Ijraset Journal For Research in Applied Science and Engineering Technology
Authors: Dr. Richa Tiwari, Mr. Vivek Gupta, Pranav Ganna, Kunal Jain, Jenish Bohra, Sumit Kumar, Ajay Prakash Gupta
DOI Link: https://doi.org/10.22214/ijraset.2023.50677
Certificate: View Certificate
The emergence of EVs and technology is a constant topic of discussion around the world. The government has also raised awareness of EVs across the country and focused on reducing emissions and improving air quality, so there has always been a focus on EVs and their benefits. The purpose of this study is to give consumers a rational idea of the advent of electric vehicles. This will help educate consumers about the current scenario of EVs and their advantages over conventional vehicles. The data used in this study is collected by Snowball sampling of 123 respondents in an online questionnaire. A pilot study conducted before the main study also provided better insight into the market. The positive correlations found between factors point to a bright future for electric vehicles. Key factors such as reliability, smooth driving, fast charging and environmental friendliness are some of the criteria that consumers consider when choosing a vehicle. Raising awareness of electric vehicles and their benefits could also be an important step. In the future, we will be able to conduct detailed studies on the environmental impact of electric vehicles and technological progress in this area. In Bengaluru as a city, the EV industry is growing rapidly, creating jobs, reducing operating costs, and advancing technology over the years.
I. INTRODUCTION
A. Concept
The concept of electric cars is said to date back to 1837. Robert Davidson built a small electric locomotive in Scotland, then Thomas Davenport built a small electric car in the United States. But at the start of the 21st century, the concept started to become more and more important. Since then, electric vehicles have continuously proved to be an absolute innovation in achieving sustainability. An electric vehicle (EV) is a vehicle that uses more than one electric motor. Instead of relying entirely on gasoline or diesel-powered internal combustion engines, electric vehicles are powered by rechargeable batteries that store energy and drive an electric motor that turns the wheels.
B. Types of Electric Vehicles
1) Battery electric vehicle (BEV)
A battery-powered electric vehicle (BEV) is an electric vehicle that uses a battery as a complete energy storage medium for the vehicle's propulsion. The BEV is charged by plugging it into a power source. They are powered by large batteries that can be charged at home or at charging stations. BEVs have varying ranges depending on battery size and other factors, but are typically between 100 and 300 km on a single charge.
2) Plug-in hybrid (PHEV)
A hybrid electric vehicle is a combination of electric power and gasoline or diesel fuel to drive a vehicle. They can be 'plugins' or 'no plugins'. They can be charged using external power sources, such as BEVs, but they also have the option of using fuel as a backup power source when their batteries are charged less. PHEVs typically have a shorter electric-only range than BEVs, but the gasoline engine helps them keep driving when the battery is low. PHEV uses an internal combustion engine (ICE) and an electric motor. Charging the PHEV can be done from the mains and uses a slightly cleaner and cheaper electric power. The battery's energy is recharged by ICE, wheel movement or by connecting to a charging point.
In general, each type of EV has its own pros and cons depending on individual needs and preferences. Consumers should consider factors such as range, charging infrastructure, and cost when choosing the right electric vehicle for them.
C. Novelty of EVs and its Significance -
The choice of battery depends on energy density, weight and cost. Electric bicycles and low range vehicles have a single battery pack while electric cars have a large number of batteries. Traditionally, most electric vehicles have used lead-acid batteries due to their mature technology, easy availability and low cost. However, since the 1990s, battery technology has evolved significantly, many new types of batteries have been developed over the years. Recently, lithium-ion batteries and its variants are gaining acceptance due to better efficiency, reduced weight, reduced charging time, better power output, longer life and reduced impact. environment of battery disposal.
The following four types of batteries are commonly used today in EVs:
Lithium-ion batteries have a higher specific energy than other types of batteries. In the future, technological innovations with lithium-ion and other battery technologies are expected to result in batteries with much higher specific energy and lower costs.
