URI
- https://doi.org/10.1109/TITS.2013.2294723DOI
- https://urn.kb.se/resolve?urn=urn:nbn:se:ri:diva-31945URI
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- Language:English
- Summary in:English
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- Optimal energy management of hybrid electric vehicles requires a priori information regarding future driving conditions; the acquisition and processing of this information is nevertheless often neglected in academic research. This paper introduces a commuter route optimized energy management system, where the bulk of the computations are performed on a server. The idea is to identify commuter routes from historical driving data, using hierarchical agglomerative clustering, and then precomputean optimal solution to the energy management controlproblem with dynamic programming; the obtained solution canthen be transmitted to the vehicle in the form of a lookup table. To investigate the potential of such a system, a simulation study is performed using a detailed vehicle model implemented in the Autonomie simulation environment for MATLAB/Simulink. The simulation results for a plug-in hybrid electric vehicle indicate that the average fuel consumption along the commuter route(s) can be reduced by 4%–9% and battery usage by 10%–15%.
Subject headings and genre
- TEKNIK OCH TEKNOLOGIER Elektroteknik och elektronik Reglerteknik hsv//swe
- ENGINEERING AND TECHNOLOGY Electrical Engineering, Electronic Engineering, Information Engineering Control Engineering hsv//eng
- NATURVETENSKAP Data- och informationsvetenskap hsv//swe
- NATURAL SCIENCES Computer and Information Sciences hsv//eng
- intelligent vehicles
- dynamic programming
- data mining
- hybrid electric vehicles
- energy management
- Clustering algorithms
Added entries (persons, corporate bodies, meetings, titles ...)
- Johannesson, Lars,1979RISE,Viktoria(Swepub:cth)larsjo (author)
- Egardt, Bo,1950Chalmers tekniska högskola,Chalmers University of Technology,Chalmers University of Technology, Sweden(Swepub:cth)egardt (author)
- Karlsson, Sten,1951Chalmers tekniska högskola,Chalmers University of Technology,Chalmers University of Technology, Sweden(Swepub:cth)frtsk (author)
- Chalmers tekniska högskolaChalmers University of Technology, Sweden (creator_code:org_t)
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- In:IEEE Transactions on Intelligent Transportation Systems15:3, s. 1145-11541524-90501558-0016
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