Analysis of On-Board Photovoltaics for a Battery Electric Bus and Their Impact on Battery Lifespan
Open accessAbstract
Heavy-duty electric powertrains provide a potential solution to the high emissions and low fuel economy of trucks, buses, and other heavy-duty vehicles. However, the cost, weight, and lifespan of electric vehicle batteries limit the implementation of such vehicles. This paper proposes supplementing the battery with on-board photovoltaic modules. In this paper, a bus model is created to analyze the impact of on-board photovoltaics on electric bus range and battery lifespan. Photovoltaic systems that cover the bus roof and bus sides are considered. The bus model is simulated on a suburban bus drive cycle on a bus route in Davis, CA, USA for a representative sample of yearly weather conditions. Roof-mounted panels increased vehicle driving range by 4.7% on average annually, while roof and side modules together increased driving range by 8.9%. However, variations in weather conditions meant that this additional range was not reliably available. For constant vehicle range, rooftop photovoltaic modules extended battery cycle life by up to 10% while modules on both the roof and sides extended battery cycle life by up to 19%. Although side-mounted photovoltaics increased cycle life and range, they were less weight- and cost-effective compared to the roof-mounted panels.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Depth of discharge has a very strong effect on Li-ion batteries' cycle life.
“As demonstrated by Mallon et al., 2017 [84] the depth of discharge (DOD) has a very strong effect on Li-ion batteries' cycle life.”
From Parametric Study of a Lunar Base Power Systems (2021) · cites this paper as Mallon et al., 2017 [84]
The maximum capacity of a battery typically fades to 80% of its original value before it is considered to have reached the end of its life.
“The maximum capacity of a battery typically fades to 80% of its original value before it is considered to have reached the end of its life, according to the literature [5].”
From A Method for Validating CubeSat Satellite EPS Through Power Budget Analysis Aligned With Mission Requirements (2023) · cites this paper as [5]
For a number of cycles of 5510, the DoD is 70%.
“according to the graph of life cycles versus DoD [5], it is observed that for a number of cycles of 5510, the DoD is 70%”
From A Method for Validating CubeSat Satellite EPS Through Power Budget Analysis Aligned With Mission Requirements (2023) · cites this paper as [5]
Cites
Comparison of Photovoltaic Array Maximum Power Point Tracking Techniques
Esram, T., & Chapman, P. L. (2007) · IEEE Transactions on Energy Conversion · doi:10.1109/tec.2006.874230 · Cited by 5,425 · see citing works
Comprehensive Approach to Modeling and Simulation of Photovoltaic Arrays
Villalva, M. G., Gazoli, J. R., & Filho, E. R. (2009) · IEEE Transactions on Power Electronics · doi:10.1109/tpel.2009.2013862 · Cited by 4,405 · see citing works
Solar position algorithm for solar radiation applications
Reda, I. M., & Andreas, A. M. (2003) · Solar Energy · doi:10.1016/j.solener.2003.12.003 · Cited by 1,229 · see citing works
He, H., Xiong, R., & Fan, J. (2011) · Energies · doi:10.3390/en4040582 · Cited by 1,180 · see citing works
Modeling and Simulation of Lithium-Ion Batteries from a Systems Engineering Perspective
Northrop, P. W. C., De, S., Braatz, R. D., Ramadesigan, V., Northrop, P. W. C., Santhanagopalan, S., & Subramaniana, V. R. (2011) · Cited by 719 · see citing works
Exact analytical solutions of the parameters of real solar cells using Lambert W-function
Jain, A. (2004) · Solar Energy Materials and Solar Cells · doi:10.1016/j.solmat.2003.11.018 · Cited by 563 · see citing works
Guzzella, L., & Sciarretta, A. (2012) · Springer eBooks · doi:10.1007/978-3-642-35913-2 · Cited by 553 · see citing works
Pelletier, S., Jabali, O., Gilbert Laporte, A., & Veneroni, M. (2017) · Transportation Research Part B Methodological · doi:10.1016/j.trb.2017.01.020 · Cited by 520 · see citing works