Electric vehicles are on the rise due to their ability to reduce operating costs compared to older fuel-powered vehicles, as they require less maintenance and can be charged at home or at public charging stations, reducing the need for electric vehicles. to the gas station. In addition, electric vehicles emit less carbon and contribute to a cleaner environment, helping to reduce air pollution and combat climate change. Electric vehicles also benefit the environment by reducing carbon emissions and air pollution. Transport is one of the biggest contributors to greenhouse gas emissions, which is a major cause of climate change. By using electricity as a power source, electric vehicles do not emit exhaust emissions, which can significantly reduce carbon emissions and other harmful pollutants released into the atmosphere. This can help improve air quality in cities and reduce health risks associated with air pollution. In addition, the use of electric vehicles can also contribute to improving energy security. Since electric vehicles can be powered by a variety of sources, including solar and wind, they can help reduce dependence on imported oil and increase energy reliability. This can be especially important for countries that are heavily dependent on oil imports.
The electric motor generates very little noise and vibration when running. As a result, the cabin experience while driving is completely different from that of an internal combustion engine, which produces thousands of controlled explosions per minute and thus provides a peaceful driving experience. Electric vehicles can be charged at home, eliminating the need to go to gas stations and thus saving time and money. Electric vehicles have fewer moving parts and require less maintenance than gasoline-powered vehicles, helping to reduce long-term costs. Electric vehicles emit far fewer greenhouse gases than traditional vehicles, helping to reduce air pollution and combat climate change.
The growth of the electric vehicle market is also likely to create new jobs and stimulate economic growth. As more and more electric vehicles are manufactured and sold, the need for workers in the production, installation and maintenance of electric vehicle parts and charging infrastructure is also increasing. This can help stimulate economic growth and create new job opportunities.
Finally, electric vehicles are also important because they drive innovation in the auto industry. The development of EV technology contributes to the development of new technologies, such as better batteries, more efficient motors and advanced charging infrastructure. These advancements could also have a positive impact on other sectors, such as renewable energy and smart grid technology.
D. Evolution of EVs changing the Global Transportation -
Globally, electric vehicles are growing at a dizzying pace with a compound annual growth rate (CAGR) of 21.7% by 2030, expected to grow from 8.1 million units to 39.21. million pcs. Massive growth is influenced by a number of factors such as efficiency, pollution and environmental concerns.
Company name |
Founded year |
Headquarters |
Tesla |
2003 |
California |
BYD AUTO |
2003 |
Guangdong |
Lucid motors |
2007 |
California |
Polestar |
2017 |
Sweden |
Rivian Automotive |
2009 |
Michigan |
NIO |
2014 |
Shanghai |
2. India
The launch of several indigenous electric vehicle models has also contributed to the growth of the electric vehicle industry in India. In recent years, several Indian companies have launched their own electric vehicle models, including Mahindra e2o, Tata Tigor EV, Hyundai Kona Electric, TVS IQube, Ola, Ather, and more. These models have gained recognition in the market, leading to an increase in EV certification. The development of charging infrastructure also played a role in the emergence of electric vehicles in India. With a number of public and private actors, the government has worked hard to develop a nationwide charging infrastructure that enters the market. The transition to electric vehicles is also driven by a growing awareness of the economic and environmental benefits of electric vehicles. With growing concerns about air pollution and global warming, many people and organizations are now choosing electric vehicles as a more sustainable mode of transportation. In addition, the lower operating costs of electric vehicles compared to traditional vehicles have made them an attractive option for businesses and individuals looking to save money on fuel and maintenance costs. The target of the Indian government's EV initiative offers a cumulative investment opportunity of up to Rs 19.7 lakh ($266 billion is a recent increase in government budget allocations and public investment). companies into electric vehicles to achieve this goal.Central and state governments have approved tax incentives for electric vehicles, charging infrastructure and manufacturing that help achieve total cost of ownership success rates with internal combustion engine vehicle (ICE) for multiple segments and other cases of investment in local production and supply chains Electric vehicle startups attract significant venture capital funding driven by product innovation products and their business models, capturing and creating market opportunities offered by electric vehicles.
