Session B5 Paper #2189 REGENERATIVE BRAKING: STOPPING DOESN’T HAVE TO SLOW YOU DOWN Spencer Evans (sye1@pitt.edu), Matt Hilger (mjh114@pitt.edu) Abstract— This paper will explore and assess the technology and benefits of regenerative braking in electric and hybrid cars. Regenerative braking is a technology that recovers and harnesses some of the energy lost to friction during braking and converts it to electrical energy to be used to charge the car’s batteries. Shifting our focus from traditional vehicles to hybrid and electric vehicles would alleviate much of our dependence on fossil fuels, and aid in the restoration of the environment. Regenerative braking is a key feature of hybrid and electric cars: one that will make the transition to zero-emission vehicles more appealing, cost-effective and environmentally beneficial. Our paper will explore the process and mechanics by which regenerative braking works. We will then discuss examples of how regenerative braking is currently being used to demonstrate its improvement over traditional braking. We will also discuss some of the limitations of regenerative braking. Throughout, our paper will focus on the economic and environmental benefits of regenerative braking, and demonstrate its potential as a long-term energy saving solution. newly introduced fully electric vehicles that produce zero emissions of carbon dioxide, and are an environmentally cleaner option than even hybrid vehicles. Although fully electric vehicles have the possibility of being a future longterm solution to eliminate carbon emissions from our vehicles, they still possess some limitations, such as their limited range and expensiveness. A necessary goal for mechanical engineers should be to improve these electric vehicles to the point where they perform equally to traditional automobiles and also produce zero harmful emissions. An important feature of hybrid and electric vehicles that is helping to achieve this goal and makes these vehicles such an improvement over traditional automobiles is regenerative braking. Regenerative braking harnesses energy that is normally lost to heat during braking, and converts it to electrical energy to recharge the car’s battery and improve overall efficiency. THE MECHANICS EXPLAINED Regenerative braking is by no means a simple process. For a hybrid vehicle, the basic theory is as such: the internal combustion engine produces chemical energy from the fuel, a generator then acts to use this chemical energy to produce electrical energy that the electric traction motor drive will use to provide a torque to the wheels, propelling the vehicle forward. When the vehicle brakes, the opposite occurs and the wheels provide a negative torque to the electric traction motor, which causes the motor to run in reverse enabling it to act as a generator and produce energy that is then utilized to charge the car’s battery [3]. There are certain problems that arise when considering this basic theory that must be taken into consideration. For example, what can be done to prevent wasting of this recovered energy when the car’s batteries are fully charged? This recovered energy cannot be continuously pumped into a fully charged battery due to a high possibility of overheating. Therefore, the regenerative braking system must either be disconnected when the battery is fully charged, or preferably, the recovered energy has to be stored in a manner that would allow it to be later accessed to charge the battery once the charge on the battery began to deplete. U.S. patent no. 5,291,960 by Larry Brandenburg and Edward King introduces the first regenerative braking system that utilizes the energy generated during braking to recharge the main storage battery and also store the excess energy [4]. They also described other innovative ways to use this captured energy, for example, to preheat the internal combustion engine to reduce the extra carbon emissions produced from driving with a cold engine [4]. Still, the most important aspect of a regenerative braking system is the Key Words – Energy, Fuel Economy, Nissan, Regenerative braking, Tesla INTRODUCTION TO REGENERATIVE BRAKING “There can be no doubt about the scale of the global challenge we face, to address the issue of man-made climate change, and in particular, the role which transport plays within that” [1]. The increasing amount of carbon dioxide emissions filling our atmosphere has exponentially increased since the introduction of vehicles onto our highways. As the carbon dioxide levels accumulate, our planet’s protective ozone layer slowly diminishes, leaving Earth exposed to harmful ultraviolet rays and increasing the prospect of global warming that many experts have come to fear. With the carbon dioxide emissions from vehicles being a prominent cause of global warming, it is imperative that we find ways to improve the fuel efficiency and reduce the harmful environmental consequences of our vehicles. One measure that we can and should take is to shift