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Towards renewable public transport: Mining the performance of electric buses using solar-radiation as an auxiliary power source

•Developing a framework to estimate solar PV potential of urban fleet-wide electric buses.•Publicly street-view panoramas, GPS trajectory data and DEM data are used as input.•A case study of Qingdao, China with 547 bus routes, 28,661 street-view panoramas is studied.•Benefits under different driving...

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Published in:Applied energy 2022-11, Vol.325, p.119863, Article 119863
Main Authors: Chen, Haoqian, Sui, Yi, Shang, Wen-long, Sun, Rencheng, Chen, Zhiheng, Wang, Changying, Han, Chunjia, Zhang, Yuqian, Zhang, Haoran
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cited_by cdi_FETCH-LOGICAL-c397t-5f753ab67238491eff968cf3f1c47dd7d4b54dd238ec9f6fffe3fe768121000a3
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container_end_page
container_issue
container_start_page 119863
container_title Applied energy
container_volume 325
creator Chen, Haoqian
Sui, Yi
Shang, Wen-long
Sun, Rencheng
Chen, Zhiheng
Wang, Changying
Han, Chunjia
Zhang, Yuqian
Zhang, Haoran
description •Developing a framework to estimate solar PV potential of urban fleet-wide electric buses.•Publicly street-view panoramas, GPS trajectory data and DEM data are used as input.•A case study of Qingdao, China with 547 bus routes, 28,661 street-view panoramas is studied.•Benefits under different driving conditions and operation schedules are evaluated. Transforming the road public transport to run on renewable energy is vital solution to achieve carbon neutral and net zero goals. This paper evaluates the potential of using solar radiation-generated electricity as an auxiliary power supplementary for the battery of electric buses, based on a developed framework that using publicly street-view panoramas, GPS trajectory data and DEM data as input parameters of solar radiation model. A case study of Qingdao, China with 547 bus routes, 28,661 street-view panoramas shows that the solar-radiation electricity generated at noon during the operation accounts for about one-fifth, one-eighth of the total electricity consumption of a bus traveling one kilometer in a sunny day and a cloudy day, respectively. Spatial variability shows significant solar-radiation power generation advantages in newly-launched areas and expressway. The solar power generated in a sunny day can make a bus half of passengers and with air conditioner off at least one extra trip in 2:1 replacement schedule, and nearly close to one extra trip in 4:3 replacement schedule. A correlated relation between the solar-radiation power generation benefit and the operation schedule of electric buses is observed, implying that the high cost of 2:1 replacement schedule for long-distance routes during summer or winter can be reduced. The proposed framework can help us evaluate and understand the feasibility of solar radiation-generated electricity energy of electric bus fleets covering the large-scale urban areas at different times, locations, and weather conditions, so as to support effective decisions at better planning of PV-integrated electric buses.
doi_str_mv 10.1016/j.apenergy.2022.119863
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subjects Electric buses
Operation schedule
Solar radiation-generated electricity
Spatio-temporal distribution
title Towards renewable public transport: Mining the performance of electric buses using solar-radiation as an auxiliary power source
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