3. Karnataka
The emergence of EV startups in Bangalore also played a role in EV adoption in the city. Companies like Ather Energy and Ola Electric are based in Bangalore and have played a key role in promoting the use of electric vehicles through innovative business models and marketing campaigns. For example, Ather Energy offers an electric scooter with a range of up to 100 km and has established its own network of charging stations across the city. The growing awareness of the environmental and economic benefits of electric vehicles has also contributed to their rise in Bangalore. Many people and organizations are now choosing electric vehicles as a way to reduce their carbon footprint and contribute to a clean environment. The lower operating costs of electric vehicles compared to fuel-powered vehicles have made them an attractive option for businesses and individuals looking to save on fuel and maintenance costs. Therefore, the rise and emergence of trams in Bangalore can be attributed to a combination of many factors including government incentives, available charging infrastructure, emergence of company’s electric vehicle startups and growing awareness of the benefits of electric vehicles. As the city continues to battle air pollution and traffic control, electric vehicle use is expected to continue to grow, paving the way for a cleaner, more sustainable future. Bangalore, is known as a tech city with growing awareness of sustainability and environmental issues. As a result, the city has noticed a growing interest in electric vehicles (EVs). The electric vehicle industry in Bangalore is growing rapidly with many startups and established companies investing in research and development of electric vehicles and related technologies.
Company name |
Founded year |
First round Funding (million US Dollars) |
Ola electric |
2017 |
866 |
Ather energy |
2013 |
286 |
Bounce |
2014 |
199 |
Simple energy |
2019 |
33 |
Mahindra electric |
1994 |
250 |
Ultraviolet |
2014 |
37 |
Yulu bikes |
2017 |
23 |
II. LITERATURE REVIEW
Axsen and Kurani (2012) conducted a study to understand consumer attitudes towards electric vehicles in North America and found that there is a significant gap between consumers' perception of electric vehicles and willingness to buy them. While the majority of respondents are familiar with electric vehicles, only a small percentage are willing to consider buying one. Consumer attitudes towards electric vehicles vary widely based on demographic factors such as income, education, and age. Specifically, younger, more educated, and higher-income respondents were more likely to consider buying an electric vehicle than older, less educated, and lower-income respondents.
Wang et al. (2019) conducted a series of studies on consumer intentions to use electric vehicles. The review found that perceived benefits, including environmental sustainability and cost savings, were the main drivers of electric vehicle adoption. The study also found that concerns about charging infrastructure, concerns about the range and high upfront costs of electric vehicles are significant barriers to adoption. It suggests that promoting the perceived benefits of electric vehicles, especially environmental sustainability and cost savings, can be effective in increasing consumer acceptance.
Electric vehicles are more likely to adopt them, and the perceived benefits of owning an electric vehicle are a key driver of adoption. Research also shows that charging infrastructure concerns and scope concerns are significant barriers to adoption (Gao et al., 2020). Manufacturers and policymakers need to focus on increasing consumer awareness and knowledge about electric vehicles to increase usage. The results suggest that promoting the perceived benefits of electric vehicles, such as environmental sustainability and cost savings, can also be effective in increasing consumer acceptance. Asian consumers have a relatively high level of awareness and interest in electric vehicles, with more than 90% of them having heard of EVs and over 60% expressing an interest in purchasing one. There are several key factors influencing Asian consumers' intention to use electric vehicles. These include the perceived environmental benefits of electric vehicles, as well as concerns about air pollution and the negative impact of traditional gasoline-powered vehicles on the environment. Other factors that influence consumer intent include cost savings and the ability to improve the driving experience. Zhang et al. (2020) conducted a study on the Asian market and highlighted the potential of Asian consumers to use electric vehicles, especially in light of growing concerns about air and environmental pollution. Molin et al. (2021) investigated the role of social influence in shaping consumers' intention to use electric vehicles. Research shows that social influence, including peer pressure and social norms, is an important factor in electric vehicle adoption. Additionally, research shows that perceived benefits, such as environmental sustainability and cost savings, are important drivers of adoption. Efforts to increase consumer use of electric vehicles should focus on promoting the perceived benefits of owning an electric vehicle, as well as the social influence to encourage use. Van der Veen et al. (2018) studied the relationship between charging infrastructure and the use of electric vehicles in the Netherlands. Research shows that the availability of charging infrastructure is a key factor in electric vehicle adoption, especially in urban areas. The study also found that government incentives, consumer perception of electric vehicles and perceived benefits of owning an electric vehicle were important factors driving adoption. Efforts to increase electric vehicle use should focus on developing a comprehensive network of charging infrastructure that is widely accessible and convenient for consumers. Charging infrastructure plays an important role in promoting the use of electric vehicles, especially in urban areas where electric vehicle ownership may be more feasible due to shorter journeys and accessibility. More convenient access to charging infrastructure. In addition, government incentives and consumer awareness of electric vehicles in promoting use, such as tax credits or subsidies, can help offset the vehicle's higher initial cost. electricity and make them more affordable for consumers.