Modeling of the Cost of EV Battery Wear Due to V2G Application in Power Systems
Zhou, C., Qian, K., Allan, M., & Zhou, W. (2011) · IEEE Transactions on Energy Conversion · doi:10.1109/tec.2011.2159977 · Cited by 495 · see citing works
Control and Circuit Techniques to Mitigate Partial Shading Effects in Photovoltaic Arrays
Bidram, A., Davoudi, A. A., & Balog, R. S. (2012) · IEEE Journal of Photovoltaics · doi:10.1109/jphotov.2012.2202879 · Cited by 495 · see citing works
Users Manual for TMY3 Data Sets (Revised)
Wilcox, S. M., & Marion, W. (2008) · doi:10.2172/928611 · Cited by 489 · see citing works
Loutzenhiser, P. G., Manz, H., Felsmann, C., Strachan, P. A., Frank, T., & Maxwell, G. (2006) · Solar Energy · doi:10.1016/j.solener.2006.03.009 · Cited by 432 · see citing works
Modeling Lithium Ion battery degradation in electric vehicles
Millner, A. (2010) · 2010 IEEE Conference on Innovative Technologies for an Efficient and Reliable Electricity Supply · doi:10.1109/citres.2010.5619782 · Cited by 397 · see citing works
Electro-thermal analysis of Lithium Iron Phosphate battery for electric vehicles
Saw, L. H., Somasundaram, K., Ye, Y., & Tay, A. A. O. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2013.10.052 · Cited by 244 · see citing works
Power requirements for batteries in hybrid electric vehicles
Nelson, R. F. (2000) · Journal of Power Sources · doi:10.1016/s0378-7753(00)00483-3 · Cited by 233 · see citing works
Lithium-ion batteries life estimation for plug-in hybrid electric vehicles
Marano, V., Onori, S., GUEZENNEC, Y. G., Rizzoni, G., & Madella, N. (2009) · IEEE Vehicle Power and Propulsion Conference (VPPC) · doi:10.1109/vppc.2009.5289803 · Cited by 231 · see citing works
In-Use Emissions from Heavy-Duty Diesel Vehicles
Yanowitz, J., McCormick, R. L., & Graboski, M. S. (2000) · Environmental Science & Technology · doi:10.1021/es990903w · Cited by 230 · see citing works
On the emissions from internal-combustion engines:a review
Abdel-Rahman, A. A. (1998) · International Journal of Energy Research · doi:10.1002/(sici)1099-114x(199805)22:6 · Cited by 187 · see citing works
Temperature dependence of photovoltaic cells, modules and systems
Emery, K. A., Burdick, J., Caiyem, Y., Dunlavy, D. J., Field, H., Kroposki, B., Moriarty, T. E., Ottoson, L., Rummel, S. R., Strand, T., et al. (1996) · Conference record of the IEEE Photovoltaic Specialists Conference · doi:10.1109/pvsc.1996.564365 · Cited by 153 · see citing works
Ma, C. C. Y., & Iqbal, M. (1984) · Solar Energy · doi:10.1016/0038-092x(84)90231-7 · Cited by 148 · see citing works
Life-Prediction Methods for Lithium-Ion Batteries Derived from a Fatigue Approach
Safari, M., Morcrette, M., Teyssot, A., & Delacourt, C. (2010) · Journal of The Electrochemical Society · doi:10.1149/1.3374634 · Cited by 117 · see citing works
Technoeconomic Modeling of Battery Energy Storage in SAM
National Renewable Energy Lab. (NREL), G., DiOrio, N., USDOE Office of Energy Efficiency and Renewable Energy Solar Energy Technologies Office, Dobos, A., Janzou, S., Nelson, A., & Lundstrom, B. (2015) · doi:10.2172/1225314 · Cited by 104 · see citing works
Energy Management Strategies for Electric and Plug-in Hybrid Electric Vehicles
Williamson, S. S. (2013) · Springer eBooks · doi:10.1007/978-1-4614-7711-2 · Cited by 87 · see citing works
Giannouli, M., & Yianoulis, P. (2011) · Solar Energy · doi:10.1016/j.solener.2011.10.019 · Cited by 82 · see citing works
Mohan, G., Assadian, F., & Longo, S. (2013) · IET Hybrid and Electric Vehicles Conference (HEVC) · doi:10.1049/cp.2013.1920 · Cited by 78 · see citing works
Self-citationPredictive-model-based dynamic coordination control strategy for power-split hybrid electric bus
Zeng, X., Yang, N., Wang, J., Song, D., Zhang, N., Shang, M., & Liu, J. (2015) · Mechanical Systems and Signal Processing · doi:10.1016/j.ymssp.2014.12.016 · Cited by 75 · see citing works
Measurement and Characterization of Solar Cells and Modules
Emery, K. A. (2010) · Wiley eBooks · doi:10.1002/9780470974704.ch18 · Cited by 69 · see citing works
