Status of Pure Electric Vehicle Power Train Technology and Future Prospects

Electric vehicles (EV) are becoming more common mobility in the transportation sector in recent times. The dependence on oil as the source of energy for passenger vehicles has economic and political implications, and the crisis will take over as the oil reserves of the world diminish. As concerns of oil depletion and security of the oil supply remain as severe as ever, and faced with the consequences of climate change due to greenhouse gas emissions from the tail pipes of vehicles, the world today is increasingly looking at alternatives to traditional road transport technologies. EVs are seen as a promising green technology which could lead to the decarbonization of the passenger vehicle fleet and to independence from oil. There are possibilities of immense environmental benefits as well, as EVs have zero tail pipe emission and therefore are capable of curbing the pollution problems created by vehicle emission in an efficient way so they can extensively reduce the greenhouse gas emissions produced by the transportation sector as pure electric vehicles are the only vehicles with zero-emission potential. However, there are some major barriers for EVs to overcome before totally replacing ICE vehicles in the transportation sector and obtain appreciable market penetration. This review evaluates the technological aspects of the different power train systems of BEV technology and highlights those technological areas where important progress is expected by focusing on reviewing all the useful information and data available on EV architecture, electrical machines, optimization techniques, and its possibilities of future developments as green mobility. The challenges of different electric drive trains’ commercialization are discussed. The major objective is to provide an overall view of the current pure electric vehicle powertrain technology and possibilities of future green vehicle development to assist in future research in this sector.


Introduction
An electric vehicle (EV) is a road vehicle which involves motion with electric propulsion. The electric vehicle utilized the features of traction provided by an electric motor consuming the portable and electro chemical energy source. The electrochemical energy conversion linkage system between the vehicle energy source and the wheels is the powertrain of the vehicle. The powertrain of an electric vehicle has electrical as well as mechanical linkage. Passenger vehicles constitute an integral  [36].
Different subsystems combine in EVs like that of internal combustion engine powered vehicles keeping the fossil fuel engine and tail pipe aside. Interaction and connection of these subsystems makes the EV work, and multiple technologies can be employed to operate the subsystems.
Basically, two different approach are followed while producing electric vehicles-most EVs get converted from existing designs based upon traditional ICE vehicles styling [36][37][38]. Engineers have the freedom to coordinate and integrate various EV subsystems so that the subsystem can work together efficiently when the EVs are developed using ground up design methodology [39]. As the packaging requirements of an electric car are different because of an empty space that can be used as baggage storage. This overall body system could be analyzed to improve the outcome of the electric car design process. To make mass appeal that an EV is really different from as an ICE vehicle, the elements in the vehicle body should be designed as per the 'EV technology' that has been used and with the progressive development, further improvement should be expressed in the formal design [40][41][42][43][44][45].
The overall performance of EVs can be improved by utilizing design concepts like light weight body structure, low drag aerodynamic body design, and lower rolling resistance. The vehicle weight has a direct impact on the range and gradeability performance. Lightweight materials like aluminum, fiberglass, or carbon fiber can be utilized to body and chassis structure so as to reduce the curb weight of the vehicle. Improving the body aerodynamic by optimizing the airflow of the vehicle body can helps to reduce the aerodynamic resistance. Tires with lower rolling resistance help in reducing running resistance and help in dynamic modeling to size the power train and extend the range of EVs in driving.
Pure electric vehicles are dependent on their stored energy inside the battery packs, so their driving range depends upon the size of their battery pack. Typically, pure electric vehicles can cover 100-250 km on a single charge depending upon the design of the vehicles, whereas the models with heavy battery pack can have a driving range from 300 km to 500 km [46]. Driving range of a pure electric vehicles depends on driving behaviors, vehicle architecture, conditions of the roads, climate, types of the battery used, and vehicle's age. Once depleted, charging the battery pack takes quite a lot of time compared to refueling a conventional ICE vehicle. The recharging time for electric vehicles depends upon their size of battery pack ranging from 8 h overnight to some more hours [47,48], the fast charging electric vehicles are also getting hit in the market. New electric vehicle with fast charging, ultra-fast facilities can charge the 80% of their battery vehicle as short as within 15 min [49,50]. However, a major barrier that the present electric vehicle is facing is social acceptance. Their low running cost becomes less prominent with their higher capital cost. 'Range anxiety' is also an important barrier to be considered as the driving range of electric vehicles are lower compared to ICE vehicles, and so is their charging time. Also, the insufficient charging infrastructure aggravates range anxiety [51][52][53]. Moreover, new research and development models have come forward to solve the The overall performance of EVs can be improved by utilizing design concepts like light weight body structure, low drag aerodynamic body design, and lower rolling resistance. The vehicle weight has a direct impact on the range and gradeability performance. Lightweight materials like aluminum, fiberglass, or carbon fiber can be utilized to body and chassis structure so as to reduce the curb weight of the vehicle. Improving the body aerodynamic by optimizing the airflow of the vehicle body can helps to reduce the aerodynamic resistance. Tires with lower rolling resistance help in reducing running resistance and help in dynamic modeling to size the power train and extend the range of EVs in driving.
Pure electric vehicles are dependent on their stored energy inside the battery packs, so their driving range depends upon the size of their battery pack. Typically, pure electric vehicles can cover 100-250 km on a single charge depending upon the design of the vehicles, whereas the models with heavy battery pack can have a driving range from 300 km to 500 km [46]. Driving range of a pure electric vehicles depends on driving behaviors, vehicle architecture, conditions of the roads, climate, types of the battery used, and vehicle's age. Once depleted, charging the battery pack takes quite a lot of time compared to refueling a conventional ICE vehicle. The recharging time for electric vehicles depends upon their size of battery pack ranging from 8 h overnight to some more hours [47,48], the fast charging electric vehicles are also getting hit in the market. New electric vehicle with fast charging, ultra-fast facilities can charge the 80% of their battery vehicle as short as within 15 min [49,50]. However, a major barrier that the present electric vehicle is facing is social acceptance. Their low running cost becomes less prominent with their higher capital cost. 'Range anxiety' is also an important barrier to be considered as the driving range of electric vehicles are lower compared to ICE vehicles, and so is their charging time. Also, the insufficient charging infrastructure aggravates range anxiety [51][52][53]. Moreover, new research and development models have come forward to solve the problems related to its disadvantages and also different policies have been assigned for their development support [54]. This paper analyzes the recent powertrain technology of pure electric vehicles. The technology of different drive train systems of BEVs is analyzed t. The technical issues connected with the power train system and subsystem of BEVs designed as a solution to problems are presented and discussed.

Methodology
In this study of the present scenario, technology barriers of BEVs and the feasible solutions developed in the previous reviews are analyzed. This paper has tried to cover as many previous reviews and related technical papers as possible. It first starts with the technological structure of the drive train components of BEVs, their background, present scenario, and their potential for future development. Secondly, the technical issues with the development of BEVs are discussed with possible solutions for existing problems. Finally, the different outcomes of this research are presented. In this research, different sections have been created where the individual components have been discussed in detail. There are different sections for drive train architecture, propulsion unit, energy source, charging system, design optimization using different simulation tools and future development of pure electric mobility. Finally, we summarize the findings of this research.

Electric Vehicle Powertrain Architecture
Electric vehicle architecture or configuration refers to the layout of the energy source and the drive train components of an electric vehicle, an architecture of the EV is flexible when compared with compared with conventional internal combustion engine powered vehicles due to the absence of complex engine setup, no clutch, zero requirement of manual transmission system, no requirement of exhaust pipe, etc. [55][56][57][58][59]. The energy flow in EVs is made with flexible electrical wires with no mechanical linkage, different EV drive systems have different system architecture and different energy sources have different characteristics and different charging systems.
Battery electric vehicles powered by one or more electric engine have the most straight forward architecture as the motor itself can acquired the required power. The detailed foundation of an electric vehicle system along with its interconnection with different component is shown in Figure 2. The basic fundamental components of an electric vehicle system are the motor, controller, power source, and the transmission system.

Methodology
In this study of the present scenario, technology barriers of BEVs and the feasible solutions developed in the previous reviews are analyzed. This paper has tried to cover as many previous reviews and related technical papers as possible. It first starts with the technological structure of the drive train components of BEVs, their background, present scenario, and their potential for future development. Secondly, the technical issues with the development of BEVs are discussed with possible solutions for existing problems. Finally, the different outcomes of this research are presented. In this research, different sections have been created where the individual components have been discussed in detail. There are different sections for drive train architecture, propulsion unit, energy source, charging system, design optimization using different simulation tools and future development of pure electric mobility. Finally, we summarize the findings of this research.