A. Research Imperative
Researchers thoroughly studied the literature and it has been understood that EV is an emerging market yet there are certain bottlenecks in the industry and the practitioners need to keenly observe the antecedents of customer inclination towards EVs. Hence, the researchers aim to observe on the imperatives on:
III. RESEARCH METHODOLOGY
A. Research Method
This study was conducted using primary data collected from 123 people from different demographic backgrounds, the majority of them aged 20-25. The purpose of the study is to better understand people's interest and awareness about electric vehicles.
The study aimed to investigate the attitudes and perceptions of young people in Bangalore towards trams for their daily commute. The study used a questionnaire consisting of questions using the Likert scale to measure respondents' attitudes and perceptions towards electric vehicles. The subjects of interest of this study are the residents of Bangalore who already use or want to use electric vehicles for their daily trips. The study focuses on this population and ensures that the study results are relevant and applicable to the target population.
B. Sampling
The study used snowball sampling to sample the population. Snowball sampling is a useful data collection method when access to potential participants is limited. It involved existing participants forwarding the questionnaire to their network of contacts. This method ensures that participants willing to participate in the study are connected to the existing sample. Snowball sampling also makes it possible to include hard-to-reach participants, which is difficult to achieve with other sampling methods.
C. Study Design
The data collection method used in the study was an online questionnaire. The questionnaire was submitted online and included questions using the Likert scale to measure respondents' attitudes and perceptions towards trams. Online questionnaires are an effective data collection method because they allow large amounts of data to be collected in a short time. Additionally, the online questionnaire eliminates the need for manual data entry, reducing the risk of human error. A pilot study was conducted before the main study to understand the electric vehicle market. The pilot study provided valuable information on market trends and customer preferences, helping to formulate relevant questions for the primary research. Pilot studies also help identify potential problems and make necessary adjustments before the main study. Cronbach Alpha tested at 0.93, validating the questionnaire for further study so it was sent to 150 people in a circle to collect and within 6 months a total of 123 valid answers were given, created and present.
D. Data Analysis Tools
The data collected from the respondents were analysed using descriptive and quantitative statistics. Descriptive statistics were used to summarize the data and provide an overview of the respondents' attitudes and perceptions towards electric vehicles. Quantitative statistics were used to measure the degree of agreement or disagreement with the statements presented in the Likert scale questions. The use of both descriptive and quantitative statistics allowed for a comprehensive analysis of the data, providing valuable insights into the research problem.
IV. DATA ANALYSIS AND INTERPRETATION
A. Demography of EV Perception in Bengaluru
An overview on the utilization and acknowledgment of electric vehicles (EVs) in Bengaluru would uncover significant bits of knowledge for a task pointed toward advancing the reception of EVs in the city. The study would have to cover different angles, for example, the accessibility of EV charging foundation, the reach uneasiness of expected purchasers, the degree of mindfulness and information about EVs, the expense of proprietorship, and the apparent natural advantages. Furthermore, the overview ought to likewise accumulate information on the ongoing utilization examples of customary vehicles in Bengaluru to grasp the possible market for EVs. In view of the review results, the venture can foster designated systems to expand the reception of EVs in Bengaluru.
1) Electric Vehicle: A youngsters’ Go-To Choose: The majority of the population consists of youngsters ranging from 18-25 (41.3%). As the focus was on the upcoming generation, lesser samples were collected from the older age group. The study found that the primary group of people interested in electric vehicles were younger individuals who were more cost-sensitive when it came to transportation. Furthermore, the market for electric vehicles was found to be growing at a rapid pace as more individuals were willing to adopt the new technology. This can be attributed to the cost benefits associated with electric vehicles, as well as the positive perception of the technology's future prospects.
The study also found a positive perception towards the development of infrastructure related to electric vehicles, with respondents indicating that more charging stations and other related infrastructure would increase the appeal of electric vehicles. Additionally, respondents were found to be particularly interested in the low environmental impact of electric vehicles, as well as their speed and fast-charging capabilities and reliability.
The study describes that the market for electric vehicles is growing rapidly, particularly among younger individuals who are cost-sensitive and environmentally conscious. As such, the development of infrastructure related to electric vehicles is likely to further increase the appeal of these vehicles and drive their adoption even further. Overall, the study highlights the need for continued research and development in the electric vehicle space, as well as the importance of understanding consumer attitudes and preferences in order to drive adoption and maximize the benefits of this emerging technology.