from traditional vehicles to hybrid and electric vehicles. With much improved fuel efficiency, hybrid vehicles have proven to be a viable solution to greatly reducing the amount of carbon dioxide that a vehicle emits. Their mile per gallon range greatly exceeds standard automobiles, preventing each car from releasing approximately 9 kilograms of carbon dioxide into the atmosphere with every gallon of gasoline burned [2]. An even better solution is University of Pittsburgh Swanson School of Engineering April 14, 2012 1 Spencer Evans Matt Hilger component that generates the electrical energy that will be utilized to perform these functions. This component is the electric traction motor drive. Electric Traction Motor Drive The electric traction motor drive is the integral component in determining the efficiency of a regenerative braking system, as it is the part of the system that actually recovers the energy from braking. But, as the electric motor of the vehicle, it also provides the power in the form of electrical energy to the vehicle’s wheels, generating torque, and allowing the vehicle to propel forward [5]. When looking at the history of electric traction motor drives, they are certainly not a new technology. They have been commonly used in electric trains and subways for many years. The motor drives in these situations though, require a large amount of power and generally have a constant supply of power through the use of overhead railway lines [6]. But for a typical vehicle, the battery, a source that can only provide a limited amount of power, supplies the power, which creates some difficulties in the design of this traction motor to optimize performance. When considering the electric traction motor drive in a hybrid or electric vehicle, many considerations must be taken into account to maximize the motor’s efficiency. In the propulsion of hybrid and electric vehicles, it is expected that the traction motor be utilized throughout the entire range of velocities and torques that the vehicle can achieve. Thus, the motor must be able to handle relatively frequent starting and stopping and rapid acceleration rates, which requires the motor to be able to produce a large amount of torque at all speeds [5]. High torque density, or the ratio of the torque produced by the motor to the mass of the motor system, is greatly desired [5]. A lightweight electric traction motor with a high torque output will certainly help maximize a motor’s efficiency. Other attributes such as controllability and stability are required for a successful electric traction motor, and thus, the motor must be tested at all possible combinations of torques and velocities that the motor is capable of [5]. A widely accepted and convenient method of describing the efficiency of electric traction motor drives is by an efficiency map. An efficiency map plots the motor speed versus the torque supplied by the motor and provides an efficiency rating at these points [5]. Efficiency maps prove to be extremely useful in that they allow engineers to analyze the efficiency of these traction motors at all ranges of speed and torque that can be supplied by the motor. A typical efficiency map for an electric traction motor is displayed in figure 1. FIGURE 1 TYPICAL EFFICIENCY MAP OF A TRACTION MOTOR FOR A HYBRID VEHICLE [5] In a comprehensive study of the efficiency of electric traction motor drives in hybrid vehicles performed by the Institute of Electrical and Electronics Engineers, the efficiency of a 45 kW traction motor in a hybrid vehicle was determined to be approximately 90% for both city and highway driving, an impressive efficiency rating [5]. The efficiency that the electric traction motor provides is immensely important in the process of regenerative braking. When the brakes are pressed, the traction motor reverses its direction and acts as a generator, producing usable energy, instead of using the supplied energy to propel the vehicle when the motor is running in the forward direction. The high efficiency discovered in this study would allow for the prospect of a large amount of energy typically lost to braking to be recovered by the traction motor drive and utilized for other purposes [5]. The ensuing section will completely describe the process that makes use of this recovered energy. Utilizing Recovered Energy Larry R. Brandenburg and Edward T. King provided the schematic below in the patent of their efficient regenerative braking system. It depicts a hybrid vehicle that features an electrical traction motor that provides the torque to drive the vehicle’s wheels, and an independent internal combustion engine. The traction motor would be electrically supplied either by a fairly typical storage battery, a generator powered by the internal combustion engine, or a combination of battery and generator [4]. Since the internal combustion engine runs independently of the traction motor, the engine could be shut down for much of the time, to minimize emissions. It