Analysis of Using Biogas Resources for Electric Vehicle Charging in Bangladesh: A Techno-Economic-Environmental Perspective

: The growing popularity of electric vehicles (EV) is creating an increasing burden on the power grid in Bangladesh due to massive energy consumption. Due to this uptake of variable energy consumption, environmental concerns, and scarcity of energy lead to investigate alternative energy resources that are readily available and environment friendly. Bangladesh has enormous potential in the ﬁeld of renewable resources, such as biogas and biomass. Therefore, this paper proposes a design of a 20 kW electric vehicle charging station (EVCS) using biogas resources. A comprehensive viability analysis is also presented for the proposed EVCS from technological, economic, and environmental viewpoints using the HOMER (Hybrid Optimization of Multiple Energy Resources) model. The viability result shows that with the capacity of 15–20 EVs per day, the proposed EVCS will save monthly $16.31 and $29.46, respectively, for easy bike and auto-rickshaw type electric vehicles in Bangladesh compare to grid electricity charging. Furthermore, the proposed charging station can reduce 65.61% of CO 2 emissions than a grid-based charging station.


Introduction
Bangladesh is an energy-starved country due to rapid industrialization where the natural gas and petroleum products are the primary sources of energy. These sources are extensively used in electricity generation and transportation sector. However, the scarcity of these resources and concerns of environmental pollution lead the researchers to incorporate renewable energy resources in electricity generation [1][2][3]. As petroleum resources are significantly decreasing while increasing their cost throughout the entire world, it is essential to consider highly available renewable resources to meet the energy demand for electricity generation as well as the transportation sector [4].
significantly [27]. A study in the context of Denmark shows that biogas used for EV charging reduces fuel consumption and GHG emission [28,29]. Biogas can be converted into bio-CNG which is further used for vehicles. Biogas applications in EV charging can be good hope for reducing the use of fossil fuel and GHG emission from the transport sector remarkably [30][31][32].
To the best of the author's knowledge, no initiative up to date has been taken place to determine the feasibility of biogas/biomass incorporation in EV charging stations in Bangladesh. Therefore, this study carried out to open a new research platform for using available biogas/biomass resources in EV charging. Furthermore, eco-friendly, cheapest, and effective waste management facilities grow up our interest in performing this research on the use of biogas resources for EV charging.
In this paper, the prospects and potentials of biogas/biomass resources are analyzed using the available real data detailed in Section 2. Based on the potentiality of biogas resources, a novel model for the EV charging scheme is proposed in Section 3 which includes system components, mathematical modeling and analysis of the proposed EVCS using solar and biogas resources. Section 4 presents the schematic arrangement of the proposed EVCS. The technological, financial and environmental analysis using HOMER model is presented in Section 5 which also includes the socio-economic benefits of the proposed EV charging station. Finally, Section 6 demonstrates the conclusion with future research directions for sustainable development through the integration of biogas resources for EV charging.

Electric Vehicle in Bangladesh
Electric Vehicles are now running almost all corners of Bangladesh. There are three types of EVs used in Bangladesh: the Easy Bike carries five passengers, the auto-rickshaw carries two passengers and the electric motorcycle carries two passengers. These EVs can travel for distances ranging from 70-120 km and the energy required per day is about 8-11 kWh. All of these vehicles are charged from the utility grid as a residential consumer. However, the EV charging rate declared by the government is higher than the residential consumer and EV owner treated as a business consumer. Thus, the government is facing difficulties with earning profit from the power sector. Furthermore, lack of EV charging stations as well as load shedding are also issues for the EV industry in Bangladesh. Most recently, the solar energy-based EV charging stations are being built in different points of Bangladesh. However, these charging stations are operational only a few hours a day on average due to lack of effective solar irradiation. Therefore, the government needs a massive plan to establish new charging stations all over the country to reduce the pressure on the grid performance. To charge an EV fully from the grid-based charging station cost 120-150 BDT/day [33]. For a km run, it needs approximately 0.11 kWh and costs BDT. 1.078. Specifications of the EVs used in Bangladesh are given in Table 1.