Electric Vehicle Powertrain Architecture
Electric vehicle architecture or configuration refers to the layout of the energy source and the drive train components of an electric vehicle, an architecture of the EV is flexible when compared with compared with conventional internal combustion engine powered vehicles due to the absence of complex engine setup, no clutch, zero requirement of manual transmission system, no requirement of exhaust pipe, etc. [55][56][57][58][59]. The energy flow in EVs is made with flexible electrical wires with no mechanical linkage, different EV drive systems have different system architecture and different energy sources have different characteristics and different charging systems.
Battery electric vehicles powered by one or more electric engine have the most straight forward architecture as the motor itself can acquired the required power. The detailed foundation of an electric vehicle system along with its interconnection with different component is shown in Figure 2. The basic fundamental components of an electric vehicle system are the motor, controller, power source, and the transmission system. The user gives the input through an accelerator and brake to the electric vehicle. Batteries have been the source of energy to power electric vehicles from the origin of EVs. Lead acid batteries were first to be made commercially available for powering electric drive vehicles but now the technology The user gives the input through an accelerator and brake to the electric vehicle. Batteries have been the source of energy to power electric vehicles from the origin of EVs. Lead acid batteries were first to be made commercially available for powering electric drive vehicles but now the technology has progressed to application of NiMH and Li-ion batteries. The batteries require a charger to restore the stored energy. The majority of developed electric vehicles runs on DC brushed machines, induction machines, or permanent magnet machines. The electric motor is driven by a power electronics control system to maintain the required operation of the vehicle. Power electronics also work with the battery charging system to control charging phenomenon and to monitor usability of the battery pack. The auxiliary power supply in electric vehicles provides the required power for all auxiliary systems, mainly the temperature control units that monitors the favorable temperature for battery system for its long runtime and power steering units [60][61][62][63].

Pure Electric Vehicle Architecture
There are different feasible EV architecture systems due the variations in electric drive systems [55,60,62]. Six alternatives architecture that are possible in the EVs as shown in Figure 3. These six alternatives are illustrated in Figure 3. induction machines, or permanent magnet machines. The electric motor is driven by a power electronics control system to maintain the required operation of the vehicle. Power electronics also work with the battery charging system to control charging phenomenon and to monitor usability of the battery pack. The auxiliary power supply in electric vehicles provides the required power for all auxiliary systems, mainly the temperature control units that monitors the favorable temperature for battery system for its long runtime and power steering units [60][61][62][63].

Pure Electric Vehicle Architecture
There are different feasible EV architecture systems due the variations in electric drive systems [55,60,62]. Six alternatives architecture that are possible in the EVs as shown in Figure 3. These six alternatives are illustrated in Figure 3. • Figure 3a presents an electric motor architecture system which has an electric motor, a clutch (C), a gearbox, and a differential (D). The clutch engages or disengages the power flow from electric motor to the wheels like it does in internal combustion engine powered vehicles. The wheels have low speed with high torque in the lower gears and low torque with high-speed in the higher gears. This architecture setup was mostly used in conversion of ICE powered vehicles to EVs utilizing the existing components. • Figure 3b presents a single electric motor architecture with fixed gear. The advantage of this architecture is that the transmission weight is reduced as transmission and clutch have been omitted. Some vehicle conversion using electric machine without transmission system utilize this configuration. • Figure 3c presents an EV architecture using one electric motor. It is an EM with rear wheel drive architecture with fixed gearing and differential integrated into a single assembly, and has been preferred by most of the electric vehicle manufactures at present scenario. Figure 4a shows similar rear wheel drive system used by Mahindra electric e20. • Figure 3d presents a dual-motor architecture. In this configuration, the differential action can be electronically controlled provided by two electric motors that operates at different speeds. In this dual-motor architecture, the driving wheels are derived separately by two separate electric motors separately via fixed gearing. • Figure 3e shows an architecture with a fixed planetary gearing system employed to reduce the motor speed to the desired wheel speed. This architecture is called an in-wheel drive system and • Figure 3a presents an electric motor architecture system which has an electric motor, a clutch (C), a gearbox, and a differential (D). The clutch engages or disengages the power flow from electric motor to the wheels like it does in internal combustion engine powered vehicles. The wheels have low speed with high torque in the lower gears and low torque with high-speed in the higher gears. This architecture setup was mostly used in conversion of ICE powered vehicles to EVs utilizing the existing components. • Figure 3b presents a single electric motor architecture with fixed gear. The advantage of this architecture is that the transmission weight is reduced as transmission and clutch have been omitted. Some vehicle conversion using electric machine without transmission system utilize this configuration. • Figure 3c presents an EV architecture using one electric motor. It is an EM with rear wheel drive architecture with fixed gearing and differential integrated into a single assembly, and has been preferred by most of the electric vehicle manufactures at present scenario. Figure 4a shows similar rear wheel drive system used by Mahindra electric e20. • Figure 3d presents a dual-motor architecture. In this configuration, the differential action can be electronically controlled provided by two electric motors that operates at different speeds. In this dual-motor architecture, the driving wheels are derived separately by two separate electric motors separately via fixed gearing. • Figure 3e shows an architecture with a fixed planetary gearing system employed to reduce the motor speed to the desired wheel speed. This architecture is called an in-wheel drive system and the planetary gearing in this system offers the advantages of a high-speed reduction ratio along with an inline arrangement of input and output shafts [55,60]. • Figure 3f presents an EV architecture without a mechanical gear system. A low-speed outer-rotor electric motor has been installed inside the wheels. The gearless arrangement with outer rotor mounted directly on the wheel rim makes equivalent speed control of the electric motor with the wheel speed and, hence, speed of the vehicle [64][65][66][67].
the planetary gearing in this system offers the advantages of a high-speed reduction ratio along with an inline arrangement of input and output shafts [55,60]. • Figure 3f presents an EV architecture without a mechanical gear system. A low-speed outerrotor electric motor has been installed inside the wheels. The gearless arrangement with outer rotor mounted directly on the wheel rim makes equivalent speed control of the electric motor with the wheel speed and, hence, speed of the vehicle [64][65][66][67].  The above architecture set up depends on the required size and application of EVs, considering compactness, performance, weight, and cost of the vehicles. Presently, the popular configurations are as shown in Figure 3b or 3c, mostly Figure 3c has been widely used in present electric vehicles to drive the both wheels using a single motor. The Nissan Leaf, Chevrolet Spark, Kona and Ioniq from Hyundai, Soul EV, Verito from Mahindra, and Niro from Kia uses front wheel drive system. While EVs can be built with the rear wheel drive system with the same configuration, the Tesla Model S, BYD E6, Reva, E20, E20 sport from Mahindra use rear wheel drive with single speed transmission to drive rear axle.
Figures 3e or 3f have been used in project demos or production at lower scale. The Nissan Blade Glider involves a rear wheel drive system with in-wheel motor arrangement to the application of different amount of torques at two rear wheels to for better cornering performance.
All-wheel drive (AWD) architecture set up utilizes two motors to drive the front and two motors to drive the rear axles. An all-wheel drive architecture system is shown in Figure 4b. AWD configurations provide better traction control and avoids slipping. Torque vectoring can be used for better cornering performance [62,[67][68][69]. AWD architecture systems with in-wheel motor systems can be utilized in cars like Nissan IMX as shown in Figure 4b providing an efficient driving performance.

Electric Propulsion
In electric vehicles, the electric motor utilizes the energy source from battery pack and converts the electric energy into mechanical power. The electric machine and drives combine as a single unit to form propulsion unit in electric vehicles to drive them.