also becomes preferred to preheat the engine before start up, since it has been determined that 2 Spencer Evans Matt Hilger approximately 80% of the emissions from a typical vehicle are created during the ignition and initial driving of a cold engine [4]. A goal in regenerative braking systems is to use some of the recovered energy to warm the engine before ignition, greatly reducing carbon emissions. store any excess energy waste produced during the regenerative braking cycle. To be able to store and use the electrical energy produced through regenerative braking, a resistive heater must be included in the schematics. Located on the conduit connecting the heat battery back to the engine, the resistive heater will first use its generated heat to warm the internal combustion engine before start up [4]. At the same time, the resistive heater could supply the passenger compartment of the vehicle with heat whenever a passenger demands it. If it is determined that the engine has already been warmed to an acceptable initial temperature, the storage battery is fully charged, and the passenger is not demanding heat, the resistive heater will simply deposit its excess energy safely into the heat battery [4]. On initial start up of the vehicle, the following process occurs. The system controller detects the charge of the storage battery. If the charge is sensed to be full, the system controller will send a signal to the switch mechanism to block the current being provided by the generator from reaching the battery, and instead use this power to supply the traction motor [4]. If the system controller detects the storage battery to be in a low state of charge, it will signal the switch mechanism to allow the necessary current through to the battery, until the desired charge has been acquired [4]. While the car is driving, the traction motor is being supplied with electrical energy from the storage battery. But, when the driver takes his foot off of the accelerator and begins coasting, the process of regenerative braking begins. The traction motor converts into a generator and also slows the vehicle wheels. A signal from the traction motor to the system controller causes the controller to activate the switch mechanism [4]. If the storage battery is not fully charged, the regenerative energy will flow through the switch mechanism to the battery. If the system controller detects the battery to be fully charged, the switch mechanism is signaled to deliver this energy to the resistive heater to be stored for other uses [4]. When the internal combustion engine is not running and its temperature is sensed by a temperature sensor attached to the engine to be lower than the desired value for initial startup, heat stored in the resistive heater will circulate through a conduit connecting the heater and the internal combustion engine [4]. This energy will preheat the internal combustion engine, preventing cold engine driving from producing large amounts of emissions. The process of regenerative braking is a complicated process dependent on the correct placement, operation, and integration of several key electrical and mechanical components. The traction motor, battery, engine generator, and resistive heater must all be designed correctly to allow for regenerative energy production and storage. These components must also be fully in sync with the system controller that signals the switch mechanism to redirect the recovered energy to the areas of the vehicle that are in need of the recovered energy. This process of regenerative FIGURE 2 REGENERATIVE BRAKING SCHEMATIC [4] The internal combustion engine is central in a closed loop circuit that allows for standard cooling procedures to prevent overheating [4]. Another circuit runs from the internal combustion engine to the passenger compartment heater, providing heat to the passengers of the car. The conduits continue to run from the passenger compartment heater to the heat battery, an important aspect of regenerative braking. The heat battery exists to store excess heat that is not immediately used to charge any part of the vehicle. A heat battery may use salt mixtures, which become melted when excess heat is transferred to the battery [4]. The changing of phases of the salt mixtures releases a large amount of energy, which allows the heat battery to have such a high capacity of storage. The heat battery allows for a safe way to 3 Spencer Evans Matt Hilger braking is also more than just a theory with accompanying schematic drawings; it has been successfully tested and developed, as the proceeding section will discuss. SUCCESSFUL TESTING AND DEVELOPMENT Regenerative braking is a technology that has been extensively tested and developed. In all of the testing that regenerative braking has undergone, it has proven to be a very successful technology for improving fuel efficiency and reducing carbon emissions. There are two important examples of testing and development of regenerative braking that we will