Potential of Biogas Resources in Bangladesh
Biogas is a source of energy that can be used for electricity generation, cooking, and other heating applications. Typically, it is a mixture of methane and carbon-di-oxide, produced by the breakdown of the organic wastes without oxygen. Biomass is also a resource of bio-energy which consists of wood, crop residues, foods, garbage, and landfill gas.
In Bangladesh, huge potential of biodegradable resources such as animal waste, food substrate, wood and paper, garbage are municipal solid wastes are treated as the primary sources of biogas. The chemical composition of biogas is shown in Table 2.  Table 3. The wastes produced from this livestock can be used to generate power. Agriculture residues contribute largely to biomass generation. These residues are mainly rice husk, crops, sugarcane bagasse, forest residues, jute, and vegetables. Bangladesh is a major rice-producing country. Rice straw and rice husk are the main residues of rice. Depending on the residue collection period, the crop residues can be categorized as field residues and processed residues. The rice straw and rice husk residue recoverable rate is 35% and 100%, respectively. Sugarcane residue is one of the powerful resources of biomass. In Bangladesh, the volume of sugarcane cultivation reached about 4,434,070 metric tons. The tops and leaves, bagasse residues are used as biomass energy where recoverable residue rate for processed bagasse is 73.42%. Jute is another biomass source in which the recoverable rate is 37.12%. All of these agriculture residues can be a good source of biomass for power generation and also useful in heating applications [36].

Municipal Solid Waste (MSW)
Waste disposal is an emerging problem in almost all of the urban areas. Rapid urbanization and industrialization increase the rate of waste disposal per day. Near about 4200 tons of MSW generates in Dhaka city in every day. The improper management of MSW creates a negative environmental impact, and it appears to be a growing concern at present. The proper management of these wastes can be a tremendous source of energy generation. The government and other stakeholders are thinking about this matter. Recently GIZ and the German development agency performed a detailed feasibility study in collaboration with the Sustainable and Renewable Energy Development Authority (SREDA) in Bangladesh to identify the prospects and potentials of MSW for generating electricity in Keraniganj, Dhaka. The experts recommended dry fermentation technology for the waste to energy project (WTE), Keraniganj. Depending on the suitable waste management, the expert advised to establish 4-5 MW power plants based on organic waste and industrial waste. Bangladesh Power Development Board (BPDB) aim to establish 1 MW unit combined heat and power. Hence, for understanding the electricity generation potentials, it is advised to account for the per capita MSW generation. In Bangladesh, the estimated per capita MSW generation rate is approximately 0.5 kg. The MSW generation scenario in urban areas of Bangladesh is shown in Table 4. Waste generation in Bangladesh is illustrated in Figure 1 according to the type of waste. In Bangladesh, Infrastructure Development Corporation Limited (IDCOL) and Grameen Shakti are working together to develop several biogas plant. They have plant to establish approximately 80,000 small biogas plants. The government of Bangladesh is also aiming to establish 1 MW biomass-based plant and 5 MW of biogas-based plants in different regions [37]. Power Development Board (BPDB) aim to establish 1 MW unit combined heat and power. Hence, for understanding the electricity generation potentials, it is advised to account for the per capita MSW generation. In Bangladesh, the estimated per capita MSW generation rate is approximately 0.5 kg. The MSW generation scenario in urban areas of Bangladesh is shown in Table 4. Waste generation in Bangladesh is illustrated in Figure 1 according to the type of waste. In Bangladesh, Infrastructure Development Corporation Limited (IDCOL) and Grameen Shakti are working together to develop several biogas plant. They have plant to establish approximately 80,000 small biogas plants. The government of Bangladesh is also aiming to establish 1 MW biomass-based plant and 5 MW of biogas-based plants in different regions [37].

Mathematical Model of System Components
To develop the EV charging stations based on biogas requires information about energy demand, biogas/biomass potential, size of the biogas plant, available space for the plant, initial cost, O & M cost per year and finally, the daily output from the plant. The environmental factors also need to be analyzed before establishing an EVCS. The proposed EVCS will be designed for charging [15][16][17][18][19][20] EVs which require 20 kW power daily. The design and development phases of the proposed EVCS are detailed below.

Technical Components
This sub-section provides the details of all technical components of the proposed EVCS.

Energy Required for EVs
Energy required for an EV depends on its battery capacity, State of Charge (SOC) level, and duration of charging, as expressed in equation 1 [38]. The proposed charging station is open for 24 hours daily. Thus, the total energy demand by an EVCS is the product of the number of EV coming in a day and its energy requirement, as shown in equation 2 [38].