Sangtarash, F., Esfahanian, V., Nehzati, H., Haddadi, S., Amiri, M., & Babak, H. (2008) · SAE international journal of fuels and lubricants · doi:10.4271/2008-01-1561 · Cited by 58 · see citing works
Automotive Applications of Solar Energy
Rizzo, G. (2010) · IFAC Proceedings Volumes · doi:10.3182/20100712-3-de-2013.00199 · Cited by 53 · see citing works
Simulation of city bus performance based on actual urban driving cycle in China
Wang, B. H., Luo, Y. G., & Zhang, J. (2008) · International Journal of Automotive Technology · doi:10.1007/s12239-008-0060-3 · Cited by 34 · see citing works
Assessment of electric vehicle and photovoltaic integration for oil palm mechanisation practise
Azwan, M., Ludin, N. A., Sopian, K., Rahim, S. A., Norman, K., Ramdhan, K., & Solah, D. (2016) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2016.10.016 · Cited by 24 · see citing works
Kronthaler, L., Maturi, L., Moser, D., & Alberti, L. (2014) · International Conference on Ecological Vehicles and Renewable Energies (EVER) · doi:10.1109/ever.2014.6844150 · Cited by 20 · see citing works
Optimal Design of a Hybrid Electric Car with Solar Cells
Arsie, I., Marotta, M. M., Pianese, C., Rizzo, G., & Sorrentino, M. (2005) · CINECA IRIS Institutial research information system (Parthenope University of Naples) · Cited by 18 · see citing works
A City Bus Electrification Supported by the Photovoltaic Power Modules
Geca, M. J., Wendeker, M., & Grabowski, Ł. (2014) · SAE technical papers on CD-ROM/SAE technical paper series · doi:10.4271/2014-01-2898 · Cited by 17 · see citing works
Integration of PV systems on health emergency vehicles. The FIVE project
Almonacid, G., Muñoz, F. J., de la Casa, J., & Aguilar-Peña, J. D. (2004) · Progress in Photovoltaics Research and Applications · doi:10.1002/pip.558 · Cited by 15 · see citing works
Kimura, K., Kudo, Y., & Sato, A. (2016) · SAE technical papers on CD-ROM/SAE technical paper series · doi:10.4271/2016-01-1287 · Cited by 15 · see citing works
Measuring and Modeling Nominal Operating Cell Temperature (NOCT)
Müller, M. (2010) · University of North Texas Digital Library (University of North Texas) · Cited by 14 · see citing works
Assessment of agricultural electric vehicles based on photovoltaics in China
Xue, J. (2013) · Journal of Renewable and Sustainable Energy · doi:10.1063/1.4831956 · Cited by 12 · see citing works
Economics of solar powered refrigeration transport applications
Bahaj, A. S., & James, P. A. B. (2003) · Conference record of the IEEE Photovoltaic Specialists Conference · doi:10.1109/pvsc.2002.1190911 · Cited by 12 · see citing works
Hara, T., Shiga, T., Kimura, K., & Sato, A. (2016) · SAE technical papers on CD-ROM/SAE technical paper series · doi:10.4271/2016-01-1286 · Cited by 12 · see citing works
Set-up and performance investigation of an innovative solar vehicle
Dayem, A. M. A. (2012) · Journal of Renewable and Sustainable Energy · doi:10.1063/1.4717512 · Cited by 9 · see citing works
Lee, T.-K., & Filipi, Z. S. (2011) · SAE International journal of commercial vehicles · doi:10.4271/2011-01-2253 · Cited by 8 · see citing works
Advanced components for electric and hybrid electric vehicles
Stricklett, K. L., & Stricklett, K. L. (1994) · doi:10.6028/nist.sp.860 · Cited by 8 · see citing works
Estimating clear-day solar radiation: An evaluation of three models
Tracy, C. R., Hammond, K. A., Lechleitner, R. A., Smith, W. J., Thompson, D. B., Whicker, A. D., & Williamson, S. (1983) · Journal of Thermal Biology · doi:10.1016/0306-4565(83)90003-7 · Cited by 7 · see citing works
Assadian, F., Mallon, K. R., & Fu, B. (2016) · SAE technical papers on CD-ROM/SAE technical paper series · doi:10.4271/2016-01-1289 · Cited by 6 · see citing works
Self-citationGurmet, R., Mir, G. J., Bharti, U., & Sharma, N. (2017) · Bulletin of Pure & Applied Sciences- Botany · doi:10.5958/2320-3196.2017.00002.7 · Cited by 5 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Novel battery degradation cost formulation for optimal scheduling of battery energy storage systems