Electric Machines and Drives
Electric machines are used for converting the energy from electrical to mechanical and vice versa. In electric vehicles, electric machines are used to provide power and torque to the transaxle for propulsion. The electric motor provides propulsive power in electric vehicles. The efficiency of energy conversion by electric machine is higher compared to internal combustion engine, in between 80-95% [70,71]. An electric motor provides high torque and high-power density with better torque characteristics at lower speed and the instantaneous power rating with two or three times the rated power of the motor [64]. The electric machines process the power in the reverse direction when turning the electric motors as generators. The braking mode can be termed as regenerative braking. The above architecture set up depends on the required size and application of EVs, considering compactness, performance, weight, and cost of the vehicles. Presently, the popular configurations are as shown in Figure 3b or Figure 3c, mostly Figure 3c has been widely used in present electric vehicles to drive the both wheels using a single motor. The Nissan Leaf, Chevrolet Spark, Kona and Ioniq from Hyundai, Soul EV, Verito from Mahindra, and Niro from Kia uses front wheel drive system. While EVs can be built with the rear wheel drive system with the same configuration, the Tesla Model S, BYD E6, Reva, E20, E20 sport from Mahindra use rear wheel drive with single speed transmission to drive rear axle. Figure 3e or Figure 3f have been used in project demos or production at lower scale. The Nissan Blade Glider involves a rear wheel drive system with in-wheel motor arrangement to the application of different amount of torques at two rear wheels to for better cornering performance.
All-wheel drive (AWD) architecture set up utilizes two motors to drive the front and two motors to drive the rear axles. An all-wheel drive architecture system is shown in Figure 4b. AWD configurations provide better traction control and avoids slipping. Torque vectoring can be used for better cornering performance [62,[67][68][69]. AWD architecture systems with in-wheel motor systems can be utilized in cars like Nissan IMX as shown in Figure 4b providing an efficient driving performance.

Electric Propulsion
In electric vehicles, the electric motor utilizes the energy source from battery pack and converts the electric energy into mechanical power. The electric machine and drives combine as a single unit to form propulsion unit in electric vehicles to drive them.

Electric Machines and Drives
Electric machines are used for converting the energy from electrical to mechanical and vice versa. In electric vehicles, electric machines are used to provide power and torque to the transaxle for propulsion. The electric motor provides propulsive power in electric vehicles. The efficiency of energy conversion by electric machine is higher compared to internal combustion engine, in between 80-95% [70,71]. An electric motor provides high torque and high-power density with better torque characteristics at lower speed and the instantaneous power rating with two or three times the rated power of the motor [64]. The electric machines process the power in the reverse direction when turning the electric motors as generators. The braking mode can be termed as regenerative braking.
Electric vehicles have different electric machines and drives compared to electric machines and drives developed for industrial applications [72,73]. The electric propulsion system is the heart of pure electric vehicles, where electric machines and drives are the core technology for pure electric vehicle power train system that converts the electrical energy to the desired mechanical linear motion. The most electric vehicle comes with single speed reducer and most transmission systems are kept optional to drive the wheels. The stationary part stator and rotating part rotor of the electric motor play an important role in the overall performance of the motor technology [42,74].
The choice of an electric vehicle motor depends on the conditions defined by the three variables as shown in Figure 5. From Figure 5, we can realize that the three variables are vehicle requirement, vehicle restriction, and power source [63]. The vehicle requirements are defined by a drive cycle schedule. The vehicle restriction includes the type of vehicle, weight of vehicle, payload, and battery weight. Considering the above variables, we can choose a motor that satisfies the performance requirements of the vehicle.
Electric vehicles have different electric machines and drives compared to electric machines and drives developed for industrial applications [72,73]. The electric propulsion system is the heart of pure electric vehicles, where electric machines and drives are the core technology for pure electric vehicle power train system that converts the electrical energy to the desired mechanical linear motion. The most electric vehicle comes with single speed reducer and most transmission systems are kept optional to drive the wheels. The stationary part stator and rotating part rotor of the electric motor play an important role in the overall performance of the motor technology [42,74].
The choice of an electric vehicle motor depends on the conditions defined by the three variables as shown in Figure 5. From Figure 5, we can realize that the three variables are vehicle requirement, vehicle restriction, and power source [63]. The vehicle requirements are defined by a drive cycle schedule. The vehicle restriction includes the type of vehicle, weight of vehicle, payload, and battery weight. Considering the above variables, we can choose a motor that satisfies the performance requirements of the vehicle. Different electric motor exists. Two broad classes of electric machines for electric vehicles applications are: direct current (dc) and alternating current (ac) motors. The requirements for a motor to be used for an EV use include higher power and torque, variable range of speed e, higher efficiency, high reliability, and affordability. Direct current (DC) motor drives used to be earlier electric vehicles choice for the propulsion but inefficient unreliability made them less attractive [62] induction and permanent magnet (PM) types have become most favored ones with the advance development of their power electronic systems [75].

Brushed DC Motor Drive
DC motor drives were mostly used for propulsion system of electric vehicle (EV). Technological maturity and control simplicity made them usable for initial choice for driving EVs. DC motors have stators with permanent magnets (PM); rotors have brushes. For EV propulsion, the DC machine adopts the high-power density that it spins up to 5000 rpm and utilizes fixed gear (FG) system to step it down to 1000 rpm. A bulky, inefficient, and complicated reverse gear is avoided by offering reverse rotation [76,77]. Figure 6 shows the basic motor drive train system with different sub systems ranging from motor controller to single speed reducer differential and driving wheels. The stator integrates the field winding or permanent magnets (PMs) that helps in producing the magnetic field excitation, while the rotor installs the armature winding switched by the commutator through the carbon brushes. Figure 6 shows the basic set up of DC motor drives system to control the armature current and the output torque of the DC machine. In general, the feedback control variable is only the motor speed, while the armature current feedback is mainly for protection purposes [78]. Different electric motor exists. Two broad classes of electric machines for electric vehicles applications are: direct current (dc) and alternating current (ac) motors. The requirements for a motor to be used for an EV use include higher power and torque, variable range of speed e, higher efficiency, high reliability, and affordability. Direct current (DC) motor drives used to be earlier electric vehicles choice for the propulsion but inefficient unreliability made them less attractive [62] induction and permanent magnet (PM) types have become most favored ones with the advance development of their power electronic systems [75].

Brushed DC Motor Drive
DC motor drives were mostly used for propulsion system of electric vehicle (EV). Technological maturity and control simplicity made them usable for initial choice for driving EVs. DC motors have stators with permanent magnets (PM); rotors have brushes. For EV propulsion, the DC machine adopts the high-power density that it spins up to 5000 rpm and utilizes fixed gear (FG) system to step it down to 1000 rpm. A bulky, inefficient, and complicated reverse gear is avoided by offering reverse rotation [76,77]. Figure 6 shows the basic motor drive train system with different sub systems ranging from motor controller to single speed reducer differential and driving wheels. The stator integrates the field winding or permanent magnets (PMs) that helps in producing the magnetic field excitation, while the rotor installs the armature winding switched by the commutator through the carbon brushes. Figure 6 shows the basic set up of DC motor drives system to control the armature current and the output torque of the DC machine. In general, the feedback control variable is only the motor speed, while the armature current feedback is mainly for protection purposes [78].

Brushed DC Drive Control
For better control of speed of the DC drive system for their use in an electric vehicles DC-DC converters must be used. Two methods are employed for speed control of DC motors, drive armature voltage control and flux-weakening control. Pulse width modulation (PWM) is adopted for controlling application of the armature voltage of DC drive for EV propulsion [62,79,80]. On reducing the armature voltage of the DC motor, the armature current and the motor torque decrease, thereby decreasing the speed of the motor and increasing the armature voltage and the torque of the motor. When weakening the field voltage of the DC motor, the motor back EMF decreases. There is an increment of armature current by large value than its reduction in the field due to low armature resistance. Thus, the torque of the motor increases the motor speed [81,82].
From the Figure 7a,b, characteristic features of separately excited DC motors and series DC motor is shown. Below, the natural characteristics of the motors can operate for any torque-speed characteristics with constant slope against the change in speed. During the armature voltage control, maximum allowable armature current remains constant, the armature voltage control utilizes the advantage of maintaining the maximum torque, keeping the maximum allowable current constant at all speeds. Dotted lines in Figure 7a,b represents the operation of separately excited DC motor and series DC motor during the weakening of the field voltage of the DC motor. During this control

Brushed DC Drive Control
For better control of speed of the DC drive system for their use in an electric vehicles DC-DC converters must be used. Two methods are employed for speed control of DC motors, drive armature voltage control and flux-weakening control. Pulse width modulation (PWM) is adopted for controlling application of the armature voltage of DC drive for EV propulsion [62,79,80]. On reducing the armature voltage of the DC motor, the armature current and the motor torque decrease, thereby decreasing the speed of the motor and increasing the armature voltage and the torque of the motor. When weakening the field voltage of the DC motor, the motor back EMF decreases. There is an increment of armature current by large value than its reduction in the field due to low armature resistance. Thus, the torque of the motor increases the motor speed [81,82].
From the Figure 7a,b, characteristic features of separately excited DC motors and series DC motor is shown. Below, the natural characteristics of the motors can operate for any torque-speed characteristics with constant slope against the change in speed. During the armature voltage control, maximum allowable armature current remains constant, the armature voltage control utilizes the advantage of maintaining the maximum torque, keeping the maximum allowable current constant at all speeds.