Mathematical Model of System Components
To develop the EV charging stations based on biogas requires information about energy demand, biogas/biomass potential, size of the biogas plant, available space for the plant, initial cost, O & M cost per year and finally, the daily output from the plant. The environmental factors also need to be analyzed before establishing an EVCS. The proposed EVCS will be designed for charging [15][16][17][18][19][20] EVs which require 20 kW power daily. The design and development phases of the proposed EVCS are detailed below.

Technical Components
This sub-section provides the details of all technical components of the proposed EVCS.

Energy Required for EVs
Energy required for an EV depends on its battery capacity, State of Charge (SOC) level, and duration of charging, as expressed in Equation (1) [38]. The proposed charging station is open for 24 h daily.
Thus, the total energy demand by an EVCS is the product of the number of EV coming in a day and its energy requirement, as shown in Equation (2) [38].

Waste Required for the Power Generation
Total waste requirement for electricity generation in an EVCS is an essential parameter for designing biogas-based charging station. Poultry waste, cow dung and MSW are considered to be the biogas/biomass resources for the power generation. However, the energy output will not be the same for different types of wastes. In this study, these wastes are mixed together to ensure effective anaerobic co-digestion for enhancing biogas production capability as well aprocess efficiency [39].
Therefore, for the evaluation of electricity generation from various wastes, Equation (3) is formulated for possible electricity generation.
In Equation (3) W, B W and B kW stand for total waste in kg, biogas production per kg of waste and biogas required for 1 kW electricity generation, respectively. According to different literature, it is assumed that for poultry waste and MSW biogas production per kg of waste is 0.074 m 3 and for cow dung biogas produced per kg is 0.037 m 3 [40,41]. Moreover, the biogas required for 1 kW electricity generation is 0.7 m 3 /h is demonstrated in a research [42,43]. Table 5 shows that the different waste requirements for producing 70 m 3 biogas yield. Table 6 shows the cost and available size of the digester in the renewable sectors of Bangladesh.  Table 6. Cost and size of the digester.

Size of the Digester (m 3 ) Biomass Required (kg) Cost of the Digester (USD)
3.2 56 538 4.8 85 650 2.0 35 350 As in this research, the size of the digester is assumed to be 70 m 3 to produce 100 kWh of electricity per day. Therefore, according to the available digester size in the local markets of Bangladesh, we have chosen 4.8 m 3 digester of 14 nos. and a 3.2 m 3 digester for fulfilling the demand of total 70 m 3 . This digester will require 1246 kg biomass per day to generate biogas yield of 70 m 3 .

Digester Design
An anaerobic digester is the main component of a biogas plant in which biogas is produced after the breakdown of organic waste in the absence of oxygen. The produced biogas can be used for driving transport vehicles and generating electricity. The volume of the digester is the product of the daily substrate input and the retention time which is expressed as Equation (4) [44].
Retention time depends upon the temperature. Contemporary research performed on biogas plant reveals that for mesophilic digestion where temperature rises from 30 • C to 42 • C, retention time should be greater than 20 days [42].
Acceptable retention time for anaerobic digestion is 20 days, 40 days, and 60 days. The higher the retention time leads to higher production of biogas yield because of high methane content and acceptable range of p H values, shown in an experimental study [45]. The design of retention time can be determined by the following well known Equation (5) which is valid for primary sludge digestion on an anaerobic digestion process [46].
where kinematic co-efficient of anaerobic digestion, K d = 0.272 × 1.048 (θ−33) , η = degree of sludge stabilization (0.15), σ = correction factor for raw sludge content (1.0), θ = temperature in the digester, 40 • C. In this research, minimum retention time is assumed as 20 days for the temperature of 35 • C. The substrate input is a combination of waste supplied to a digester and water, as expressed in Equation (6), and the volume of substrate input is expressed in Equation (7).
where ρ is the density of substrate input.

Gasholder
The gasholder is used in biogas plants to hold the biogas produced by the digester. The design considerations are the rate of biogas generation (V Z,C ) and the rate of consumption (V C,R ). It should be designed in such a way so that it can hold a maximum amount of biogas during the zero-consumption period, as expressed in Equation (8) [47].
The digester and gasholder ratio typically ranges from 3:1 to 10:1. However, a 5:1 ratio is the most frequently used in the biogas plants. Different studies explained that the gasholder should be capable of storing 60% of the biogas produced daily [48]. Therefore, the size of the gasholder in this research is calculated as 42 m 3 where the daily biogas production is about 70 m 3 .