Lee, J.-O., & Kim, Y.-S. (2021) · International Journal of Electrical Power & Energy Systems · doi:10.1016/j.ijepes.2021.107795 · Cited by 169 · see citing works
Rehman, W. U., Bo, R., Mehdipourpicha, H., & Kimball, J. W. (2022) · Applied Energy · doi:10.1016/j.apenergy.2022.118745 · Cited by 111 · see citing works
Comprehensive energy modeling methodology for battery electric buses
Basma, H., Mansour, C., Haddad, M., Nemer, M., & Stabat, P. (2020) · Energy · doi:10.1016/j.energy.2020.118241 · Cited by 106 · see citing works
Barelli, L., Bidini, G., Ciupăgeanu, D.-A., & Pelosi, D. (2020) · Journal of Energy Storage · doi:10.1016/j.est.2020.102050 · Cited by 87 · see citing works
Rahman, M. M., Oni, A. O., Gemechu, E. D., & Kumar, A. (2021) · Applied Energy · doi:10.1016/j.apenergy.2020.116343 · Cited by 81 · see citing works
Energy Uncertainty Analysis of Electric Buses
Vepsäläinen, J., Ritari, A., Lajunen, A., Kivekäs, K., & Tammi, K. (2018) · Energies · doi:10.3390/en11123267 · Cited by 65 · see citing works
Łebkowski, A. (2019) · Energies · doi:10.3390/en12050951 · Cited by 57 · see citing works
Campana, E. R. G., & Martínez, J. M. L. (2019) · Energies · doi:10.3390/en12030525 · Cited by 54 · see citing works
Rocha, L. C. S., Rotella, P., Áquila, G., & Maheri, A. (2022) · Journal of Energy Storage · doi:10.1016/j.est.2022.104467 · Cited by 51 · see citing works
Parametric Study of a Lunar Base Power Systems
Kaczmarzyk, M., & Musiał, M. (2021) · Energies · doi:10.3390/en14041141 · Cited by 43 · see citing works
Tan, Q., Li, J., Yang, L., & Xu, G. (2023) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2023.137379 · Cited by 42 · see citing works
Rehman, W. U., Kimball, J. W., & Bo, R. (2023) · IEEE Transactions on Transportation Electrification · doi:10.1109/tte.2023.3275110 · Cited by 42 · see citing works
Gholami, M., Shahryari, O., Rezaei, N., & Bevrani, H. (2022) · Journal of Energy Storage · doi:10.1016/j.est.2022.104634 · Cited by 40 · see citing works
Chen, H., Sui, Y., Shang, W., Sun, R., Chen, Z., Wang, C., Han, C., Zhang, Y., & Zhang, H. (2022) · Applied Energy · doi:10.1016/j.apenergy.2022.119863 · Cited by 39 · see citing works
Araki, K., Ota, Y., Nagaoka, A., & Nishioka, K. (2023) · Energies · doi:10.3390/en16114414 · Cited by 37 · see citing works
Rahman, M. M., Gemechu, E. D., Oni, A. O., & Kumar, A. (2021) · Energy Conversion and Management · doi:10.1016/j.enconman.2021.114497 · Cited by 36 · see citing works
Bie, Y., Qin, W., & Wu, J. (2024) · Applied Energy · doi:10.1016/j.apenergy.2024.123774 · Cited by 35 · see citing works
Using PCM in buildings to reduce HVAC energy usage taking into account Saudi Arabia climate region
Farouk, N., Alotaibi, A. A., Alshahri, A. H., & Almitani, K. H. (2022) · Journal of Building Engineering · doi:10.1016/j.jobe.2022.104073 · Cited by 35 · see citing works
Liu, W., Lai, Z., Wu, Q., Li, H., Zhang, Q., Li, Z., Li, Y., & Liu, J. (2024) · IEEE Conference on Computer Communications (INFOCOM) · doi:10.1109/infocom52122.2024.10621268 · Cited by 33 · see citing works
Testing and rating of vehicle-integrated photovoltaics: Scientific background
Araki, K., Ota, Y., & Nishioka, K. (2024) · Solar Energy Materials and Solar Cells · doi:10.1016/j.solmat.2024.113241 · Cited by 30 · see citing works
Grid-Scale Battery Energy Storage for Arbitrage Purposes: A Colombian Case
Peñaranda, A. F., Romero-Quete, D., & Cortes, C. A. (2021) · Batteries · doi:10.3390/batteries7030059 · Cited by 30 · see citing works
Vasylyev, A., Vannoni, A., & Sorce, A. (2025) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2025.125597 · Cited by 27 · see citing works
Acero, I. F., Diaz, J., Hurtado-Velasco, R., Bautista, S. R. G., Rincón, S., Hernández, F. L., Rodriguez-Ferreira, J., & Gonzalez-Llorente, J. (2023) · IEEE Access · doi:10.1109/access.2023.3271596 · Cited by 24 · see citing works
“The maximum capacity of a battery typically fades to 80% of its original value before it is considered to have reached the end of its life, according to the literature [5].”