Brushed DC Drive Control
For better control of speed of the DC drive system for their use in an electric vehicles DC-DC converters must be used. Two methods are employed for speed control of DC motors, drive armature voltage control and flux-weakening control. Pulse width modulation (PWM) is adopted for controlling application of the armature voltage of DC drive for EV propulsion [62,79,80]. On reducing the armature voltage of the DC motor, the armature current and the motor torque decrease, thereby decreasing the speed of the motor and increasing the armature voltage and the torque of the motor. When weakening the field voltage of the DC motor, the motor back EMF decreases. There is an increment of armature current by large value than its reduction in the field due to low armature resistance. Thus, the torque of the motor increases the motor speed [81,82].
From the Figure 7a,b, characteristic features of separately excited DC motors and series DC motor is shown. Below, the natural characteristics of the motors can operate for any torque-speed characteristics with constant slope against the change in speed. During the armature voltage control, maximum allowable armature current remains constant, the armature voltage control utilizes the advantage of maintaining the maximum torque, keeping the maximum allowable current constant at all speeds.  Dotted lines in Figure 7a,b represents the operation of separately excited DC motor and series DC motor during the weakening of the field voltage of the DC motor. During this control phenomenon, slope of both the dc motor characteristics varies but at the same time it is affected by the flux the independent armature voltage control and flux-weakening control, being applied to only separately excited DC motor drive system to achieve a wide range of speed control [78,[82][83][84][85].

Application of DC Motor in Electric Vehicles
The separately excited DC and series DC motor drives have been widely adopted for EV drive systems. DC motor drives are no longer in use for driving EVs due to their lower efficiency lower power density and the regular wear and tear of the carbon brushes and commutator.

Permanent Magnet Brushless DC Motor
Permanent magnets (PM) are the major materials of PM brushless motor drives. PM BLDC motors are PM AC machines with trapezoidal back-emf waveforms due to the concentrated windings that are used in the motor. As there are no windings in the rotor, there is no rotor copper loss, which makes it more efficient than induction motors. There is no loss of copper in the rotor due the absence of the winding, making it more efficient than available induction machine. The motor drive has light weight, smaller size, is reliable, and provides better torque and specific power with better heat dissipation. The PM BLDC motor system has less maintenance and a higher efficiency compared to the DC brushed motor system [78,[86][87][88][89][90].
The major advantages of using PM BLDC motor are: • high-energy PMs, light weight, and lower volume providing higher power density offering higher efficiency due to the absence of copper loss; • better heat dissipation and cooling; • higher reliability due to lower heating and lower manufacturing defects.
The Figure 8 shows the basic structure of the PM brushless DC machine Appl. Syst. Innov. 2020, 3, x FOR PEER REVIEW 9 of 28 phenomenon, slope of both the dc motor characteristics varies but at the same time it is affected by the flux the independent armature voltage control and flux-weakening control, being applied to only separately excited DC motor drive system to achieve a wide range of speed control [78,[82][83][84][85].

Application of DC Motor in Electric Vehicles
The separately excited DC and series DC motor drives have been widely adopted for EV drive systems. DC motor drives are no longer in use for driving EVs due to their lower efficiency lower power density and the regular wear and tear of the carbon brushes and commutator.

Permanent Magnet Brushless DC Motor
Permanent magnets (PM) are the major materials of PM brushless motor drives. PM BLDC motors are PM AC machines with trapezoidal back-emf waveforms due to the concentrated windings that are used in the motor. As there are no windings in the rotor, there is no rotor copper loss, which makes it more efficient than induction motors. There is no loss of copper in the rotor due the absence of the winding, making it more efficient than available induction machine. The motor drive has light weight, smaller size, is reliable, and provides better torque and specific power with better heat dissipation. The PM BLDC motor system has less maintenance and a higher efficiency compared to the DC brushed motor system [78,[86][87][88][89][90].
The major advantages of using PM BLDC motor are: • high-energy PMs, light weight, and lower volume providing higher power density offering higher efficiency due to the absence of copper loss; • better heat dissipation and cooling; • higher reliability due to lower heating and lower manufacturing defects.
The Figure 8 shows the basic structure of the PM brushless DC machine Rectangular AC current feeds the PM BLDC drive and has a significant torque pulsation. The stator flux and the rotor flux are kept close to 90° to drive PM BLDC motor, producing the maximum torque per ampere in the region of constant-torque operation. The phase-advance angle control offers operation of EVs with constant power. When the PM BLDC motor operates at speeds higher than the base speed due to the minor difference between the applied voltage and back EM, the PMBLDC motor runs out of time to engage the phase current while operating at a speeds higher than its base speed. From the Figure 9, it can be found that the operating region with constant power can be extended by increasing the phase-advance angle gradually [90][91][92][93].

PM Brushless DC Motor Control
Rectangular AC current feeds the PM BLDC drive and has a significant torque pulsation. The stator flux and the rotor flux are kept close to 90 • to drive PM BLDC motor, producing the maximum torque per ampere in the region of constant-torque operation. The phase-advance angle control offers operation of EVs with constant power. When the PM BLDC motor operates at speeds higher than the base speed due to the minor difference between the applied voltage and back EM, the PMBLDC motor runs out of time to engage the phase current while operating at a speeds higher than its base speed. From the Figure 9, it can be found that the operating region with constant power can be extended by increasing the phase-advance angle gradually [90][91][92][93].
Appl. Syst. Innov. 2020, 3, x FOR PEER REVIEW 10 of 28 Figure 9. Torque-speed capabilities of phase-advance angle control of PM BLDC motor.

Application of PM BLDC motor in electric vehicle
PM BLDC motor has been the primary choice for use in electric vehicle applications. We can find most of the in-wheel hub BLDC motors in two-wheeler, fixed gear drive three-wheeler, and electric vehicle conversion kits. These days, BLDC motors are mostly commonly used in two-wheeler and three-wheeler vehicles.
There are two different kind of BLDC motors:

Out-Runner Type BLDC Motor
In out-runner BLDC motors, the position of the rotor is outside while that of stator is inside. They are also known as 'hub motors' as their wheel is directly coupled to the exterior rotor. External gear systems have no presence, while some offer a planetary gear system. As the motor is directly coupled to the rotor, there is no need of space for mounting the motors. These types are mostly common in electric bicycle, scooters, and in-wheel drive electric vehicles.

In-Runner Type BLDC Motor
In-runner BLDC motors come with the opposite configuration of out-runner BLDC by placing the rotor inside and stator outside. In order to transfer the power to the wheels, these systems require external transmission systems like that of fixed gear or chain drives.

Permanent Magnet Synchronous Motor (PMSM)
Permanent magnet synchronous motors have sinusoidal magnetomotive force (mmf), voltage, and current waveforms. When the sinusoidal distribution of the air-gap flux and stator windings is arranged, the machine operates as a synchronous machine. The rare earth magnet material in this motor drive helps to increase the flux density in the air-gap, the motor power density, and torque-toinertia, and thus can be operated over a wide constant power speed range. The most common type of magnet materials that have been used in PM machines are ferrites, samarium cobalt (SmCo), and neodymium-iron-boron (NdFeB) [94][95][96][97][98][99]. The working mechanism is identical to BLDC motor except the sinusoidal wave form of the back EMF The major advantages of PMSM are: • efficiency is higher compared to brushless DC motors, • absence of torque ripple when the motor is commutated, • better performance with the higher torque, • reliable and less noisy, • performance is high in both higher and lower speed of operation, • easy to control due to lower inertia of the rotor, • heat dissipation is efficient, • smaller in size.