Biogas Generator
Biogas engine converts biogas energy into mechanical energy. Biogas engine is coupled with an alternator which is driven by the mechanical energy for electricity generation. High efficiency generator maximizes electricity generation and enhances overall biogas plant efficiency. For electricity generation, we have chosen low cost gas pilot injection engine which is suitable for lower heating value of biogas and provides electrical efficiency is approximately about 30-44%. The rating selected for generator is 150 kVA which runs at 1500 RPM.

Converter
It is used to convert the AC voltage into DC for charging EVs. It is assumed that the converter has 90% efficiency. The converter is connected to the charging assemblies where EV is charged.
After this conversion, a DC-DC converter is employed in EV charger for providing fixed DC output voltage for the battery.

Battery
The battery is used to store the excess energy when the EV is unavailable to charge. Therefore, it should be designed very carefully to handle the emergency. It is assumed that the battery bank is designed to store the energy of 50 kWh. The battery capacity is expressed as Equation (10).
where V and Q are the voltage and electric charge respectively. The charging profile of an EV depends upon the following factors: EVs arrival time, charging level, and time required to recharge the battery. The energy required to charge the battery can be determined by following Equation (11) [49].
where E K is the total energy required to charge the battery (kWh), SOC k is the percentage of remaining charge in the vehicle battery, C k is the battery capacity, and η k charger is the efficiency of the vehicle battery charger assumed as 90%.

Cost of Energy
The EVCS delivers power to the consumer based on power demand and power availability. The cost of charging EVs per kWh is called the cost of energy (COE). In the case othe proposed EVCS, the charging cost can be determined by the following Equation (12) [50].
The C Base is the base or minimum value of the EV charging cost, and C variable is the variable cost of charging depending on the time. It may vary according to the peak and off-peak periods and thus the charging cost also varies.

Net Present Value
Net present value (NPV) is calculated by subtracting the present values of cash outflows from the present values of cash inflows. Equation (13) describes NPV: where R t = Net cash inflow-outflows during a single period, I = discount rate and t = Project life time in years.

Benefit-Cost Ratio
The Benefit-Cost Ratio (BCR) is a strong financial term which indicates that the project will deliver positive or negative net present value to the investors. This ratio demonstrates overall relationship between relative costs and benefits of a specific project. Equation (14) describes the BCR for any project within a time period.
where PV Benefits and PV Costs are present values of benefits and costs respectively.

Payback Period
It is expressed in years after which the investment is equal to its total cash in-flow. It indicates the project will be profitable at the end of the payback period. Equation (15) demonstrates the payback period where the payback period should not be higher than a lifetime in years for a successful project.

Profitability Index
It is defined as the ratio of future cash in-flow and cashes outflow. This index determines that the project would be profitable or not. If the project is profitable, the profitability index would be higher than unity. Equation (16)

Design of the Proposed EVCS
The conceptual design of the proposed biogas-based EVCS where animal and other wastes are collected and processed to recover the energy content is discussed in this section. Animal wastes and MSW are mixed together in order to achieve co-digestion which improves the efficiency of the biogas generation process [39]. The mixer is used to mixing up the slurry which is made by a combination of processed waste and water. The anaerobic digestion depends upon the waste material and temperature in the digester. The biogas generation rate increases with the increase of temperature. In the proposed plant, thermophilic process is chosen due to its benefits over mesophilic and psychrophilic process. The major advantages of thermophilic process over mesophilic are lowering retention time and improving digestion efficiency. In Bangladesh, temperature is suitable for mesophilic operation; however, a thermophilic process can be adopted using the heat produced by the biogas engine itself. After the completion of anaerobic digestion using available fixed dome type digester, biogas is produced. The biogas is stored in a gasholder at the low consumption period which is designed to store 60% of the daily biogas production. The size of the digester is determined by the retention time and daily feedstock/substrate input. The produced biogas is warm and it contains a large amount of water vapor. The gas purification plant mainly removes the H 2 S content because it is corrosive with the CO 2 and water. After completion of purification process, the biogas yield goes to the combined heat and power (CHP) system which has an engine, heat recovery system and generator. A biogas generator is coupled with the engine that finally converts mechanical energy into electrical energy. Only 35% of biogas energy is converted into electricity where 55% is converted into heat and 10% becomes system losses. Using CHP unit, the energy efficiency will be increased due to the use of recovered heat as well as fewer environmental pollutions. The heat produced from this plant can be used for many purposes, including domestic use, restaurant hot water supply, and in hospital/medical centers. As the heat demand is not constant, heat storage is used for storing excess heat. On the other hand, the electrical energy produced from the generator can be linked together with EV charger that is responsible for charging EV batteries [51]. In addition, digestate slurry can be used to land and ponds as fertilizer and fish feed. It is important to choose appropriate location for establishing biogas plant based on the availability of the waste materials and water, sufficient area, and so on. With the above discussed features, a conceptual design of the proposed biogas-based EVCS is developed and is shown in Figure 2. used to land and ponds as fertilizer and fish feed. It is important to choose appropriate location for establishing biogas plant based on the availability of the waste materials and water, sufficient area, and so on. With the above discussed features, a conceptual design of the proposed biogas-based EVCS is developed and is shown in Figure 2.