BackgroundMethodInfluentialRobust Pareto optimal approach to sustainable heavy-duty truck fleet composition
Sen, B., Ercan, T., Tatari, O., & Zheng, Q. P. (2019) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2019.03.042 · Cited by 24 · see citing works
Analysis of the Electric Bus Autonomy Depending on the Atmospheric Conditions
Iclodean, C. D., Cordoș, N., & Todoruț, A. (2019) · Energies · doi:10.3390/en12234535 · Cited by 22 · see citing works
Transit electrification state of the art: A machine-learning based text mining approach
Eldeeb, G., & Mohamed, M. (2022) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2022.103446 · Cited by 21 · see citing works
Velaz-Acera, N., Álvarez-García, J., & Borge-Díez, D. (2022) · Applied Energy · doi:10.1016/j.apenergy.2022.120409 · Cited by 21 · see citing works
Solar Electric Vehicles as Energy Sources in Disaster Zones: Physical and Social Factors
Araki, K., Ota, Y., Maeda, A., Kumano, M., & Nishioka, K. (2023) · Energies · doi:10.3390/en16083580 · Cited by 21 · see citing works
Zhou, Y., Wang, Y., & Meng, Q. (2026) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2026.105056 · Cited by 18 · see citing works
Mallon, K. R., & Assadian, F. (2022) · Energies · doi:10.3390/en15020600 · Cited by 18 · see citing works
Self-citationAnalysis of vehicle-integrated photovoltaics and vehicle-to-grid on electric vehicle battery life
Kouzelis, A., Linders, K., Bandyopadhyay, S., & Mouli, G. R. C. (2025) · Journal of Power Sources · doi:10.1016/j.jpowsour.2024.236117 · Cited by 17 · see citing works
Improving grid reliability with grid-scale Battery Energy Storage Systems (BESS)
Suyambu, M. R., & Vishwakarma, P. K. (2024) · International Journal of Science and Research Archive · doi:10.30574/ijsra.2024.13.1.1694 · Cited by 17 · see citing works
Cortés-Caicedo, B., Grisales-Noreña, L. F., Montoya, O. D., & Bolaños, R. I. (2024) · Journal of Energy Storage · doi:10.1016/j.est.2024.110894 · Cited by 15 · see citing works
Can solar electric vehicles disrupt mobility? A critical literature review
Tsakalidis, A., Thiel, C., & Jäger‐Waldau, A. (2024) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2024.115289 · Cited by 15 · see citing works
Evaluating the Role of Vehicle-Integrated Photovoltaic (VIPV) Systems in a Disaster Context
Samadi, H., Ala, G., Imburgia, A., Licciardi, S., Romano, P., & Viola, F. (2025) · World Electric Vehicle Journal · doi:10.3390/wevj16040190 · Cited by 15 · see citing works
Export Constraints Applicable to Renewable Generation to Enhance Grid Hosting Capacity
Chatzistylianos, E. S., Psarros, G. N., & Papathanassiou, S. A. (2024) · Energies · doi:10.3390/en17112588 · Cited by 14 · see citing works
Korchagin, O. V., Bogdanovskaya, V. A., Radina, M. V., Tripachev, O. V., & Емец, В. В. (2020) · Journal of Electroanalytical Chemistry · doi:10.1016/j.jelechem.2020.114393 · Cited by 14 · see citing works
Kazemtarghi, A., & Mallik, A. (2024) · Electric Power Systems Research · doi:10.1016/j.epsr.2024.110865 · Cited by 11 · see citing works
Assessment of Vehicle-Integrated Photovoltaics: A financial and environmental perspective
Parlak, B. O., & Yavaşoğlu, H. A. (2024) · Sustainable Energy Technologies and Assessments · doi:10.1016/j.seta.2024.104042 · Cited by 11 · see citing works
Probabilistic adaptive power pinch analysis for islanded hybrid energy storage systems
Nyong-Bassey, B. E., & Giaouris, D. (2022) · Journal of Energy Storage · doi:10.1016/j.est.2022.105224 · Cited by 11 · see citing works
Moschos, I., Koltsaklis, N. E., Parisses, C. E., & Christoforidis, G. C. (2023) · Journal of Energy Storage · doi:10.1016/j.est.2023.106751 · Cited by 11 · see citing works
An Adaptive Controller of a Hybrid Storage System for Power Smoothing With Enlarged Battery Lifetime
Papageorgiou, P. G., Papafilippou, P. T., Oureilidis, K. O., & Christoforidis, G. C. (2024) · IEEE Transactions on Sustainable Energy · doi:10.1109/tste.2024.3426917 · Cited by 11 · see citing works
Kammuang-lue, N., & Boonjun, J. (2019) · International Conference on Mechanical and Aerospace Engineering · doi:10.1109/icmae.2019.8880940 · Cited by 10 · see citing works
Ensuring Satellite Operational Integrity: A Power Budget Analysis for Next Generation Satellites
Mahmood, A., Abdallah, A. M., Baharom, B. B., & Kajo, A. S. (2025) · IEEE Access · doi:10.1109/access.2025.3547826 · Cited by 9 · see citing works
Kaya, A. F., Puglia, M., Morselli, N., Allesina, G., & Pedrazzi, S. (2025) · Fuel · doi:10.1016/j.fuel.2025.135938 · Cited by 9 · see citing works