Application of PM BLDC Motor in Electric Vehicle
PM BLDC motor has been the primary choice for use in electric vehicle applications. We can find most of the in-wheel hub BLDC motors in two-wheeler, fixed gear drive three-wheeler, and electric vehicle conversion kits. These days, BLDC motors are mostly commonly used in two-wheeler and three-wheeler vehicles.
There are two different kind of BLDC motors:

Out-Runner Type BLDC Motor
In out-runner BLDC motors, the position of the rotor is outside while that of stator is inside. They are also known as 'hub motors' as their wheel is directly coupled to the exterior rotor. External gear systems have no presence, while some offer a planetary gear system. As the motor is directly coupled to the rotor, there is no need of space for mounting the motors. These types are mostly common in electric bicycle, scooters, and in-wheel drive electric vehicles.

In-Runner Type BLDC Motor
In-runner BLDC motors come with the opposite configuration of out-runner BLDC by placing the rotor inside and stator outside. In order to transfer the power to the wheels, these systems require external transmission systems like that of fixed gear or chain drives.

Permanent Magnet Synchronous Motor (PMSM)
Permanent magnet synchronous motors have sinusoidal magnetomotive force (mmf), voltage, and current waveforms. When the sinusoidal distribution of the air-gap flux and stator windings is arranged, the machine operates as a synchronous machine. The rare earth magnet material in this motor drive helps to increase the flux density in the air-gap, the motor power density, and torque-to-inertia, and thus can be operated over a wide constant power speed range. The most common type of magnet materials that have been used in PM machines are ferrites, samarium cobalt (SmCo), and neodymium-iron-boron (NdFeB) [94][95][96][97][98][99]. The working mechanism is identical to BLDC motor except the sinusoidal wave form of the back EMF.
The major advantages of PMSM are: • efficiency is higher compared to brushless DC motors, • absence of torque ripple when the motor is commutated, • better performance with the higher torque, • reliable and less noisy, • performance is high in both higher and lower speed of operation, • easy to control due to lower inertia of the rotor, • heat dissipation is efficient, • smaller in size.

PMSM Motor Control
There are three different ways of controlling the PMSM motor, they are: (a) Field-Oriented Control (FOC) A PM synchronous motor can utilize control strategies employed by induction motors such as FOC and direct torque control. The FOC has been utilized to the PM synchronous motor for driving EVs, PM field excitation in the PM synchronous motor deviates PMSM from induction motor.

(b) Flux-Weakening Control (FWC)
The terminal voltage equals the rated voltage at the base speed of PMSM. As back EMF grows with the speed, the extension of speed range is possible only when the air-gap flux is reduced, the so-called flux-weakening operation. Thus, the torque decreases while the speed increases, thus operating in constant power.
The Figure 10 shows the torque-speed capabilities of the PM synchronous motor. It can be found that the higher the Ld Ir/λm ratio is adopted, the better the flux-weakening capability can be achieved.

PMSM Motor Control
There are three different ways of controlling the PMSM motor, they are: (a) Field-Oriented Control (FOC) A PM synchronous motor can utilize control strategies employed by induction motors such as FOC and direct torque control. The FOC has been utilized to the PM synchronous motor for driving EVs, PM field excitation in the PM synchronous motor deviates PMSM from induction motor.

(b) Flux-Weakening Control (FWC)
The terminal voltage equals the rated voltage at the base speed of PMSM. As back EMF grows with the speed, the extension of speed range is possible only when the air-gap flux is reduced, the socalled flux-weakening operation. Thus, the torque decreases while the speed increases, thus operating in constant power.
The Figure 10 shows the torque-speed capabilities of the PM synchronous motor. It can be found that the higher the Ld Ir/λm ratio is adopted, the better the flux-weakening capability can be achieved.

(c) Position Sensorless Control (PSC)
This position sensor in the PMSM is for its control system and is usually based on an optical encoder. A PM synchronous motor with a position sensor is seldom adopted for driving EVs.

Application of PMSM Drive in Electric Vehicles
PMSM motors have been the preferred choice in EV drive trains due to their higher power density and efficient control system.

Induction Motor System
Induction motors are simple in construction, due to their reliability, lower maintenance, lower cost, and ability to operate in hostile environments. There are two types of induction machines (IMs): the wound-rotor and squirrel-cage. The wound-rotor induction motor is less attractive than the squirrel-cage counterpart-especially for electric propulsion in electric vehicles (EVs)-due to high cost, need for maintenance, and lack of sturdiness. Therefore, the squirrel-cage induction motor can be named as the induction motor for EV propulsion [78,90,[100][101][102]. The motors have the capacity to increase the limit for maximum speed, and higher rating of speed and develop high output due to absence of brush friction. By changing the voltage frequency, the speed of induction motor can be varied. Field orientation control (FOC) of induction motor can terminate its torque control from field control [103][104][105][106][107].

(c) Position Sensorless Control (PSC)
This position sensor in the PMSM is for its control system and is usually based on an optical encoder. A PM synchronous motor with a position sensor is seldom adopted for driving EVs.

Application of PMSM Drive in Electric Vehicles
PMSM motors have been the preferred choice in EV drive trains due to their higher power density and efficient control system.

Induction Motor System
Induction motors are simple in construction, due to their reliability, lower maintenance, lower cost, and ability to operate in hostile environments. There are two types of induction machines (IMs): the wound-rotor and squirrel-cage. The wound-rotor induction motor is less attractive than the squirrel-cage counterpart-especially for electric propulsion in electric vehicles (EVs)-due to high cost, need for maintenance, and lack of sturdiness. Therefore, the squirrel-cage induction motor can be named as the induction motor for EV propulsion [78,90,[100][101][102]. The motors have the capacity to increase the limit for maximum speed, and higher rating of speed and develop high output due to absence of brush friction. By changing the voltage frequency, the speed of induction motor can be varied. Field orientation control (FOC) of induction motor can terminate its torque control from field control [103][104][105][106][107].

Induction Motor Control
The three major control system for induction motors are: (a) Variable-Voltage Variable-Frequency (VVVF) Control It adopts with constant voltage control for frequencies below the rated frequency, and variable-frequency control with constant rated voltage for frequencies beyond the rated frequency. For very low frequencies, voltage is boosted to recoup the difference between the applied voltage and induced EMF.
From the Figure 11, it can be observed that there are three operating regions: 1.
Below the rated speed, the motor delivers rated torque in constant torque region.

2.
The slip is increased gradually to the maximum value at constant-power region with constant stator current and the motor runs with the rated power.

3.
The slip remains constant in the reduced power region where there is decrement in stator current and the torque capability declines with the square of the speed.

Induction Motor Control
The three major control system for induction motors are: (a) Variable-Voltage Variable-Frequency (VVVF) Control It adopts with constant voltage control for frequencies below the rated frequency, and variablefrequency control with constant rated voltage for frequencies beyond the rated frequency. For very low frequencies, voltage is boosted to recoup the difference between the applied voltage and induced EMF.
From the Figure 11, it can be observed that there are three operating regions: 1. Below the rated speed, the motor delivers rated torque in constant torque region. 2. The slip is increased gradually to the maximum value at constant-power region with constant stator current and the motor runs with the rated power. 3. The slip remains constant in the reduced power region where there is decrement in stator current and the torque capability declines with the square of the speed. The DTC provides the equivalent performance for the induction motor drive. This system selects the switching modes of the voltage-fed PWM inverter directly to controlling the stator flux linkage and the torque application of the induction machine in electric vehicles.
Most common motors used as the propulsion unit in EVs are IM because the design is simple and stable, with greater control and lower cost.

Switch Reluctance Motor
SRMs, also known as doubly salient motors, are synchronous motors and they are driven by unipolar inverter-generated current. SRM motors work on the principle of variable reluctance. SRMs is mostly suitable for high-speed operation without mechanical failure. Due to their high mechanical integrity, they are also suitable for driving EVs as in-wheel drive systems. However, they have the The direct FOC, also known by the direct vector control, identifies the rotor flux linkage instantaneously by measuring the air-gap flux from stator voltage or current.

2.
The indirect FOC, also known as indirect vector control, has been widely used in the induction motor drive for driving the EVs. This technique does not need to identify the rotor flux linkage.

(c) Direct Torque Control (DTC)
The DTC provides the equivalent performance for the induction motor drive. This system selects the switching modes of the voltage-fed PWM inverter directly to controlling the stator flux linkage and the torque application of the induction machine in electric vehicles.
Most common motors used as the propulsion unit in EVs are IM because the design is simple and stable, with greater control and lower cost.