Results and Discussion
The load curve in Figure 3 is obtained from the local private EV charging station in Gazipur district, Bangladesh which shows the EV load variation with time.

Results and Discussion
The load curve in Figure 3 is obtained from the local private EV charging station in Gazipur district, Bangladesh which shows the EV load variation with time.
It is seen from Figure 3 that in the evening period, load gradually increases and at the morning hour load is relatively lower than other times. The scenario of the EVCS is similar to the other EVCS in Bangladesh. The EV demand is almost constant throughout the year for a specific EVCS. However, in case of newly joined EV in the transportation sector causes extra burden to the power system.
In addition to the electricity demand, the proposed biogas plant will be effective for meeting heat demand of the nearby users such as residential buildings, restaurant, tea stall, and hospital/medical center. The heating demand profile is shown in Figure 4 which is derived from the village of Gazipur district in Bangladesh where the planned biogas plant will be established. The maximum heat demand is seen at noon and evening period. However, after the midnight to early morning, the heat demand declines and remains approximately constant. Figure 5 shows the monthly collection of biomass from the nearby cattle farm, poultry farm, and urban areas of Gazipur district, Bangladesh. All types of wastes are collected from the same village where the proposed EVCS aim to be established. Therefore, the transportation cost for the waste material will be much lower.

Results and Discussion
The load curve in Figure 3 is obtained from the local private EV charging station in Gazipur district, Bangladesh which shows the EV load variation with time.  It is seen from Figure 3 that in the evening period, load gradually increases and at the morning hour load is relatively lower than other times. The scenario of the EVCS is similar to the other EVCS in Bangladesh. The EV demand is almost constant throughout the year for a specific EVCS. However, in case of newly joined EV in the transportation sector causes extra burden to the power system.
In addition to the electricity demand, the proposed biogas plant will be effective for meeting heat demand of the nearby users such as residential buildings, restaurant, tea stall, and hospital/medical center. The heating demand profile is shown in Figure 4 which is derived from the village of Gazipur district in Bangladesh where the planned biogas plant will be established. The maximum heat demand is seen at noon and evening period. However, after the midnight to early morning, the heat demand declines and remains approximately constant.  Figure 5 shows the monthly collection of biomass from the nearby cattle farm, poultry farm, and urban areas of Gazipur district, Bangladesh. All types of wastes are collected from the same village where the proposed EVCS aim to be established. Therefore, the transportation cost for the waste material will be much lower.  The proposed EVCS is designed for generating electricity for charging EVs according to the battery SOC. The monthly power generation from the proposed EVCS is shown in Figure 6 where the maximum generation is in July and the minimum in February. It depends upon the biomass collection. The processed biomass is ready for anaerobic digestion in the fixed dome type or floating dome type digester. In accordance with the calorific value of the waste materials, the biogas produces, and thus, electricity is generated.
It is worth mentioning that outputs of a biogas plant are in the form of heat and biogas. Only 35% of the biogas is used for generating electricity but 65% of the output energy is used for mechanical losses and heat [52]. Of the produced heat, 20-30% goes toward heating the slurry of the digester. The heat produced from this plant can be a good source for cooking. One biogas stove requires approximately 19 MJ/hr for daily cooking of a family [53]. In that case, the proposed 70 m 3 biogas plant produces 565 MJ/day which can supply heat water to many places such as residential buildings, restaurant, tea stall, and hospital/medical center. In most of the cases, residential building requires heat to cook foods during morning, noon, and evening period. Besides, hot water is required in restaurants, tea stalls, as well as health care centers.  