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Electric vehicle consumption dataset

2019. 12. 19. · In this article, using a publicly available dataset, driving range estimation of a specific electric vehicle model is scrutinized. At first, multiple regression models are trained based on the features like the average speed, type of the route and driving style; then the driving range prediction accuracy is investigated.
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1. Based on my understanding, this code generates FMCW for one Target as the dimension of the sig is 1 x N which must must be L x N (L is the number of target) 2. the Dechirped signal, which is.

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As discussed in Chapter 6, part of the reason that hybrid electric vehicles show lower fuel consumption is that they permit the internal combustion engine to operate at more efficient speed-load points. ... Analysis of the 2009 EPA fuel economy data set for more than 1,000 vehicle models yields a model-averaged difference of about 30 percent.
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Accurate estimation of vehicle's energy consumption is a demanding task. However, it might be critical for electric vehicles compared to conventional vehicles because of their limited travel range. Moreover, accurate simulation in real-life driving situations depends on a number of uncertainties such as weather, wind speed, road condition, etc.
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Data Monitoring of CO2 emissions from passenger cars - Regulation (EU) 2019/631 The Regulation (EU) No 2019/631 requires Countries to record information for each new passenger car registered in its territory. Every year, each Member State shall submit to the Commission all the information related to their new registrations. In particular, the following details are required for each new.
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2015. 4. 9. · A significant disadvantage of EVs is a very limited range, typically less than 200 km. This paper compares EVs to conventional vehicles (CVs) for private transportation using two very large data sets. The EV data set is collected from 164 vehicles (126 million rows) and the CV data set from 447 vehicles (206 million rows).
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2018 ECHNICAL EPORT Electric Power Research Institute 3420 Hillview Avenue, Palo Alto, California 94304-1338 PO Box 10412, Palo Alto, California 94303-0813 USA 800.313.3774 650.855.2121 [email protected] www.epri.com Electric Vehicle Driving, Charging, and Load Shape.
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The Vehicle Technologies Office supports the Advanced Vehicle Testing Activity, which collects on-road and in-laboratory data on advanced and alternative fuel vehicles and infrastructure. These results provide benchmark data that researchers can use to develop technology models and guide future research and development. Over the years, the ....
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2021. 4. 7. · It can provide different levels of intensity to the vehicle, offering you the ability to manage its consumption from a power outlet. Various models offer power levels ranging from 3.7 kW to 22 kW. Higher wattage is useful for shorter charging sessions — recommended, for example, if your electricity contract offers lower rates at limited times.
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PHEVs generally have larger electric batteries than standard hybrids, with the ability to drive only on electric power. Typically, hybrids have lower battery ranges than all-electric vehicles, and the electrical capacity is designed more to supplement gasoline driving and to help maximize fuel efficiency.
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Keywords— PHEV, Fuel Consumption, On-Road, Testing 1. Introduction The U.S. Department of Energy's Advanced Vehicle Testing Activity, in collaboration with 80 testing partners throughout the United States, Canada, and Finland, has collected data from over 1.8 million miles of plug-in hybrid electric vehicle (PHEV) driving and charging.

Detailed tabulated data providing total energy, electricity, natural gas, fuel oil and district heat consumption figures and data by end use (heating, cooling, lighting, etc.). Detailed building microdata. Release Date: May, 2016. Raw data for 6,720 buildings for data users to create custom tables that are not available through the tabulated. VED (Vehicle Energy Dataset) A novel large-scale database for fuel and energy use of diverse vehicles in real-world. VED captures GPS trajectories of vehicles along with their timeseries data of fuel, energy, speed, and auxiliary power usage, and the data was collected through onboard OBD-II loggers from Nov, 2017 to Nov, 2018. This cheatsheet shows all electric vehicles sorted by energy consumption. The cheatsheet is made as a quick reference, click on a vehicle for all details. Data is based on real-world values. The average is corrected for multiple versions of the same model. * = data for upcoming cars and might be based on estimates. 2021. 7. 6. · Electricity Data - Consumption. This API provides data on U.S. consumption for electricity generation in Btu. Data organized by fuel type, i.e., coal, petroleum liquids, petroleum coke, and natural gas. Data also organized by sector, i.e., electric power, electric utility, commercial and industrial. Annual, quarterly, and monthly data available.

Unnamed Dataset 1: Unnamed Dataset 2: Unnamed Dataset 3: Table 1: Equation symbol explanations: Table 2: Acronyms used in SAE J1634: Table 3: ... Battery Electric Vehicle Energy Consumption and Range Test Procedure. Purchase for $118.00 . Contact sales for subscription information. Browse the Product Portfolio. 2018. 8. 20. · 3 Methods. Fig. 1 shows an overview of our system for prediction of EV energy consumption and recommendation of rest areas. First, our system collects the actual data on EV trips for constructing the prediction models (this. Han Hao, Qinyu Qiao, Zongwei Liu, Fuquan Zhao, "Impact of recycling on energy consumption and greenhouse gas emissions from electric vehicle production: The China 2025 case", Resources. Here we used a large dataset of 8064 real-world trips to establish analytical relationships between driving characteristics and fuel consumption for CAV sedans and sport utility vehicles (SUVs) with gasoline and battery electric powertrains. ... consumption by a median of 17% for gasoline vehicles and by 14% for battery electric vehicles (BEVs.