Switch Reluctance Motor
SRMs, also known as doubly salient motors, are synchronous motors and they are driven by unipolar inverter-generated current. SRM motors work on the principle of variable reluctance. SRMs is mostly suitable for high-speed operation without mechanical failure. Due to their high mechanical integrity, they are also suitable for driving EVs as in-wheel drive systems. However, they have the disadvantages of lower torque density, higher torque ripple, and larger acoustic noise [108][109][110].
The simple rotor structure is and does not require windings, magnets, commutators, or brushes, so it has rapid acceleration and immensely high-speed operation. Making it suitable for gearless operation in EV propulsion [111][112][113]. The current copping control (CCC) and the advance angle control (AAC) are the two main control systems for SR motor control systems. The speed boundary between these two control schemes is called the base speed, ωb, at which the back EMF is equal to the DC source voltage.

SRM Control System
The back EMF is lower than DC voltage below the base speed control system, the phase current can be regulated at the rated value, hence offers the constant-torque operation by regulating the phase current at rated speed. When the back EMF is higher than the DC source voltage above the base speed, the torque drops. When the back EMF increases with rotor speed decreasing, the phase current torque drops inversely to the rotor speed, in the AAC system running the SRM in constant power region, phase advancing is not possible beyond the critical speed of the motor, thus it operates in natural operation mode.
The Figure 12 shows the torque-speed profile in all three operating regions: constant torque operation, constant power region, and natural operating region application of SRMs in electric vehicles. The earliest first SR motor recorded one was built by Davidson in Scotland in 1838 for propelling a locomotive. Also, a lot of research and development projects are being carried out with application of SRM drive systems in electric propulsion systems [114,115].
Appl. Syst. Innov. 2020, 3, x FOR PEER REVIEW 13 of 28 The simple rotor structure is and does not require windings, magnets, commutators, or brushes, so it has rapid acceleration and immensely high-speed operation. Making it suitable for gearless operation in EV propulsion [111][112][113]. The current copping control (CCC) and the advance angle control (AAC) are the two main control systems for SR motor control systems. The speed boundary between these two control schemes is called the base speed, b, at which the back EMF is equal to the DC source voltage.

SRM Control System
The back EMF is lower than DC voltage below the base speed control system, the phase current can be regulated at the rated value, hence offers the constant-torque operation by regulating the phase current at rated speed. When the back EMF is higher than the DC source voltage above the base speed, the torque drops. When the back EMF increases with rotor speed decreasing, the phase current torque drops inversely to the rotor speed, in the AAC system running the SRM in constant power region, phase advancing is not possible beyond the critical speed of the motor, thus it operates in natural operation mode.
The Figure 12 shows the torque-speed profile in all three operating regions: constant torque operation, constant power region, and natural operating region application of SRMs in electric vehicles. The earliest first SR motor recorded one was built by Davidson in Scotland in 1838 for propelling a locomotive. Also, a lot of research and development projects are being carried out with application of SRM drive systems in electric propulsion systems [114,115]. Two major types of SR motor drives are illustrated for driving EVs. The first one is a SR with high-speed capable motor internally coupled with a planetary gear for speed reduction. The second one is a low-speed SR motor for in-wheel direct-drive configuration [62,113,116].

(a) Planetary-Geared SR Motor Drive
During single-motor architecture system, the design of SR motor drive is focused for high-speed operation using a planetary gear synchronize the motor speed to wheel speed [62].

(b) Outer-Rotor In-Wheel SR Motor Drive
To avoid the transmission gear and differential gear, in driving EVs the SR with an outer-rotor topology for low-speed operation are designed so as to directly drive each wheel.

Comparison of Existing EV Drives
EV drives are evaluated in considering their different parameters shown in following table [93]. In the Table 1, the demerit of the SR drive is the high acoustic noise, whereas the advantage of the induction drive is the low cost while the key merits of PM brushless drives are high power density Two major types of SR motor drives are illustrated for driving EVs. The first one is a SR with high-speed capable motor internally coupled with a planetary gear for speed reduction. The second one is a low-speed SR motor for in-wheel direct-drive configuration [62,113,116].

(a) Planetary-Geared SR Motor Drive
During single-motor architecture system, the design of SR motor drive is focused for high-speed operation using a planetary gear synchronize the motor speed to wheel speed [62].

(b) Outer-Rotor In-Wheel SR Motor Drive
To avoid the transmission gear and differential gear, in driving EVs the SR with an outer-rotor topology for low-speed operation are designed so as to directly drive each wheel.

Comparison of Existing EV Drives
EV drives are evaluated in considering their different parameters shown in following table [93]. In the Table 1, the demerit of the SR drive is the high acoustic noise, whereas the advantage of the induction drive is the low cost while the key merits of PM brushless drives are high power density and high efficiency. This evaluation indicates that the DC drive is undesirable, while the induction drive and the PM brushless drives are most favorable. The Table 2 summarizes the application of existing drives in BEVs. For the DC drive, the application is undesirable in the current scenario, the application is rare for SR drive, the applications of the induction drive, and the PM Syn drive share the major market of EVsat current scenario. PM BLDC Smart fortwo ED, three-wheel electric tuk-tuks, and some of Chinese electric cars.

Stator Permanent Magnet Motor
Stator-PM motor deviates itself from conventional permanent magnet (PM) brushless motor drives, with an advantage of all PM materials being located in the stator while the rotor with salient poles offers higher robustness with better thermal stability for PM materials [100].
For EV propulsion, there are three major stator motor types: • Doubly-salient permanent magnet (DSPM) machine • Flux-reversal permanent magnet (FRPM) machine • Flux-switching permanent magnet FSPM machine Above all, the mentioned three types of stator-PM machines are based on PM excitation, and are classified as a group as uncontrollable but with the inclusion of independent field winding or magnetizing winding in the stator for flux control, the stator-PM machines become flux controllable, which can be further classified as: • Hybrid-excited permanent magnet (HEPM) • Flux-mnemonic permanent magnet (FMPM) These flux-controllable techniques can be applied to form various topologies, such as the hybrid-excited flux-switching permanent magnet (HE-FSPM) machine or flux-mnemonic doubly-salient permanent magnet (FM-DSPM) machine.

Potential Application in Electric Vehicle
The stator-PM motor drives have high potentiality for EV application due to their capability of solving two fundamental problems of the existing PM motor drives:

•
Absence of PMs in the rotor, thus avoiding the problem of mounting them on the high-speed rotor and hence to withstand the high centrifugal force. • All PMs are located in the stator, with cooling arrangement and proving the thermal instability.
Concerning maturity for use in EV, the DSPM motor drive is the most favorable one because of its mature development for over two decades. Next, the FSPM and FRPM motor drives are decade-long mature technology. The HEPM and FMPM motor drives are immature technology as they are recently derived from the singly-fed stator-PM motor drives.

Advance Magnetless Motor
The absolute value and volatility of the neodymium price are uncertainty to the development of PM machines, and has revive the research of advanced magnetless machines. The induction machine and SRmachine can be considered as a magnet-less machines as they do not equip with any PMs but they do form their own respective families and the terminology 'advanced' is incorporated to deviate them from those magnetless machines that are recently developed or relatively immature [117][118][119][120][121]. Figure 13 shows the layout of power electronics components in a battery electric vehicle (BEV). The auxiliary supply provides the necessary power for equipment within the vehicle.

Potential Application in Electric Vehicle
The stator-PM motor drives have high potentiality for EV application due to their capability of solving two fundamental problems of the existing PM motor drives:

•
Absence of PMs in the rotor, thus avoiding the problem of mounting them on the high-speed rotor and hence to withstand the high centrifugal force.
• All PMs are located in the stator, with cooling arrangement and proving the thermal instability.
Concerning maturity for use in EV, the DSPM motor drive is the most favorable one because of its mature development for over two decades. Next, the FSPM and FRPM motor drives are decadelong mature technology. The HEPM and FMPM motor drives are immature technology as they are recently derived from the singly-fed stator-PM motor drives.