The study conducted a survey among a sample of younger individuals who use or are interested in using electric vehicles for their daily commute. The study utilized the snowball sampling technique, which involved existing participants referring the questionnaire to their network of contacts. The questionnaire was dispersed online and featured questions using the Likert scale to measure respondents' attitudes and perceptions towards electric vehicles.
The results of the study showed that the majority of respondents preferred electric vehicles with faster charging speeds and longer ranges. They were also likely to consider purchasing electric vehicles that were fuel-efficient and had better acceleration. Moreover, they expressed a willingness to recommend electric vehicles to their friends and family members.
The study's findings shed light on the attitudes and preferences of younger individuals towards electric vehicles, highlighting the need for continued research and development in this area. The results indicate that the adoption of electric vehicles can be maximized by developing vehicles that meet consumer preferences, such as faster charging speeds and longer ranges.
The study found a significant relationship between the factors at a correlation coefficient value of more than .550 which is as follows –
Significant Antecedents of EVs in terms of Customer Perceptions and Buying Behaviour |
Mean |
Futuristic Inclination in buying an electric vehicle |
3.05 |
Significance of acceleration for purchasing an electric vehicle. |
3.09 |
Intent to have the developed & advanced infrastructure for charging stations on the public transportation areas |
2.72 |
Intent to have lower environmental impact with reference to the traditional automobile industry. |
3.19 |
Intent to replace an ICEV (Internal Combustion Engine Vehicle) in order to lower carbon footprint in the environment |
2.96 |
Intent to prefer for cost savings attributes associated with driving any of the vehicles (EV & ICEV) |
3.05 |
Intent to prefer the reliability of electric vehicles compared to traditional ICEV for buying decision |
3.04 |
Intent to have the developed & advanced infrastructure for charging stations in the residential areas |
3.03 |
V. FINDINGS & DISCUSSIONS
The rise of electric vehicles (EVs) as a promising opportunity for gasoline-powered vehicles has led to widespread recognition of the improved infrastructure associated with EVs.
This infrastructure improvement includes charging stations, recycling centres and battery production for electric vehicle parts. The future of electric vehicles is bright as the auto industry turns to electrification to reduce greenhouse gas emissions and sell a sustainable destiny.
Moreover, electric vehicles are very sensitive to the environment, as they produce no emissions, reduce air pollutants and improve the pleasant lifestyle of people in urban areas. The residential EV environment is also an important factor, as it can affect the use and popularity of EVs among the general public. In this essay, we are able to explore the high-quality correlation between EV-related infrastructure improvement, EV fate likelihood, environmental sensitivity, and EV residential environment. Electric vehicles (EVs) have gained popularity in recent years due to their ability to reduce emissions and provide a more sustainable form of transportation. The study showed a positive relationship between vehicle speed, short charging times, low environmental impact and reliability of electric vehicles, underscoring the importance of these factors in the use of electric vehicles.
VI. RECOMMENDATIONS
VII. LIMITATIONS
Like several other studies this study also had limitations on several grounds while the research was going around. On the demographic front we can say that the received responses had an imbalanced difference in their numbers. As with any research study, there are potential limitations that researchers must acknowledge when conducting research on electric vehicles. Some common limitations in the study of electric vehicles could include:
VIII. FUTURE ASPECTS
Adoption of electric vehicles (EVs) is steadily increasing around the world to reduce greenhouse gas emissions, improve air quality, and reduce dependence on fossil fuels. EVs have several advantages, such as lower running costs, lower maintenance requirements, and potential integration with renewable energy sources. However, there are still challenges that need to be addressed to accelerate the adoption of electric vehicles. Future aspects of EVs and research perspectives that may shape future EV development and adoption. The future aspects of electric vehicles (EVs) from a research perspective can be broadly divided into three main areas: Technological advances, Market trends and Environmental impact.
A. Technological Advances
Research into EV technology is expected to drive further advances in areas such as battery technology, charging infrastructure and power electronics. Battery technology is an important research area, with a focus on improving battery capacity, energy density, charging speed and durability while reducing costs. Research is also being conducted on developing faster and more efficient charging technologies, such as ultra-fast charging and wireless charging, to address the issues of charging infrastructure availability and charging time. Power electronics, such as motor drives and power converters, are also areas of research to improve the efficiency and performance of electric vehicles.