Moruno, R., José, L. S., Luis, E., Martín, F., Dávila, L., Núñez, R., Herrero, R., & Antón, I. (2026) · Solar Energy Materials and Solar Cells · doi:10.1016/j.solmat.2026.114163 · Cited by 8 · see citing works
A Study on Exploration for Resource Utilization of Solar Energy on the Roof of APSRTC Buses
Kola, L. R., & Jain, A. (2020) · IEEE International Power and Renewable Energy Conference (IPRECON) · doi:10.1109/iprecon49514.2020.9315215 · Cited by 8 · see citing works
Sizing Energy Storage System for Energy Arbitrage in Extreme Fast Charging Station
Rehman, W. U., Bo, R., Mehdipourpicha, H., & Kimball, J. W. (2021) · IEEE Power Engineering Society General Meeting · doi:10.1109/pesgm46819.2021.9638078 · Cited by 8 · see citing works
Solar-Assisted Electric Boat Power and Propulsion System Simulations
Cruz, F. R. G., Garcia, B. W. C., Gania, R. C. M., Nob, J. C. R., & Bongon, M. P. A. H. (2021) · IEEE International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management (HNICEM) · doi:10.1109/hnicem54116.2021.9732023 · Cited by 8 · see citing works
Research and optimization of energy management system for photovoltaic vehicles
Bi, L. H., Li, Z., & He, D. (2023) · Energy · doi:10.1016/j.energy.2023.129776 · Cited by 7 · see citing works
Amézquita, N., Gonzalez, S., Terán, M., Salazar, C., Corredor, J., & Ussa, G. D. C. (2023) · Ingeniería · doi:10.14483/23448393.21035 · Cited by 7 · see citing works
Bibiloni, S., Irimescu, A., Martínez-Boggio, S., Merola, S. S., & Curto-Risso, P. (2024) · Machines · doi:10.3390/machines12060355 · Cited by 7 · see citing works
Feasibility Study of Electric Rubber-Tire Bus Potential in Chiang Mai - Electrification Planning
Wirasanti, P., Kammuang-lue, N., & Kitthamkesorn, S. (2018) · IEEE Transportation Electrification Conference and Expo, Asia-Pacific (ITEC Asia-Pacific) · doi:10.1109/itec-ap.2018.8433282 · Cited by 7 · see citing works
Srirattanawichaikul, W., & Wirasanti, P. (2020) · International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering · doi:10.11591/ijece.v10i6.pp6202-6213 · Cited by 7 · see citing works
Samadi, H., Ala, G., Brito, M. C., Marcon, G., Romano, P., & Viola, F. (2025) · Sustainability · doi:10.3390/su17209246 · Cited by 6 · see citing works
Mohan, A., Pal, K., & Meena, H. K. (2026) · Future Batteries · doi:10.1016/j.fub.2026.100177 · Cited by 6 · see citing works
Microbial Fuel Cell as Battery Range Extender for Frugal IoT
Berlitz, C. A., Pietrelli, A., Mieyeville, F., Pillonnet, G., & Allard, B. (2023) · Energies · doi:10.3390/en16186501 · Cited by 6 · see citing works
Energy consumption of diesel hybrid electric bus simulated from different drive modes
Boonjun, J., Manosroi, W., & Kammuang-lue, N. (2022) · Energy Reports · doi:10.1016/j.egyr.2022.02.198 · Cited by 5 · see citing works
Manzolli, J. A., Messier, P., Trovão, J. P. F., & Antunes, C. H. (2025) · Sustainable Futures · doi:10.1016/j.sftr.2025.100653 · Cited by 4 · see citing works
PIRES, A. L. G., Miranda, R. D. C., Rotella, P., Rocha, L. C. S., de Souza, F. M. G., & Chicco, G. (2025) · Energy · doi:10.1016/j.energy.2025.138258 · Cited by 4 · see citing works
Stamatakis, D., & Tolis, A. (2025) · Energies · doi:10.3390/en18164293 · Cited by 4 · see citing works
Online SoC and Battery Life Estimation: Results from Filed Test of Electric Bus Transit
Wirasanti, P., Srirattanawichaikul, W., & Premrudeepreechacham, S. (2018) · International Conference on Electrical Machines and Systems (ICEMS) · doi:10.23919/icems.2018.8549487 · Cited by 4 · see citing works
Modeling the Energy Storage Systems in the Power System Studies
Sheibani, M. R., Yousefi, G. R., Raoufi, H., & Moslemi, N. (2022) · Green energy and technology · doi:10.1007/978-3-030-90720-4_18 · Cited by 4 · see citing works
Modified normative fish swarm algorithm for optimizing power extraction in photovoltaic systems
Tan, W.-H., & Mohamad–Saleh, J. (2022) · Evolutionary Intelligence · doi:10.1007/s12065-022-00724-z · Cited by 4 · see citing works
Architecting CubeSat constellations for messaging service, Part II
Osipova, K., Golkar, A., Camps, A., Ruiz-de-Azua, J. A., Contreras-Benito, L., Garzaniti, N., & Fernandez, L. (2025) · Acta Astronautica · doi:10.1016/j.actaastro.2024.12.022 · Cited by 3 · see citing works
Topical Review for Vehicle Integrated Photovoltaics
Yamaguchi, M., Masuda, T., Ota, Y., Araki, K., Nishioka, K., Kojima, N., & Ohshita, Y. (2024) · Energy and Power Engineering · doi:10.4236/epe.2024.1612020 · Cited by 3 · see citing works