Figure 5 shows the monthly collection of biomass from the nearby cattle farm, poultry farm, and urban areas of Gazipur district, Bangladesh. All types of wastes are collected from the same village where the proposed EVCS aim to be established. Therefore, the transportation cost for the waste material will be much lower. The proposed EVCS is designed for generating electricity for charging EVs according to the battery SOC. The monthly power generation from the proposed EVCS is shown in Figure 6 where the maximum generation is in July and the minimum in February. It depends upon the biomass collection. The processed biomass is ready for anaerobic digestion in the fixed dome type or floating dome type digester. In accordance with the calorific value of the waste materials, the biogas produces, and thus, electricity is generated. It is worth mentioning that outputs of a biogas plant are in the form of heat and biogas. Only 35% of the biogas is used for generating electricity but 65% of the output energy is used for mechanical losses and heat [52]. Of the produced heat, 20%-30% goes toward heating the slurry of the digester. The heat produced from this plant can be a good source for cooking. One biogas stove requires approximately 19 MJ/hr for daily cooking of a family [53]. In that case, the proposed 70 m 3 biogas plant produces 565 MJ/day which can supply heat water to many places such as residential buildings, restaurant, tea stall, and hospital/medical center. In most of the cases, residential building requires heat to cook foods during morning, noon, and evening period. Besides, hot water is required in restaurants, tea stalls, as well as health care centers.
In a biogas plant, the production of biogas is not only the output parameter, but digestate produces from the anaerobic digestion is also carries importance. Digestate can be formed as an excellent fertilizer, and selling this bi-product at a minimum rate to the farmer's, the EVCS developer can minimize the running cost of the plant.
The daily electricity required for 15-20 EVs is approximately 100 kWh based on their battery In a biogas plant, the production of biogas is not only the output parameter, but digestate produces from the anaerobic digestion is also carries importance. Digestate can be formed as an excellent fertilizer, and selling this bi-product at a minimum rate to the farmer's, the EVCS developer can minimize the running cost of the plant.
The daily electricity required for 15-20 EVs is approximately 100 kWh based on their battery capacity, SOC, and duration of charging. However, if the electricity generation exceeds the demand, then the excess power is transferred to the nearby residential areas for light load applications. This excess power is taken into consideration when calculating economic parameters.

Cost Analysis of the Proposed EVCS
The economic parameters related to the proposed EVCS consist of initial capital cost, O & M cost, replacement cost, cost of energy, and payback period. These parameters play a vital role in the accomplishment and desired success of the project. Table 7 shows the economic parameters of the proposed EVCS using biogas resources. The O & M cost includes waste transportation cost along with all of the running costs of the plant. It can be minimized by selling slurry as fertilizer at a minimum rate. The HOMER analysis helps to determine the COE, benefit-cost ratio, annual cash flow, payback period and profitability index.  Figure 7 shows the profitable period and payback period of the proposed EVCS where it is observed that after 4.99 years, the project will be profitable. The Benefit-Cost Ratio and profitability index are found to be 1.17 and 2.002 which indicates the proposed project would be economically viable.   Figure 7 shows the profitable period and payback period of the proposed EVCS where it is observed that after 4.99 years, the project will be profitable. The Benefit-Cost Ratio and profitability index are found to be 1.17 and 2.002 which indicates the proposed project would be economically viable.