discuss in detail. The first set of testing was performed at the Transport Research Institute at the Edinburgh Napier University in which regenerative braking was implemented into two very different vehicles and then extensively tested. In a second set of research, regenerative braking was integrated with antilock brakes into a single system allowing regenerative braking to be a more readily usable technology. FIGURE 3 INCREASE IN FUEL EFFICIENCY VS. ULTRACAPACITOR CAPACITY FOR ŠKODA FABIA [7] These results show significant and important findings for regenerative braking. The testing of the Škoda Fabia provides very distinct evidence that regenerative braking can greatly improve the fuel efficiency of an automobile. Furthermore, the results show that regenerative braking can be implemented into typical, commercialized vehicles such as the Škoda Fabia with impressive results, proving that regenerative braking is a technology that can have an immediate beneficial impact if implemented into a greater number of cars in the near future. Also, the effects of energy storage capability on efficiency were also tested. It was found that the optimum regenerative energy storage capacity for this vehicle is 15Watt hours (Wh). Energy capacity beyond 15 Wh significantly increases the cost and mass of the regenerative braking system for an insignificant increase in efficiency [7]. A Regenerative braking system integrated with an ultracapacitor will maximize the fuel efficiency output of the braking system. Possibly the most important finding of the testing of the Škoda Fabia is the reduction of carbon dioxide emissions. After the regenerative braking system had been implemented into the vehicle, the carbon dioxide emissions during an urban driving test were just 67 g/km, a 52% decrease from the vehicles initial emissions without regenerative braking [7]. This reduction in carbon emissions helps to explain how regenerative braking is an important technology in reducing our population’s recent negative impacts on the environment. The Transport Research Institute In the research done at the Transport Research Institute at the Edinburgh Napier University, regenerative braking was implemented into two very different vehicles, and energy efficiency and emissions were tested extensively [7]. Furthermore, the potential of using ultracapacitors as energy storage devices as opposed to typical automobile batteries was also explored. Ultracapacitors have higher power densities, as well as charge and discharge capabilities, than traditional batteries, better allowing regenerative braking to yield its maximum efficiency increase [7]. The vehicles tested were the Škoda Fabia compact car and the EVT 4000E electric scooter. Škoda Fabia The Škoda Fabia is a rather typical small automobile that does not have regenerative braking capabilities. This car was then outfitted with a regenerative braking system coupled with an ultracapacitor and was tested in both city and rural environments to determine the effect of regenerative braking on the vehicle’s fuel efficiency and carbon emissions. The Škoda Fabia initially consumed 5.24 Liters per kilometer (L/km) and emitted 140 grams of fuel for every kilometer traveled (g/km). In the city model, a 54% increase in fuel efficiency was achieved by the implementation of regenerative braking; in the rural model, a 29% increase in fuel efficiency was found, as described in Figure 3 shown below [7]. EVT 4000E Electric Scooter Although the EVT 4000E electric scooter does not produce any carbon emissions, incorporating a regenerative braking system into its existing electrical drive could still prove beneficial. Increased range would allow the electric scooter to become a more appealing option for city residents who have a short commute to work everyday, thus completely 4 Spencer Evans Matt Hilger eliminating carbon emissions from people who decide to use an electric scooter as transport. When the EVT 4000E electric scooter was outfitted with a regenerative braking system and an ultracapacitor, the scooter’s range per charge efficiency significantly increased. An 18% increase in the electric scooter’s range per charge can be seen in Figure 4 shown below, with an optimum energy capacity of just 1 Wh [7]. This small optimal energy capacity of the ultracapacitor in the electric scooter also minimizes the weight of the regenerative braking system to just 1 kg, and therefore also helps reduce the cost of the whole system [7]. INTEGRATION WITH ANTILOCK BRAKES One paper from the International Journal of Automotive Technology describes a system that integrates regenerative braking and antilock brakes into a single braking system. In such a system, hydraulic brakes take over in situations where regenerative braking either cannot provide sufficient torque on its own, or cannot function due to conditions such as a high state of charge (SOC) or a high temperature in the battery. The system utilizes both a logic threshold control strategy and a