Advance Magnetless Motor
The absolute value and volatility of the neodymium price are uncertainty to the development of PM machines, and has revive the research of advanced magnetless machines. The induction machine and SRmachine can be considered as a magnet-less machines as they do not equip with any PMs but they do form their own respective families and the terminology 'advanced' is incorporated to deviate them from those magnetless machines that are recently developed or relatively immature [117][118][119][120][121]. Figure 13 shows the layout of power electronics components in a battery electric vehicle (BEV). The auxiliary supply provides the necessary power for equipment within the vehicle. There are five majors advanced magnetless motor drives that are viable for EV propulsion, they are: • Synchronous reluctance (SynR) There are five majors advanced magnetless motor drives that are viable for EV propulsion, they are: Doubly-fed Vernier reluctance (DFVR)

Potential Application of Advance Magnetless Motor
Concerning maturity, the SynR and VR motor drives are relatively most mature technology because they have been developed for many decades, DSDC and FSDC motor drives are quite mature, have been developed for over a decade, and are considered to be most prominent magnetless motor drives, namely the DSPM and FSPM. The DFVR motor drive is immature technology recently derived from the VR motor drive, and the AFM machines are immature.

Power Electronics
System integration of power electronics is an effective to fulfill the cost and package volume requirements on pure electric vehicles. Power electronics plays the medium to transfer the information between the battery, a DC current source, and the drive motor.
A power converter device is necessary to regulate the power between the motor and the battery systems. The battery delivers current at a particular voltage. Power flowing into the battery needs to ensure of delivery of the correct voltage. Similarly, the power delivered by the battery must ensure the capability of electric machine to propel the vehicle. Algorithms of the control system specific to each type of motor always ensures its operation at the highest efficiency, typically between 95% and 98% [76]. Control strategies like model-referencing adaptive control (MRAC) and self-tuning control (STC), have been successfully applied to EV propulsion. Motor drives have also employed variable structure control (VSC) [76,83]. Fuzzy logic and neural networks have been employed to realize the concept of intelligent controllers with promising applications to EV propulsion. Progress has been made in magnetic components and capacitors for its use in high frequency power electronics. Still, many improvements need to be made; these are described in [122,123].
The power electronics components like diodes and switches should have resistance to both high temperature and high levels of vibrations. Improvements are required in capacitors and further investigation on the use of dielectric materials. Simplification of inverters is needed to integrate electromagnetic interference. Optimization of power electronics devices with higher heat resistance and the size optimization are required to make them more suitable for the EVs.

Transmission System
There are different research-based debates going on for battery electric vehicle regarding the use of single fixed gear transmission and multi transmission systems. Vehicles are specially designed to perform in different driving conditions-such as city, highway, and hilly-and thus electric propulsion motors should supply a wider range of speeds and torques to sync the demand that might force the traction motor to run outside its efficient operating region. To achieve better drivetrain efficiency and vehicle performance, transmission systems should be efficiently designed to integrate the electric power train system so that the EV can directly be driven by single motor, dual motor, transmission less, or there might be a single speed or multi speed transmission system between motor and wheel to optimize the vehicle performance [124]. Articles [125][126][127][128][129][130][131] describe the current studies on gearbox or alternative transmissions, multispeed transmission, and their use on EVS. Articles [132][133][134][135][136][137] discuss the use of multi-speed transmission systems on electric vehicles (EVs) including numbers of simulation-based comparisons with two-speed transmission systems, comparing single speed gearbox using different transmission system like CVT, AMT, and DCT.
Major EV manufacturers-like Tesla, Nissan, Hyundai, BYD, etc.-still use single-speed transmission systems as they help to minimize the associated cost, volume, energy loss, or drivetrain mass. However [138] describes, with the use of single speed transmission system, how EV powertrain performance significantly depends on the performance of electric motor that may not be efficient in all speed ranges while the use of a multi-speed transmission system may offer a real world solutions, keeping the electric motor efficient during the operation of EVs. In [139,140] they discuss how multi gear systems in EVs help in selecting smaller traction motors and batteries. Reference [132] mainly studies and compares the influence of the electric motor with fixed ratio system and the motor with a two-speed transmission system on the power and economy performance of the vehicle, based on a target vehicle, through the driving motor and drive train parameters matching, obtaining fixed ratio and two-speed transmission system respectively. References [132,[141][142][143] studied the effect of two speed automatic transmission on the maximum speed, the maximum gradability, and energy consumption of pure electric vehicles on flat and straight road surfaces.

Multi-Motor Drive Transmission System
One can demolish the differential gears by using dual or multi EMs. Each wheel can be coupled to an EM enabling independent speed control of each wheel through multiple electric motors. In Figure 14, a dual-motor drive with an electronic differential is shown below [55,144].

Multi-Motor Drive Transmission System
One can demolish the differential gears by using dual or multi EMs. Each wheel can be coupled to an EM enabling independent speed control of each wheel through multiple electric motors. In Figure 14, a dual-motor drive with an electronic differential is shown below [144,145].

In-Wheel Drive
Merits of minimizing the mechanical transmission path between the electric motor and the wheel through in wheel motor system is possible. In-wheel motor configuration reduces the drive train weight by avoiding the use of the central motor, associated transmission, differential, system, and subsystems [64]. Four-wheel drive improves the drivability of the vehicle by lowering the center of gravity of the vehicles [146].

EV Power Train Optimization with Performance Consideration
The performance indicators of conventional petrol or diesel vehicle includes economy, dynamic performance, braking performance, smooth performance, handling stability, and other related performances. The electric vehicles use electric machines as their propulsion system, their output performance of motor is different with conventional ICE vehicles, so the dynamic performance of the electric vehicle is quite different as compared with conventional vehicles. However, one cannot deny that the present electric vehicle developments have generally followed the approaches and the techniques used in conventional petrol/diesel powered vehicles. Most of the required parameters defined or applied on an electric vehicle are referenced from convention al ICE vehicles. Also, the performance of the electric vehicles must competitive with the conventional ICE vehicles so as to secure the transportation position as well as to attract new consumers. Therefore, we can say that the study of electric vehicle drive systems and improving the efficiency of the motor have a vital role in improving the overall performance of the electric vehicle [147,148]. To define the electric drive system, one needs to study the dynamic system, since this is the heart of the vehicle, it helps shape the performance of the vehicle. Strict calculation and parameter matching are required in the research process during the development of the power system so as to satisfy the requirement of vehicle

In-Wheel Drive
Merits of minimizing the mechanical transmission path between the electric motor and the wheel through in wheel motor system is possible. In-wheel motor configuration reduces the drive train weight by avoiding the use of the central motor, associated transmission, differential, system, and subsystems [64]. Four-wheel drive improves the drivability of the vehicle by lowering the center of gravity of the vehicles [145].

EV Power Train Optimization with Performance Consideration
The performance indicators of conventional petrol or diesel vehicle includes economy, dynamic performance, braking performance, smooth performance, handling stability, and other related performances. The electric vehicles use electric machines as their propulsion system, their output performance of motor is different with conventional ICE vehicles, so the dynamic performance of the electric vehicle is quite different as compared with conventional vehicles. However, one cannot deny that the present electric vehicle developments have generally followed the approaches and the techniques used in conventional petrol/diesel powered vehicles. Most of the required parameters defined or applied on an electric vehicle are referenced from convention al ICE vehicles. Also, the performance of the electric vehicles must competitive with the conventional ICE vehicles so as to secure the transportation position as well as to attract new consumers. Therefore, we can say that the study of electric vehicle drive systems and improving the efficiency of the motor have a vital role in improving the overall performance of the electric vehicle [146,147]. To define the electric drive system, one needs to study the dynamic system, since this is the heart of the vehicle, it helps shape the performance of the vehicle. Strict calculation and parameter matching are required in the research process during the development of the power system so as to satisfy the requirement of vehicle dynamic performance.

Dynamic Performance
Due to the energy density and power density of battery power of the electric vehicle is still a challenging factor, depending on increasing the number of batteries because of size and weight-in design and development phase-selecting of power parameters and taking advantage of the performance of the various parts are very important in the same sense as the battery. Improving the dynamic performance and driving range of electric vehicles should be taken into consideration [148][149][150][151]. The great diversity of the present electric vehicle scenario and its potential greatness for future mobility depends on the consideration of technological optimization of motor, battery, and energy development during the design and application of electric vehicle. The dynamic system parameters should be matched to improve the performance of electric vehicle according to the requirements of road conditions [149].
The following are considered in designing and optimizing the size of power train system.

