Energy Consumption and Charging Infrastructure Analysis for Electric Bus Deployment in Urban Transportation Systems
DOI:
10.29303/jppipa.v12i4.11221Published:
2026-04-30Downloads
Abstract
The electrification of urban public transportation has become a key strategy for reducing energy consumption and greenhouse gas emissions while improving overall system efficiency. This study develops a comprehensive modeling framework to evaluate the energy consumption and charging infrastructure requirements of electric bus fleets operating in urban environments, incorporating key operational parameters such as travel distance (126 km/day), vehicle energy efficiency (1.2–1.5 kWh/km), fleet size (5–30 buses), and regenerative braking efficiency (25%). The results indicate that a single electric bus consumes approximately 151.2 kWh/day under typical operating conditions, which can be reduced to 113.4 kWh/day through regenerative braking, representing a 25% improvement. At the fleet level, electricity demand increases proportionally, reaching 0.76 MWh/day (5 buses), 1.51 MWh/day (10 buses), 2.27 MWh/day (15 buses), and 3.02 MWh/day (20 buses). Furthermore, fast-charging systems with a capacity of 150 kW can deliver up to 300 kWh within 2 hours but may introduce peak load demands of up to 0.75 MW. These findings highlight the importance of integrated energy modeling, smart charging strategies, and grid-aware planning
Keywords:
Charging infrastructure Electric bus Energy consumption modeling Regenerative braking Urban transportationReferences
Afraah, S. M., Yuniaristanto, Y., Sutopo, W., & Hisjam, M. (2021). Comparing Total Cost of Ownership of Electric and Conventional Motorcycles in Indonesia. Jurnal Teknik Industri, 22(2), 196–210. https://doi.org/10.22219/jtiumm.vol22.no2.196-210
Alanazi, F. (2023). Electric Vehicles: Benefits, Challenges, and Potential Solutions for Widespread Adaptation. Applied Sciences, 13(10), 6016. https://doi.org/10.3390/app13106016
Anggriani, T., Ginting, C. N., Chiuman, L., & Rosari, A. (2024). Potential Test of Jojoba Oil-Based Sunscreen in Lotion Preparations. International Journal of Health and Pharmaceutical (IJHP), 4(2), 235-241. https://doi.org/10.51601/ijhp.v4i2.249
Anshori, M. R., Boedoyo, M. S., & Saputro, G. E. (2024). Development of Electric Vehicle Charging Infrastructure in Indonesia to Achieve the Target of Nationally Determined Contribution by 2030. Jurnal Ecoment Global, 9(1), 1–10. https://doi.org/10.36982/jeg.v9i1.3965
Chan, C. C. (2007). The State of the Art of Electric, Hybrid, and Fuel Cell Vehicles. Proceedings of the IEEE, 95(4), 704–718. https://doi.org/10.1109/jproc.2007.892489
Charis, A., Amin, M., & Suroso, A. (2025). Development of Green Building Concept in Building Gas Station Based on BREEAM with NZEB Method for Increasing Cost Performance. Jurnal Penelitian Pendidikan IPA, 11(8), 246–253. https://doi.org/10.29303/jppipa.v11i8.10751
Clement-Nyns, K., Haesen, E., & Driesen, J. (2010). The Impact of Charging Plug-in Hybrid Electric Vehicles on a Residential Distribution Grid. IEEE Transactions on Power Systems, 25(1), 371–380. https://doi.org/10.1109/tpwrs.2009.2036481
Creutzig, F., Jochem, P., Edelenbosch, O. Y., Mattauch, L., Vuuren, D. P. V., McCollum, D., & Minx, J. (2015). Transport: A Roadblock to Climate Change Mitigation? Science, 350(6263), 911–912. https://doi.org/10.1126/science.aac8033
Deb, S., Tammi, K., Kalita, K., & Mahanta, P. (2018). Review of Charging Infrastructure for Electric Vehicles. Renewable and Sustainable Energy Reviews, 92, 865–883. https://doi.org/10.1016/j.rser.2018.04.108
Feng, J., Xu, S. X., & Li, M. (2021). A Novel Multi-Criteria Decision-Making Method for Selecting the Site of an Electric-Vehicle Charging Station from a Sustainable Perspective. Sustainable Cities and Society, 65, 102623. https://doi.org/10.1016/j.scs.2020.102623