Kobbi, M., Mazouz, L., & Ghenaï, C. (2022) · International Conference on Power Electronics and their Applications (ICPEA) · doi:10.1109/icpea51060.2022.9791198 · Cited by 3 · see citing works
Assadian, F., Mallon, K. R., & Walker, B. (2019) · IntechOpen eBooks · doi:10.5772/intechopen.83770 · Cited by 3 · see citing works
Self-citationWAYS TO IMPROVE THE ENERGY EFFICIENCY OF ELECTRIC BUSES USING MODERN PHOTOVOLTAIC TECHNOLOGIES
Kulbashna, N., Lukashova, N., Daleka, V., & Skurikhin, V. (2025) · Municipal economy of cities · doi:10.33042/2522-1809-2025-1-189-52-60 · Cited by 2 · see citing works
A Novel Model Chain for Analysing the Performance of Vehicle Integrated Photovoltaic (VIPV) Systems
Samadi, H., Ala, G., Brito, M. C., Traverso, M., Licciardi, S., Romano, P., & Viola, F. (2025) · World Electric Vehicle Journal · doi:10.3390/wevj16110619 · Cited by 2 · see citing works
Benefiting from solar: Optimal scheduling for solar electric buses with onboard PV auxiliary power
Peng, Y., Wang, Z., & Chen, A. (2026) · Applied Energy · doi:10.1016/j.apenergy.2026.127360 · Cited by 2 · see citing works
Drive Cycle Simulations of Wheeled and Tracked Heavy-Duty Electric Vehicle Powertrains
Alpaslan, E., Karaoğlan, M. U., & Colpan, C. O. (2021) · Deu Muhendislik Fakultesi Fen ve Muhendislik · doi:10.21205/deufmd.2021236919 · Cited by 2 · see citing works
Fundamental mechanisms and requirements of energy storage materials
Sarkar, S., Dutta, T. K., Sah, A., & Patra, A. (2023) · Elsevier eBooks · doi:10.1016/b978-0-323-99549-8.00010-8 · Cited by 2 · see citing works
A New Path to Airport Sustainability: Exploring the Technical and Economic Viability of VIPV Systems
Samadi, H., Ala, G., Brito, M. C., Licciardi, S., Romano, P., & Viola, F. (2025) · International Conference on Clean and Green Energy Engineering (CGEE) · doi:10.1109/cgee65971.2025.11327729 · Cited by 1 · see citing works
Vehicle integrated photovoltaics module architecture optimization under dynamic shading
Moruno, R., José, L. S., Júdez, R. N., Herrero, R., & Hernández, I. A. (2026) · EPJ Photovoltaics · doi:10.1051/epjpv/2025026 · Cited by 1 · see citing works
Decision Causal ConvFormer for Energy-Saving Optimization in PV Storage-Aided 5G Base Stations
He, Y., Xia, P., Ni, Y., & Li, J. (2025) · International Conference on Wireless Communications and Signal Processing (WCSP) · doi:10.1109/wcsp68525.2025.1010305 · Cited by 1 · see citing works
Testing VIPV Curved Modules: Methods and Challenges
Moruno, R., Martín, F., Redondo, J. M., Malo, J., José, L. S., Vallerotto, G., Askins, S., Núñez, R., Domínguez, C., Antón, I., et al. (2026) · Progress in Photovoltaics Research and Applications · doi:10.1002/pip.70099 · Cited by 1 · see citing works
Can Battery Storage Arbitrage Pay Off? Evidence from the Portuguese Day-Ahead Electricity Market
Coroller, J. L., & Castro, R. M. G. (2026) · Energies · doi:10.3390/en19163893 · Cited by 1 · see citing works
A Hybrid Charging System Design for Electric Vehicles with Autonomous Power Source
Nucă, I., Cazac, V., Burduniuc, M., Moldovan, A., Niţucă, C., Chiriac, G., & Gabor, G. (2021) · International Conference on Electromechanical and Energy Systems (SIELMEN) · doi:10.1109/sielmen53755.2021.9600328 · Cited by 1 · see citing works
Müller, K., Löw, S., & Scholz, S. (2022) · Springer aerospace technology · doi:10.1007/978-3-030-88593-9_20 · Cited by 1 · see citing works
Geca, M. J., & Soeurn, M. (2022) · Journal of Physics Conference Series · doi:10.1088/1742-6596/2412/1/012008 · Cited by 1 · see citing works
Energy management strategies for battery electric bus fleet
Basma, H. (2020) · theses.fr (ABES) · doi:10.70675/115e3dbez194bz4518z900bzb4cb466d97f4 · Cited by 1 · see citing works
Modeling, Simulation and Control of a Standalone Photovoltaic System
Kobbi, M., Saada, M., Chenafa, M., & Souahlia, A. (2021) · Springer proceedings in energy · doi:10.1007/978-981-16-0378-5_7
Identifying the Optimal Storage to Solar Panel Ratio for a Grid-Tied PV System
Phelps, J., & Zhou, Q. (2021) · North American Power Symposium (NAPS) · doi:10.1109/naps50074.2021.9449742
Electromechanical engineering education and science in Republic of Moldova
Todos, P., Nucă, I., Chiciuc, A., Cazac, V., & Burduniuc, M. (2022) · Studia Universitatis Babeș-Bolyai Engineering · doi:10.24193/subbeng.2022.1.25
Metodologia para avaliar o potencial de redução de emissões de CO2 em navios híbridos.