Environmental Aspects of the Proposed EVCS
Electric Vehicles are becoming popular day by day due to their eco-friendly nature. The greenhouse gases (GHG) emission and other pollutants which are noxious to the environment are reduced by using EV. In Bangladesh, the CO 2 emissions are per unit of electricity generation is approximately equal to 640 g [54]. The primary sources of electricity generation in Bangladesh are natural gas and coal. These two resources are limited and producing a large amount of CO 2 emissions. As compared to these resources, renewable resources such as biogas/biomass have more significant advantages of reducing CO 2 penetration from electricity generation purposes.
In this proposed charging station, biogas and biomass are used to generate electricity which will further charge the EVs. Thus, the CO 2 emissions are reduced significantly by using biogas resources. Figure 8 illustrates the comparison of the CO 2 emissions from the grid-based EVCS and biogas-based EVCS. In the proposed EVCS, yearly CO 2 emissions is about 6653 kg whereas the same demand grid-based charging station produces 19,350 kg of CO 2 . Thus, the CO 2 emissions are reduced to 65.61% from the grid-based charging station. This is because the utility grid in Bangladesh mostly depends on fossil fuel which generates more GHG emissions than renewables [55].
Sustainability 2020, 12, x FOR PEER REVIEW 14 of 19 In this proposed charging station, biogas and biomass are used to generate electricity which will further charge the EVs. Thus, the CO2 emissions are reduced significantly by using biogas resources. Figure 8 illustrates the comparison of the CO2 emissions from the grid-based EVCS and biogasbased EVCS. In the proposed EVCS, yearly CO2 emissions is about 6653 kg whereas the same demand grid-based charging station produces 19,350 kg of CO2. Thus, the CO2 emissions are reduced to 65.61% from the grid-based charging station. This is because the utility grid in Bangladesh mostly depends on fossil fuel which generates more GHG emissions than renewables [55].
Hence, the EV charging from renewables such as biogas energy would be very much promising as it enhances waste management capability as well as reduces environmental pollution with cost. The waste material pollutes the environment and scatters the acrid lousy smell to the atmosphere. Use of this waste saves the environment from pollution and bad smell. Another advantage is that there is much slurry production, which can be used as fertilizer and it makes the atmosphere fresh and clean. The application of slurry improves the physical, chemical, and biological characters of the soil.

Comparison of Results Between Mathematical Analysis and HOMER Analysis
HOMER analysis provides the result based on inputted renewable resources such as biomass, where the losses associated with the EV charging accessories are not taken into consideration. In the analysis, several other factors, such as variation of biomass collection, uncertainties of weather, and breakdown of charging accessories should be considered when calculating more accurate technological, economic, and environmental parameters.
While economic parameters, such as COE, Net Present Cost (NPC), operating cost, payback period and profitability index are analyzed using the HOMER model to present advantages of power generation from the input resources, the mathematical analysis considers the charging equipment cost and infrastructures for charging five EVs simultaneously. As a result, the economic parameter obtained from mathematical analysis varies from the HOMER results.
GHG emission from biogas-based EVCS is calculated in HOMER software which is only considering the power generation process. However, the GHG emission from EV charging depends on GHG emission from EV charger and battery [56,57]. Hence, the EV charging from renewables such as biogas energy would be very much promising as it enhances waste management capability as well as reduces environmental pollution with cost. The waste material pollutes the environment and scatters the acrid lousy smell to the atmosphere. Use of this waste saves the environment from pollution and bad smell. Another advantage is that there is much slurry production, which can be used as fertilizer and it makes the atmosphere fresh and clean. The application of slurry improves the physical, chemical, and biological characters of the soil.

Comparison of Results Between Mathematical Analysis and HOMER Analysis
HOMER analysis provides the result based on inputted renewable resources such as biomass, where the losses associated with the EV charging accessories are not taken into consideration. In the analysis, several other factors, such as variation of biomass collection, uncertainties of weather, and breakdown of charging accessories should be considered when calculating more accurate technological, economic, and environmental parameters.
While economic parameters, such as COE, Net Present Cost (NPC), operating cost, payback period and profitability index are analyzed using the HOMER model to present advantages of power generation from the input resources, the mathematical analysis considers the charging equipment cost and infrastructures for charging five EVs simultaneously. As a result, the economic parameter obtained from mathematical analysis varies from the HOMER results.
GHG emission from biogas-based EVCS is calculated in HOMER software which is only considering the power generation process. However, the GHG emission from EV charging depends on GHG emission from EV charger and battery [56,57].
Furthermore, the EV battery manufacturing process is also responsible for GHG emission. Therefore, the results of HOMER analysis are different from the mathematical calculation.
In mathematical analysis, the loss associated with the EV charging process is taken into consideration. Thus, the kWh generation in mathematical analysis is less than HOMER result. The operating cost in HOMER analysis is greater than the mathematical analysis because the selling digestate minimizes the cost of waste transportation. Table 8 shows the comparison between HOMER results and mathematical analysis.