Hanun, I. A., Sutopo, W., & Rochani, R. (2023). Feasibility Study of Charging Infrastructure to Increase Vehicle Electrification in Indonesia. Jurnal Teknik Industri, 25(2), 141–152. https://doi.org/10.9744/jti.25.2.141-152
Kamal, T. F., & Irfan, M. (2025). Science Study of Transportation Infrastructure on Energy Consumption and Its Impact on Economic Growth in Aceh Province. Jurnal Penelitian Pendidikan IPA, 11(4), 1089–1093. https://doi.org/10.29303/jppipa.v11i4.10897
Khaharsyah, A., Purnama, A. Y., Rabiman, R., & Apriadna, A. M. (2025). Application of GNU Octave in Simulating Dynamic Electrical Physics Concepts on BLDC Electric Motor Trainer Kits. Jurnal Penelitian Pendidikan IPA, 11(9), 743–750. https://doi.org/10.29303/jppipa.v11i9.11973
Kusuma, G. H., Permana, I., Salisah, F. N., Afdal, M., Jazman, M., & Marsal, A. (2023). Pendekatan Machine Learning: Analisis Sentimen Masyarakat Terhadap Kendaraan Listrik pada Sosial Media X. JUSIFO: Jurnal Sistem Informasi, 9(2), 65–76. https://doi.org/10.19109/jusifo.v9i2.21354
Lajunen, A. (2014). Energy Consumption and Cost-Benefit Analysis of Electric City Buses. Transportation Research Part C: Emerging Technologies, 38, 1–15. https://doi.org/10.1016/j.trc.2013.10.008
Li, X., Castellanos, S., & Maassen, A. (2018). Emerging Trends and Innovation in Electric Bus Adoption. Transport Reviews, 38(1), 66–84. https://doi.org/10.1080/01441647.2017.1317720
Mahmoud, M., Garnett, R., Ferguson, M., & Kanaroglou, P. (2016). Electric Buses: A Review of Alternative Powertrains. Renewable and Sustainable Energy Reviews, 62, 673–684. https://doi.org/10.1016/j.rser.2016.05.019
Maulidiana, H. C., Wike, W., Lestari, S., & Atikawati, D. (2023). Strategy of Community Pro-Environmental Behavior for Sustainable Development. Jurnal Penelitian Pendidikan IPA, 9(Special Issue), 1186–1193. https://doi.org/10.29303/jppipa.v9iSpecialIssue.6166
Pagany, R., Marquardt, A., & Zink, R. (2019). Electric Charging Demand Location Model: A User- and Destination-Based Locating Approach for Electric Vehicle Charging Stations. Sustainability, 11(8), 2301. https://doi.org/10.3390/su11082301
Putri, F. Z., Karimi, K., Hamdi, M., Bakaruddin, B., & Rahayu, N. I. (2022). Analisis Pengaruh Pertumbuhan Ekonomi, Jumlah Industri, Penanaman Modal Asing dan Kemiskinan Terhadap Emisi CO2 di Indonesia. Jurnal Akuntansi dan Ekonomika, 12(2), 221–228. https://doi.org/10.37859/jae.v12i2.4302
Putri, L. A., Rochintaniawati, D., Kaniawati, I., & Permanasari, A. (2024). Towards a Learning Progression of Alternative Energy at School: A Literature Review. Jurnal Penelitian Pendidikan IPA, 10(3), 62–76. https://doi.org/10.29303/jppipa.v10i3.4985
Rahman, A., Kuntjoro, Y. D., & Supriyadi, I. (2020). Strategies of Electric Bus Implementation in Soekarno-Hatta Airport Using Strength-Weakness-Opportunity-Threat Analysis and Quantitative Strategic Programming Matrix. Jurnal Pertahanan, 6(3), 370–385. https://doi.org/10.33172/jp.v6i3.791
Ramadhina, A., & Najicha, F. U. (2022). Regulasi Kendaraan Listrik di Indonesia sebagai Upaya Pengurangan Emisi Gas. Jurnal Hukum to-ra: Hukum untuk Mengatur dan Melindungi Masyarakat, 8(2), 201–208. https://doi.org/10.55809/tora.v8i2.126
Rompegading, A. M., & Handayani, S. (2023). Legal Framework for Environmental Economic Instruments to Reduce Greenhouse Gas Emissions. Jurnal Penelitian Pendidikan IPA, 9(7), 5665–5672. https://doi.org/10.29303/jppipa.v9i7.4088
Santos, G., & Davies, H. (2020). Incentives for Quick Penetration of Electric Vehicles in Five European Countries: Perceptions from Experts and Stakeholders. Transportation Research Part A: Policy and Practice, 137, 326–342. https://doi.org/10.1016/j.tra.2018.10.034
Sathiyan, S. P., Kumar, N., Karthick, A., Victor, K., Suresh, V., Ghosh, A., & Manikandan, S. (2022). Comprehensive Assessment of Electric Vehicle Development, Deployment, and Policy Initiatives to Reduce GHG Emissions: Opportunities and Challenges. IEEE Access, 10, 53614–53639. https://doi.org/10.1109/access.2022.3175585