B. Market Trends
Research is conducted to understand and forecast market trends related to electric vehicles. This includes researching consumer preferences, acceptance patterns and market dynamics. Research also focuses on the impact of government policies, regulations, and incentives on EV adoption, and understanding the business models and strategies of automakers, charging infrastructure providers, and other stakeholders in the EV ecosystem. I'm here. The market research also examines potential new markets and segments such as electric commercial vehicles, electric public transit, and electric vehicle shared mobility services.
C. Environmental Impact
Research is being conducted to understand the environmental impact of electric vehicles over their entire life cycle, including manufacture, use and disposal. This includes evaluating the environmental benefits of electric vehicles in terms of reducing greenhouse gas emissions, improving air quality and conserving natural resources. This research also focuses on assessing the environmental impact of EV battery manufacturing, recycling, and disposal, as well as potential secondary uses for EV batteries. Life cycle assessments and other environmental impact assessment techniques are used in research to understand the overall sustainability of electric vehicles.
D. Future Outlook for Electric Vehicles
The future of electric vehicles is bright as the automotive industry moves towards electrification to reduce greenhouse gas emissions and promote a sustainable future. Governments around the world have introduced policies to support the adoption of electric vehicles, including:
B. Tax incentives and rebates for buyers of electric vehicles. Additionally, automakers are investing heavily in research and development to improve the performance and affordability of electric vehicles and make them more attractive to consumers. Continuous innovation in battery technology continues to improve EV range and performance, and EV adoption continues to accelerate.
Electric vehicles have gained significant attention in recent years as a potential solution to mitigate climate change and reduce dependence on fossil fuels. With advancements in technology and growing environmental concerns, EVs are expected to play a major role in the future of transportation. Future research perspectives on electric vehicles can encompass several areas of investigation, including but not limited to:
In summary, there is a positive correlation between electric vehicle infrastructure development, electric vehicle future prospects, environmental performance and electric vehicle living environment. Expanding infrastructure such as charging stations and battery recycling is essential for the transition to electrification. The future is bright for electric vehicles as governments and automakers invest heavily in research and development to improve performance and affordability. Electric vehicles are environmentally friendly, emit zero emissions and improve air quality. Developing an electric vehicle-friendly community is important, as the environment in which electric vehicles live can affect public use and acceptance of electric vehicles. Overall, the positive correlation between these factors shows the huge potential of electric vehicles as a sustainable transportation option in the future. The positive correlation observed in the study between vehicle speed, short charging times, low environmental impact and reliability of electric vehicles highlights the importance of these factors in vehicle use. electricity. Research results show that people are more likely to use electric vehicles if they offer a smooth driving experience, are easy to charge, have less environmental impact and are reliable. These factors are critical to the widespread adoption of electric vehicles and should be considered by policymakers and industry leaders when promoting electric vehicle use. To increase the use of electric vehicles, policymakers should encourage the development of fast-charging infrastructure, encourage the purchase of electric vehicles, and invest in research and development to improve battery technology. Additionally, industry leaders are expected to focus on developing electric vehicles that can rival conventional vehicles in speed and reliability. Ultimately, stakeholders need to work together to spread awareness of the benefits of electric cars and encourage more people to use them. In short, the positive correlation found in the study between vehicle speed, short charging time, low environmental impact and reliability of electric vehicles suggests that these factors are critical for the mass adoption of electric vehicles. The results of the study should be useful. In conclusion, the study underscores the importance of understanding consumer attitudes and preferences to drive the adoption of emerging technologies such as electric vehicles. By doing so, policymakers and industry players can ensure that they are developing and deploying technology that meets the needs and wants of their target audience. Ultimately, this will lead to the widespread adoption of electric vehicles and the realization of their full potential in terms of reducing emissions and improving air quality.
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Copyright © 2023 Dr. Richa Tiwari, Mr. Vivek Gupta, Pranav Ganna, Kunal Jain, Jenish Bohra, Sumit Kumar, Ajay Prakash Gupta. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Paper Id : IJRASET50677
Publish Date : 2023-04-19
ISSN : 2321-9653
Publisher Name : IJRASET
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