fuzzy logic control strategy. The logic threshold control strategy adjusts the hydraulic braking torque as needed. The fuzzy logic control strategy is based on the slip ratio, which is the ratio of the speed of the wheels of a vehicle to the speed of the vehicle itself. This control strategy allows for dynamic adjustment to the regenerative braking torque [8]. A simulation was used to verify the stability and effectiveness of the integrated braking system. The simulation tested the efficiency of the braking system under two sets of conditions: standard conditions, as per the New European Driving Cycle (NEDC), and slick conditions that demand performance from the antilock brake part of the integrated system. For the tests run under the NEDC, only moderate braking was required, so the regenerative brakes were the main source of braking in the system. This allowed for the production of considerable amounts of regenerative energy. The statistics of the NEDC test are detailed in Figure 5 below [8]. FIGURE 4 INCREASE IN FUEL EFFICIENCY VS. ULTRACAPACITOR CAPACITY FOR EVT 4000E SCOOTER [7] When comparing results of the EVT 4000E electric scooter to the Škoda Fabia many correlations can be drawn. The first and most important one being that regenerative braking is a successful technology that will do much to help us reduce the harmful carbon emissions we continue to release into our air. The increase in efficiency that regenerative braking provides to these vehicles is quite remarkable and allows them to be improved options over traditional automobiles. One aspect that does arise though when discussing regenerative braking is the cost, which will be discussed in more detail later. A regenerative braking and ultracapacitor system is a fairly expensive system to incorporate into a vehicle. This limitation could allow electric scooters or other similar means of transport to become a popular and affordable option, due to the smaller size of the ultracapacitor and braking system in general. Current uses of regenerative braking in hybrid and electric vehicles have been very successful, but are still an expensive option. This should spark consideration for the possibility of mass marketing of electric scooters or bikes employing regenerative braking as an affordable, environmentally friendly option that greatly utilizes the efficiency of regenerative braking. FIGURE 5 REGENERATIVE ENERGY OVER TIME FOR NEDC DRIVING STANDARD [7] The brakes also performed well under the emergency braking demand conditions. In a deceleration from 90-0 km/h on a low adhesion coefficient road, the wheels never lock. Furthermore, the regenerative brakes and hydraulic brakes cooperated well, and the regenerative brakes still managed to yield 9.029% regenerative energy [8]. The statistics of the emergency demand-braking test are detailed in Figure 6 below. 5 Spencer Evans Matt Hilger spoken about the constraints and limitations that must be considered when designing and deploying a regenerative braking system. Some limitations are inevitable results of the nature of regenerative braking. For example, even though the conversion of electrical potential energy to kinetic energy in the wheels measures around 80%, kinetic energy must be converted back to electrical potential energy at the same efficiency, so the energy retention given a 80% conversion rate is 80% * 80% = 64%. At best, we can hope to minimize energy dissipation to increase conversion efficiency [10]. Other limitations restrict when regenerative braking can be used. Safety becomes a concern under more extreme braking conditions, where the negative torque imparted by the regenerative brakes can cause the car to be unstable. To ensure stability, regen is limited if the wheels start to slip. Additionally, energy regeneration must be limited when the battery is fully charged to prevent potential from rising to dangerous levels [10]. Despite these limitations, however, the Tesla Roadster has managed to make excellent use of regenerative braking. This is not only apparent in the energy efficiency of the car, but also the car’s low CO2 emissions. It is an incomplete assessment to say that because the car is purely electric, it gives no emissions. While this is technically true, it doesn’t consider the indirect emissions from the energy generation process. With these indirect emissions in mind, it is apparent that how much electric vehicles cut emissions depends on how clean the energy generation process is. For countries like the U.S. and U.K., the well-to-wheels CO2 emissions decrease is actually relatively small, especially when compared to the decrease in a country like France, where electricity is primarily generated by nuclear power [11]. The comparisons of well-to-wheels CO2 emissions in these three countries for the Tesla Roadster and two other electric vehicles, the REVAi and the TH!NK City, are shown in figure 7 below. FIGURE 6 ENERGY REGENERATION UNDER EMERGENCY BRAKING CONDITIONS [8] After simulation, the