Vieira, G. T. T. (2023) · Digital Library of Theses and Dissertations (Universidade de São Paulo) · doi:10.11606/t.3.2023.tde-12092023-075848
Urban Air Mobility Profitability and Operational Sensitivity to Battery and Charging Technology
Garbo, A., Herniczek, M. T. K., & German, B. (2024) · Journal of Air Transportation · doi:10.2514/1.d0328
Li, J., & Liu, X. (2024) · Lecture notes in electrical engineering · doi:10.1007/978-981-97-2443-7_11
The Energy Production-Storage Gap: Addressing Storage Issues in Renewable Energy Solutions
Carpenter, C., & Lisa, A. (2024) · ACS symposium series · doi:10.1021/bk-2024-1483.ch009
SINGH, A., & Banerjee, S. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5254876
DC microgrid energy optimization
Jiyanen, M. (2025) · doi:10.51415/10321/6207
de Farias, J. C., Toledo, L. F. R. B., & López-Salamanca, H. L. (2025) · Revista Foco · doi:10.54751/revistafoco.v18n12-186
Islam, S. M. M., Salema, A. A., Sarker, I. A., & Tanima, R. F. (2025) · International Journal of Renewable Energy Research · doi:10.20508/ijrer.v15i4.15034.g9143
Driving Toward Sustainability: Evaluating Solar-Assisted Shuttle Buses
Samadi, H., Ala, G., Brito, M. C., Licciardi, S., Romano, P., & Viola, F. (2025) · IEEE International Scientific Conference on Power and Electrical Engineering of Riga Technical University (RTUCON) · doi:10.1109/rtucon67996.2025.11415068
Solar Mobility for Urban Transit: Performance and Feasibility of VIPV in Bus Fleets
Samadi, H., Ala, G., Brito, M. C., Marchese, M., Licciardi, S., Romano, P., & Viola, F. (2025) · IEEE International Scientific Conference on Power and Electrical Engineering of Riga Technical University (RTUCON) · doi:10.1109/rtucon67996.2025.11415067
Adhikary, S., Biswas, P. K., Babu, T. S., Aljafari, B., & Nwulu, N. I. (2026) · Engineering Research Express · doi:10.1088/2631-8695/ae58e9
Vieira, G. T. T., Xie, P., Lourenço, L. F. N., Vásquez, J. C., Salles, M. B. C., Guerrero, J. M., Carmo, B., & Monaro, R. M. (2026) · Energy Reports · doi:10.1016/j.egyr.2026.109287
Başoğlu, M. E. (2026) · Journal of Energy Storage · doi:10.1016/j.est.2026.122282
PV on heavy duty vehicles (HDVs): monitoring 200 trucks with PVs
Araki, K., Konuma, T., Tanaka, M., Ota, Y., Sakamoto, S., & Nishioka, K. (2026) · Energy Conversion and Management X · doi:10.1016/j.ecmx.2026.101959
Aksoy, A. H., Özsezen, A. N., & Özden, T. (2026) · International Journal of Automotive Science And Technology · doi:10.30939/ijastech..1917959
- Authors
- Mallon, K., Assadian, F., & Fu, B.
- Affiliations
- University of California, Davis (US)
- Corresponding author
- Mallon, Kevin
- Venue
- Energies
- Publisher
- MDPI AG
- Published
- 2017-07-07
- Volume
- 10
- Issue
- 7
- Pages
- 943
- ISSN
- 1996-1073 (ISSN-L)
- OpenAlex
- W2726101256
- Cited by
- 104
- References
- 46
- Citations by year
- 2026: 19 · 2025: 18 · 2024: 14 · 2023: 11 · 2022: 16 · 2021: 11 · 2020: 6 · 2019: 6 · 2018: 3
- FWCI
- 2.60
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Energies (publishedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- University of California, Davis
- Topics
- Physical Sciences › Engineering › Automotive Engineering › Electric and Hybrid Vehicle Technologies
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Electric Vehicles and Infrastructure
- Physical Sciences › Engineering › Automotive Engineering › Advanced Battery Technologies Research
- Keywords
- battery life, battery cycle life, electric vehicle range, heavy-duty electric vehicles, weather conditions
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review