Socio-Economic Benefits of the Proposed EVCS
Electric vehicle charging infrastructure opens a newly lucrative area of research and application in Bangladesh. Environmental and socio-economic factors are working behind the popularity of electric vehicles. Electric vehicles such as Easy Bikes, Auto-rickshaws and electric rickshaw vans have a high potential of reducing emissions, improving air quality in both urban and rural areas.
An Easy Bike driver in Bangladesh can easily earn approximately $18-$25 where the energy consumption cost of this car is only $1-$1.25 daily which can be a lucrative income option for many as it cuts the physical labor and saves transportation time. The charging cost of an Easy Bike is around $53 per month. It will be lower than the present cost if the proposed charging station charges the EVs. Table 9 shows the summary of the charging cost in a grid-based system and the proposed EVCS-based system. In addition to the charging cost comparison, the monthly savings by using this EVCS for an EV driver are given in Table 9. The savings are more or less considered as the monthly income for the EV drivers. In a biogas plant, the production of biogas is not only the output parameter, but the digestate produces from the anaerobic digestion is also importance. The digestate can be formed as good fertilizer and selling this bi-product at a minimum rate to the farmers to further minimize the running cost of the proposed EVCS plant.
In this research, the digestate price per kg is taken only in BDT. 1.50 which will inspire the farmers to cultivate using green waste-based composite fertilizer. The Figure 9 illustrates monthly digestate production of the proposed EVCS biogas plant.
Sustainability 2020, 12, x FOR PEER REVIEW 16 of 19 Figure 9. Month wise digestate production from the proposed EVCS.

Conclusion
In Bangladesh, almost all the electric vehicle charging infrastructure is operated by grid electricity, leading to rising power demand, cost, and carbon emission. Although few solar charging stations are established by the government but variable duration of solar radiation and high capital cost, it is important to evaluate use of alternative energy resources to establish sustainable energy development. In this context, it would be beneficial to incorporate available renewable energy resources such as biogas to charge electric vehicles. The concept of using biogas/biomass resources for charging battery-driven electric vehicles opens a promising area of research and application in Bangladesh. In this paper, the proposed EVCS is found economically feasible and the investment will be returned after five years. Mathematical analysis provides results of technological, economic, and environmental parameters which are different from HOMER analysis due to the variation in biomass collection, changes in weather and loss associated with the EV charging process. The proposed EVCS saves $16.31-$29.46 per month than grid-based EVCS. In the case of the environmental aspect, the proposed EVCS can reduce GHG emissions remarkably. The efficient use of locally available wastes in the proposed EVCS ensures continuous power supply, stability, and reliability of the charging infrastructure with proper waste management. Besides, strengthening the national grid by reducing extra burdens of electric vehicle charging, the proposed EVCS may also improve reliability and quality service of the energy sector toward sustainable development.  Ton Months from January to December Figure 9. Month wise digestate production from the proposed EVCS.

Conclusions
In Bangladesh, almost all the electric vehicle charging infrastructure is operated by grid electricity, leading to rising power demand, cost, and carbon emission. Although few solar charging stations are established by the government but variable duration of solar radiation and high capital cost, it is important to evaluate use of alternative energy resources to establish sustainable energy development. In this context, it would be beneficial to incorporate available renewable energy resources such as biogas to charge electric vehicles. The concept of using biogas/biomass resources for charging battery-driven electric vehicles opens a promising area of research and application in Bangladesh. In this paper, the proposed EVCS is found economically feasible and the investment will be returned after five years. Mathematical analysis provides results of technological, economic, and environmental parameters which are different from HOMER analysis due to the variation in biomass collection, changes in weather and loss associated with the EV charging process. The proposed EVCS saves $16.31-$29.46 per month than grid-based EVCS. In the case of the environmental aspect, the proposed EVCS can reduce GHG emissions remarkably. The efficient use of locally available wastes in the proposed EVCS ensures continuous power supply, stability, and reliability of the charging infrastructure with proper waste management. Besides, strengthening the national grid by reducing extra burdens of electric vehicle charging, the proposed EVCS may also improve reliability and quality service of the energy sector toward sustainable development.

Conflicts of Interest:
The authors declare no conflicts of interest.