combined braking system was installed in an EQ7200HEV chassis and given field runs. The results of the field tests were consistent with the simulations. The combination of regenerative braking and electric braking makes for a braking system that both regenerates energy efficiently and performs well under emergency conditions. This research proves that regenerative braking is a technology that, when implemented, yields benefits to fuel efficiency without sacrificing any performance [8]. REGENERATIVE BRAKING IN THE REAL WORLD While regenerative braking systems have tested superbly under different conditions, with all tests providing excellent increases in energy efficiency and reduction of carbon emissions, regenerative braking systems have also proven to be just as effective in commercialized vehicles. All popular hybrid vehicles utilize regenerative braking to acquire maximum efficiency from their engines. At this point in our paper, we will show how regenerative braking has proven to be a successful real world application that is currently being applied to hybrid and electric vehicles. In particular, we will take a look at the Tesla Roadster to demonstrate how fuel efficient and environmentally low-impact cars that use regenerative braking can be. The Tesla Roadster Tesla has put out a truly impressive product in their Roadster sport car. The Roadster is still a powerful car, despite being fully electric. It is capable of reaching a top speed of 125 mph, and has a 0 to 60 mph acceleration time of 3.7 seconds. More importantly, the Roadster has a range of 245 miles per charge. This is in part thanks to the high energy density of Tesla’s Lithium-ion batteries, but the mileage is also increased by the energy conserved by regenerative braking [9]. Tesla is still working to improve their implementation of regenerative braking. Firmware engineer Greg Solberg has FIGURE 7 WELL-TO-WHEELS CO2 EMISSIONS FOR THE TESLA ROADSTER, TH!NK CITY, AND REVAI [11] 6 Spencer Evans Matt Hilger Even so, the decrease in CO2 emissions when using an electric vehicle when compared to a traditional combustion engine vehicle is very tangible, even in the US and UK. In a hypothetical situation where the fleet of all passenger cars in each country is replaced with a fleet of electric vehicles such as the Tesla Roadster, the decrease in CO2 emissions is extremely significant. The comparisons of current and hypothetical EV fleets are shown below. outfitted with regenerative braking capabilities will save six metric tonnes of carbon dioxide from damaging our atmosphere in the vehicle’s lifespan [7]. It becomes obvious that if regenerative braking were added to a greater number of vehicles, the environmental benefits would be much more noticeably impressive. TABLE 1 Regenerative braking is a technology that provides many benefits but also has some slight limitations that should be discussed. The first limitation is the cost. It costs approximately $3000 to put a regenerative braking system on a vehicle, which is a fairly hefty price tag [7]. But, the savings that regenerative braking provides in fuel efficiency will likely cover the cost of the system within a few years. Also, as shown in Table 2 below, regenerative braking decently reduces the amount of power required by the engine. With the engine consistently experiencing less stress, the possibility of the engine breaking down reduces, saving a large sum of money. TABLE 2 Possible Limitations COMPARISON OF CURRENT FLEET TO PURELY ELECTRIC FLEET [11] Even though the benefits of using cars such as the Tesla Roadster are hindered by the indirect emissions due to the electricity generation process, they are still significant. Tesla is an excellent indicator of how fuel efficient and lowemission our fleet can be if electric vehicles become more commonplace. POWER OUTPUT OF ENGINE WITH AND WITHOUT REGENERATIVE BRAKING [7] OVERALL BENEFITS OF REGENERATIVE BRAKING As previously discussed in the testing and development section, regenerative braking has wide ranging benefits that go even beyond improved fuel efficiency and reduced carbon emissions. But these two benefits are the most important and have the potential to have the most positive influential impacts and deserve more detailed discussion. A regenerative braking system employed into a Škoda Fabia compact car improved fuel efficiency in both city and rural driving by 54% and 29% respectively. When a regenerative braking system was employed into an EVT 4000E electric scooter, an 18% increase in range per charge was experienced [7]. These large increases in efficiency should provide drivers a sense of relief. With fuel prices being higher than they have ever been, any increase in fuel efficiency, especially the large increases provided by regenerative braking, becomes monumentally important. The addition of a regenerative braking system also significantly reduced carbon emissions of the Škoda Fabia as previously discussed. The environmental issues currently