Drive Cycle
Driving cycles are vital instrument during the production of new vehicles and for the assessment of vehicle characteristics like vehicle powertrain sizing, energy consumption, and emissions. The standard drive cycles are used by the governmental agencies and automotive industry for the performance analysis of a vehicles. A drive cycle may have both speed and road gradient components, although typically one is held constant while the other is varied. Table 3 shows the standard driving schedules [Iqbal, SAE J227a].  Table 3 describes the standard drive cycle J225asuggested by the Society of Automotive Engineers (SAE) to analyze the performance and energy source and very useful for design calculations related to develop the concept of an electric vehicles. It has three major schedules designed to simulate the typical driving patterns of fixed urban route (B), variable-route urban (C), and variable-route suburban travels (D).
Two most commonly used standard drive cycles are urban dynamometer driving cycle (UDDC) and highway fuel economy test (HWFET) to simulate urban and highway driving respectively. The other standard drive cycle as well like US06 standard drive cycle, new European drive cycle (NEDC), etc., to simulate different driving conditions. One should always consider the related drive cycle while defining the powertrain or optimizing the power train system, estimating energy consumption in electric vehicles. Figures 15-17 show the three different drive cycles.
calculations related to develop the concept of an electric vehicles. It has three major schedules designed to simulate the typical driving patterns of fixed urban route (B), variable-route urban (C), and variable-route suburban travels (D). Two most commonly used standard drive cycles are urban dynamometer driving cycle (UDDC) and highway fuel economy test (HWFET) to simulate urban and highway driving respectively. The other standard drive cycle as well like US06 standard drive cycle, new European drive cycle (NEDC), etc., to simulate different driving conditions. One should always consider the related drive cycle while defining the powertrain or optimizing the power train system, estimating energy consumption in electric vehicles. Figures 15-17 show the three different drive cycles.   Considering the related drive cycle, one should match the parameters for sizing the power train for design as well as for optimization. Table 4 describes the different basic parameters of the vehicles needed to be matched for sizing the power train system as per performance requirement [150].   Considering the related drive cycle, one should match the parameters for sizing the power train for design as well as for optimization. Table 4 describes the different basic parameters of the vehicles needed to be matched for sizing the power train system as per performance requirement [150].  Considering the related drive cycle, one should match the parameters for sizing the power train for design as well as for optimization. Table 4 describes the different basic parameters of the vehicles needed to be matched for sizing the power train system as per performance requirement [149]. The data from different vehicle parameters of the above table undergoes different differential equations from vehicle dynamics to size the power train system as per defined performance requirements.

Future of Power Train System in Electric Vehicles
The adoption of EVs from the last few years has created a new vision for new feasible green mobility. The Figure 18 explains the recent data on global EV sales and the trends shows that more electric mobility is going to hit the market in coming years.

Future of Power Train System in Electric Vehicles
The adoption of EVs from the last few years has created a new vision for new feasible green mobility. The Figure 18 explains the recent data on global EV sales and the trends shows that more electric mobility is going to hit the market in coming years. Figure 18. Global EV sales [153]. Also, Figure 18 shows that the trend is in positive domain despite 75 low sale in 2019. Global plug-in vehicle deliveries 2,264,400 units, in 2019 reached which is 9% higher than that of 2018. Europe became the beacon of 2019 EV sales with 44% growth, accelerating towards the end of the year [153,154]. The rise in different power train system and optimization system has boosted the electric vehicle sales.
The development of a concept city car like the Toyota i-Road to extreme off-road vehicles like the Tesla cyber truck, Bollinger Rivian R1T, etc. have provided real-world proof that future mobility depends on electric vehicles. More real-world concept vehicles might in the conceptual development stages. Formula E proves that electric cars can be powerful and can be racing cars as well.
EVs are the future of green mobility as even electric flying cars are being considered and are been manufactured. Even water way transport systems are now focusing on electric boats and, recently, an electric boat using Renault battery pack was demonstrated in Paris. Even the lunar roving vehicle used on the moon, known as moon buggies, were electric powered and NASA has been working on designs of different space exploring electric vehicles.
Different drive configured vehicles are expected to hit the market. All wheel drive system and electric motor with multiple transmission system might pick up their commercial use. In-wheel drive vehicles with better control mechanisms might be the next big game in electric mobility.

Discussion
The purpose of this paper is to focus on the power train system and subsystems of EV. Different technical findings are analyzed and the possibilities future trends of these sectors are discussed. The major findings of this paper are: Figure 18. Global EV sales [152]. Also, Figure 18 shows that the trend is in positive domain despite 75 low sale in 2019. Global plug-in vehicle deliveries 2,264,400 units, in 2019 reached which is 9% higher than that of 2018. Europe became the beacon of 2019 EV sales with 44% growth, accelerating towards the end of the year [152,153]. The rise in different power train system and optimization system has boosted the electric vehicle sales.
The development of a concept city car like the Toyota i-Road to extreme off-road vehicles like the Tesla cyber truck, Bollinger Rivian R1T, etc. have provided real-world proof that future mobility depends on electric vehicles. More real-world concept vehicles might in the conceptual development stages. Formula E proves that electric cars can be powerful and can be racing cars as well.
EVs are the future of green mobility as even electric flying cars are being considered and are been manufactured. Even water way transport systems are now focusing on electric boats and, recently, an electric boat using Renault battery pack was demonstrated in Paris. Even the lunar roving vehicle used on the moon, known as moon buggies, were electric powered and NASA has been working on designs of different space exploring electric vehicles.
Different drive configured vehicles are expected to hit the market. All wheel drive system and electric motor with multiple transmission system might pick up their commercial use. In-wheel drive vehicles with better control mechanisms might be the next big game in electric mobility.

Discussion
The purpose of this paper is to focus on the power train system and subsystems of EV. Different technical findings are analyzed and the possibilities future trends of these sectors are discussed. The major findings of this paper are: • Different configurations are available for the drive train architecture in EVs. EVs can have front wheel drive, rear wheel drive, single motor drive, dual motor drive, or even all-wheel drive.
In-wheel drive vehicles offer distinct advantages such as avoiding transmission as a major one. Different configuration of drive trains has not commercially penetrated now, but they do have scopes for use in future EVs. • Varieties of electric machines of different designs and configurations can be employed for use in EVs. Induction motors, permanent magnet synchronous motors, and synchronous reluctance motors are the eminent machines to propel EVs. Induction motors have been mostly used by present electric vehicles like Tesla and Mahindra Electric, while PMSM is currently being widely used with brands like Hyundai, Kia, BYD, etc. The next few years will be interesting to see the battle between induction and PMSM motors in electric drive trains.

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Power electronics have developed to a great extent and different control systems have been produced and adopted for driving motors, managing energy, and charging the batteries.
With increased penetration of new EV drive systems, energy sources, and charging technologies in the future, there will be greater oppostunities for more efficient control mechanisms.

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Drive train optimization has been a trend for research. Consequently, efficient drive components could be developed. Different simulation tools have been in use for this approach for the design and optimization of the drive train, control unit, and sizing battery pack as well. Recently, multi speed transmission systems, especially two-speed transmission systems for EVs have been a hot topic, although major EV manufacturers are still using single speed fixed gear. In-wheel drive systems and their different configurations have been explained in order to avoid mechanical transmission systems. Most of the research has pointed the positive results with two-speed transmission systems when compared with fixed gear transmissions, as they can minimize the size of the drive train unit as well as increase the efficiency and advantages of in-wheel drive systems. Both of these systems may be in use in future EVs, but a lot of research and experiments in the real world might need to be undertaken as it adds weight and complexity to drive units, as well as adding control complexity to in-wheel drive systems.

Conclusions
Ecological development has raised concerns about green mobility. EVs are on the path of future green mobility, protecting the environment from global warming. Despite good sales figures of Tesla, Nissan leaf, and other electric vehicles, the commercialization of EVs is still not successful. The cost and range anxiety are the major obstacles that most EVs have been facing and have been improving upon in response to this challenge. Most of the research activities are focused on energy source improvements and development of efficient drive trains. The EV drive train configurations, motors, energy sources, power electronics, power train optimization scenario, and simulation technologies for EVs have been considered and discussed in depth. The key technologies of each section from different research papers have been reviewed and the different findings have been presented. The limitation of the present electric vehicles and the possible optimization technologies have been discussed with different data and analysis provided by different research papers on optimization. The present trends in EVs (ground, air, and water) and potential of future electric power train system developments have been discussed. Finally, the results of this paper in the form of a discussion have been presented to summarize the overall picture of this paper.