Techno-economic feasibility analysis of an electric vehicle charging station for an International Airport in Chattogram, Bangladesh

被引:9
|
作者
Hasan, Sayeed [1 ]
Zeyad, Mohammad [1 ,2 ,3 ,4 ]
Ahmed, S. M. Masum [1 ,5 ,6 ]
Mahmud, Dewan Mahnaaz [1 ,7 ]
Anubhove, Md. Sadik Tasrif [1 ,8 ,9 ]
Hossain, Eftakhar [1 ]
机构
[1] ABCD Lab, Energy & Technol Res Div, Adv Bioinformat Comp Biol & Data Sci Lab, Chattogram 4226, Bangladesh
[2] Heriot Watt Univ, Sch Engn & Phys Sci EPS, Campus Ave, Edinburgh EH14 4AS, Scotland
[3] Univ Basque Country UPV EHU, Dept Energy Engn, Ingn Torres Quevedo Pl 1, Bilbao 48013, Biscay, Spain
[4] Int Hellenic Univ IHU, Sch Sci & Technol, Thessaloniki 57001, Greece
[5] Univ Extremadura, Sch Ind Engn, Dept Elect Elect & Control Engn, Campus Univ,Av Elvas,S N, Badajoz 06006, Spain
[6] Bocconi Univ, Ctr Res Geog Resources Environm Energy & Networks, Via Guglielmo Roentgen 1, I-20136 Milan, Italy
[7] Univ Politecn Catalunya UPC, Barcelona Sch Ind Engn ETSEIB, Av Diagonal 647, Barcelona 08028, Spain
[8] Univ Bretagne Sud UBS, Fac Sci & Engn Sci, 27 Rue Armand Guillemot CS 7030, F-56321 Lorient, France
[9] Univ libre Bruxelles ULB, Fac Sci, Av Antoine Depage 30, B-1000 Brussels, Belgium
关键词
Charging station; Electric vehicle; Recurrent neural networks; Fuzzy systems; Emissions; RENEWABLE ENERGY; INTEGRATION; SYSTEMS; DESIGN; HOMER; MODEL;
D O I
10.1016/j.enconman.2023.117501
中图分类号
O414.1 [热力学];
学科分类号
摘要
The transportation system is one of the crucial requirements of day-to-day human life. The car is one of the most attractive modes of transportation system for human beings. The demand for electric vehicles (EVs) has been growing dramatically in the last few years to reduce environmental impacts. This article provides a proposed electric vehicle charging station (EVCS) development with detailed planning and comprehensive analysis for Shah Amanat (CGP) International Airport, Chattogram, Bangladesh. A load profile prediction method is developed by utilizing Fuzzy logic and RNN-LSTM, taking account of climate data, battery state of charge (SOC), vehicle occupancy, and flight schedules. After predicting the load profile, an average load of 10.54 MWh/day is generated as output. This load profile is used in optimization software to optimize the operational and economic performance of the components and determine the most cost-effective design of the EVCS. Four scenarios with different resource combinations were explored, and Scenario-3 (S3): grid-tied Photovoltaic (PV) and wind turbine (WT) configuration was found to be the optimal scenario, with a cost of energy (COE) of $0.041/kWh based on the renewable fraction (84.3 %) and profitability index (5.55). Given these results and a suitable charging tariff ($0.140/kWh), the estimated profit was calculated to be $0.22 M/year. In comparison to the grid-only scenario (Base Scenario), Net present cost (NPC), COE, and emission can be lowered by 84 %, 63 %, and 75 %, respectively. As EVs have yet to enter the country's market, the feasibility research will assist decision-makers in determining the best adoption of integrating EVCS using renewable energy.
引用
收藏
页数:12
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