facing our planet have only worsened in recent years and discovering a solution is imperative. Although regenerative braking will not completely mend the damaged environment and atmosphere, it can certainly provide a lot of help. Based on the fuel efficiency increases and carbon emission reductions discovered in this study, it is estimated that a vehicle Regenerative braking is also typically limited by the efficiency of the electric traction motor drive and the capacity to store this energy. But as discussed earlier, traction motors have proven to be very efficient and with a correctly designed resistive heater and heat battery, storage of energy will not be a problem. A final limitation of regenerative braking is that it still relies on mechanical braking for rapid deceleration and when the regenerative braking system fails. But also discussed earlier was the integration of antilock brakes with regenerative braking. Even under emergency stopping conditions, the regenerative brakes still recovered some usable energy while proving to be completely safe. FINAL ANALYSIS OF REGENERATIVE BRAKING Regenerative braking has proven to be a successful technology through testing and deployment into modern 7 Spencer Evans Matt Hilger Energies. http://www.mdpi.com/1996-1073/4/9/1461/#cite. Accessed: 26 January 2012. hybrid and electric vehicles. It effectively reduces carbon emissions and increases fuel efficiency. Given the present environmental issues facing our world, it is vital that we implement measures such as implementing regenerative braking that so effectively reduce our dependence on nonrenewable resources and the negative environmental impacts of our automotive fleet. As previously discussed in our analysis of the Tesla Roadster, additional measures such as the switch to nuclear energy would allow regenerative braking to have a tremendous positive impact on our environment. As we proceed towards a greener future, regenerative braking has already proven to be an effective and efficient technology that will only improve as other measures continue to be implemented. ACKNOWLEDGEMENTS We would like to thank our co-chair Pramod Jacob for providing helpful advice to improve our paper. We would also like to thank our session Chair Scott Meyers for guiding us in the writing of our paper. We would also like to thank our writing instructor Diane Kerr for her feedback on revising our abstract. Finally, we would like to thank Kyle Wolfe for providing inspiration as we chose our topic. REFERENCES [1] (2009). “50by50: Global Fuel Economy Initiative.” FIA Fuel Economy Initiative [Online]. Available: http://www.fiafoundation.org/50by50/pages/homepage.aspx [2] “Frequently Asked Global Change Questions.” Carbon Dioxide Information Analysis Center. [Online]. Available: http://cdiac.ornl.gov/pns/faq.html [3] C. Lampton. “How Regenerative Braking Works.” How Stuff Works. [Online]. Available: http://auto.howstuffworks.com/auto-parts/brakes/brake-types/regenerativebraking5.htm [4] L. R. Brandenburg, E. T. King. (1992, November 10). “Hybrid Electric Vehicle Regenerative Braking Energy Recovery System” United States Patent. [5] S. Williamson, A. Emadi, K. Ragashekara. “Comprehensive Efficiency Modeling of Electric Traction Motor Drives for Hybrid Electric Vehicle Propulsion Applications.” Institute of Electrical and Electronics Engineers. [Online] Available: http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=4273755&tag=1 [6] “Advanced Green Technology.” Genovation Cars. [Online] Available: http://www.genovationcars.com/the-g2/technology [7] P. Clarke, T. Muneer, K. Cullinane. 21 February 2010. “Cutting vehicle emissions with regenerative braking.” Science Direct. http://www.sciencedirect.com/science/article/pii/S1361920910000039; [8] D. Peng, Y. Zhang, C. –L. Yin, and J. –W. Zhang. 29 January 2007. “Combined control of a regenerative braking and antilock braking system for hybrid electric vehicles”. International Journal of Automotive Technology. http://www.springerlink.com/content/x2707734h5p38402/; [9] “Roadster Features and Specs.” Tesla. [Online] Available: http://www.teslamotors.com/roadster/specs [10] Solberg. “The Magic of Tesla Roadster Regenerative Braking.” Tesla. [Online]. Available: http://www.teslamotors.com/blog/magic-tesla-roadsterregenerative-braking [11] A. Holdway, O. Inderwildi, D. King, A. Williams. “Indirect Emissions from Electric Vehicles: Emissions from Electricity Generation.” Smith School of Enterprise and the Environment. [Online] Available: http://www.theengineer.co.uk/Journals/1/Files/2010/9/20/SSEEPolicyBrief-Indirectemissions%20v5.pdf ADDITIONAL SOURCES (2009). “Nissan Unveils ‘Leaf’ – The World’s First Electric Car Designed for Affordability and Real-World Requirements.” Nissan News Releases. [Online]. Available: http://www.nissanglobal.com/EN/NEWS/2009/_STORY/090802-02-e.html Guoqing Xu, Weimin Li, Kun Xu, and Zhibin Song. (22 September 2011). “An Intelligent Regenerative Braking Strategy for Electric Vehicles.” 8