Shao, S., Pipattanasomporn, M., & Rahman, S. (2009). Challenges of PHEV Penetration to the Residential Distribution Network. IEEE Power & Energy Society General Meeting, 1–8. https://doi.org/10.1109/pes.2009.5275286
Siombo, M. R., & Adi, E. A. W. (2025). Menilai Efektivitas Transisi Energi Indonesia Melalui Pengembangan Ekosistem Kendaraan Bermotor Listrik Berbasis Baterai. Lex Renaissance, 10(2), 340–369. https://doi.org/10.20885/jlr.vol10.iss2.art3
Supranartha, A., Pujani, N. M., & Suma, K. (2025). Peltier as a Thermoelectric Generator from Household Waste. Jurnal Penelitian Pendidikan IPA, 11(8), 33–37. https://doi.org/10.29303/jppipa.v11i8.12004
Syaiful, A. Z., Tang, M., Hermawati, H., Akrim, D., & Puspita, A. S. (2024). Energy Potential Generated from Municipal Solid Waste at Tamangapa Landfill in Makassar City. Jurnal Penelitian Pendidikan IPA, 10(11), 8490–8499. https://doi.org/10.29303/jppipa.v10i11.8536
Tong, L., Zhou, L., Liu, J., Zhou, Y., & Li, S. (2017). Scheduling of Electric Buses Considering Charging Constraints. Applied Energy, 197, 205–217. https://doi.org/10.1016/j.apenergy.2017.04.056
Veza, I., Abas, M. A., Djamari, D. W., Tamaldin, N., Endrasari, F., Budiman, B. A., & Aziz, M. (2022). Electric Vehicles in Malaysia and Indonesia: Opportunities and Challenges. Energies, 15(7), 2564. https://doi.org/10.3390/en15072564
Wahyudi, K., Makai, M., & Sukmono, A. (2024). Implementasi Stasiun Pengisian Kendaraan Listrik Umum sebagai Infrastruktur Penunjang Electric Vehicle dalam Mendukung Net Zero Emission. Jurnal Teknik Industri, 2(2), 1–10. https://doi.org/10.30872/jatri.v2i2.1491
Wang, Y., Tang, B., & Pan, H. (2019). Electric Vehicle Charging Load Forecasting Based on Deep Learning. Energy, 173, 395–405. https://doi.org/10.1016/j.energy.2019.02.063
Xylia, M., Leduc, S., Patrizio, P., Silveira, S., & Kraxner, F. (2017). Locating Charging Infrastructure for Electric Buses. Transportation Research Part C: Emerging Technologies, 78, 183–200. https://doi.org/10.1016/j.trc.2017.02.014
Yao, E., Wong, V. W. S., & Schober, R. (2020). Review of Electric Vehicle Charging Infrastructure and Its Impact on Power Grid. Sustainable Cities and Society, 53, 101931. https://doi.org/10.1016/j.scs.2019.101931
Yu, L., & Wei, Y. M. (2021). Impact of Public Charging Infrastructure on EV Adoption: A Spatial Analysis of Range Anxiety Effects. Energy Policy, 158, 112526. https://doi.org/10.1016/j.enpol.2021.112526
Yusnidah, Y., Nurhalim, N., & Sinaga, B. (2023). Current and Voltage Analysis of the Influence of Capacitors on Electric Power Distribution System. Jurnal Penelitian Pendidikan IPA, 9(11), 10146–10150. https://doi.org/10.29303/jppipa.v9i11.5733
Zainuri, F., Danardono, A. S., Adhitya, M., Subarkah, R., Filzi, R., Rahmiati, T., Tullah, M. H., Prasetya, S., Nova, R., Todaru, M., & Ridwan, M. (2024). Analytical Conversion of Conventional Car to Electric Vehicle Using 5KW BLDC Electric Motor. Jurnal Penelitian Pendidikan IPA, 10(9), 6703–6708. https://doi.org/10.29303/jppipa.v10i9.8599
Zhang, Y., Wang, L., & Liu, H. (2020). Electric Vehicle Charging Station Planning Based on Multi-Criteria Decision Making. Transportation Research Part D: Transport and Environment, 78, 102197. https://doi.org/10.1016/j.trd.2019.102197
Zhou, B., Wu, Y., Zhou, B., Wang, R., Ke, W., Zhang, S., & Hao, J. (2016). Real-World Energy Consumption of Electric Buses. Applied Energy, 165, 1–9. https://doi.org/10.1016/j.apenergy.2015.12.040
Zhou, J., Wu, Y., Wu, C., He, F., Zhang, B., & Liu, F. (2020). A Geographical Information System Based Multi-Criteria Decision-Making Approach for Location Analysis and Evaluation of Urban Photovoltaic Charging Station: A Case Study in Beijing. Energy Conversion and Management, 205, 112340. https://doi.org/10.1016/j.enconman.2019.112340
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