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2022. 8. 12. · The Vehicle Technologies Office supports the Advanced Vehicle Testing Activity, which collects on-road and in-laboratory data on advanced and alternative fuel vehicles and infrastructure. These results provide benchmark data that researchers can use to develop technology models and guide future research and development. Over the years, the. 2019. 4. 19. · We present Vehicle Energy Dataset (VED), a novel large-scale dataset of fuel and energy data collected from 383 personal cars in Ann Arbor, Michigan, USA. This open dataset captures GPS trajectories of vehicles along with their time-series data of fuel, energy, speed, and auxiliary power usage. A diverse fleet consisting of 264 gasoline vehicles, 92 HEVs, and 27.

The most fuel-efficient vehicles for model year 2022; Cars; Vehicle class Conventional vehicle Electric vehicle; Two-seater: Mazda MX-5 2.0 L, 4 cylinder, 6-speed automatic with select shift: n/a: Minicompact: MINI Cooper Convertible 1.5 L, 3 cylinder, 7-speed automated manual n/a: Subcompact: Chevrolet Spark 1.4 L, 4 cylinder, continuously.

  • Its high-precision measurements will eliminate the guesswork from battery usage and improve your battery bank's overall performance and longevity!. Tweet. #4. 05-09-2016, 12:21 PM. Renogy Tech Support 800-330-8678 Press 3. I have this same problem. Renogy said to let the MT-5 sit unplugged for an hour. The results of the CGE analysis are summarized in table 2 9 . In the base case, BEV adoption is likely to increase the gross output and GDP of the national economy by $0.464 billion and $0.377 billion, respectively, and both non-tailpipe and tailpipe CO 2 emissions would decrease.

  • With changes to electric vehicle prevalence on the horizon, another recent National Academies report analyzes technologies that could be used to improve light-duty vehicle (LDV) fuel economy in 2025-2035. The study examines internal combustion engine, hybrid, battery electric, fuel cell, nonpowertrain, and connected and automated vehicle. Forecasted datasets of electric vehicle consumption on the electricity grid of Spain Authors Dora 3Cama -Pinto 1, Juan Antonio 3Martínez -Lao 2, Andre s Felipe Solano -Escorcia , Alejandro Cama .... Get this from a library! Advanced vehicle technologies : hearing before the Committee on Energy and Natural Resources, United States Senate, One Hundred Twelfth Congress, first session, to receive testimony on policies to reduce oil consumption through the promotion of advanced vehicle technologies and accelerated deployment of electric-drive vehicles, as proposed in S. 734 and S. 948, May 19.

Published by Statista Research Department , Jul 14, 2022 U.S. electric vehicle-related energy demand is expected increase to about 107 terawatt hours by 2035. In 2020, roughly 4.7 terawatt hours. Jun 09, 2020 · This data includes: the average consumption demand on the Spanish electricity grid at national level, and its availability. Subsequently, the report looks at the number of electric vehicles that could be supported in the years 2020-2023, depending on the consumption demand and availably of the electricity grid for those future years..

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According to a study by the International Energy Agency, the number of EVs globally is forecasted to rise to be 35% of all vehicles by 2040. In Thailand, on the other hand, the popularity of EVs are still low, although hybrid electric vehicles (HEVs) have been launched since around 2009-2010. According to statistics from the Land Transport.

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  • 2,950 W. 6,550 W. As you can see in our example above, if we add up all running watts of our appliances we get the number 2,950 - so we are well within the 4,000 running watts limit (850 + 700 + 50 + 150 + 1,200 = 2,950). However, we would need a generator that is capable of producing at least 6,550 surge (starting) watts to power all these.

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Comments on "Environmental Outcomes of the US Renewable Fuel Standard" The Systems Assessment Center and its collaborators provide a detailed technical review of a recently published article "Environmental Outcomes of the US Renewable Fuel Standard" by Lark et al. (2022).Our review explored modeling approach and data sources for land use changes, types of land conversions, and soil.

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Copper is Essential to Electric Vehicle Technology Copper is used throughout electric vehicles, charging stations and supporting infrastructure because of the metal's durability, high conductivity and efficiency. While conventional cars have 18-49 pounds of copper, hybrid electric vehicles (HEV) contain approximately 85 pounds, plug-in. Comparatively, in 2016 just under 1 million vehicles or 1% of global auto sales came from plug-in electric vehicles (PEVs). 1. By 2025, J.P. Morgan estimates this will rise close to 8.4 million vehicles or a 7.7% market share. While this jump is significant, it doesn't compare to the kind of growth expected in HEVs - cars that combine a fuel. 2021. 7. 6. · Electricity Data - Consumption. This API provides data on U.S. consumption for electricity generation in Btu. Data organized by fuel type, i.e., coal, petroleum liquids, petroleum coke, and natural gas. Data also organized by sector, i.e., electric power, electric utility, commercial and industrial. Annual, quarterly, and monthly data available. The results of the CGE analysis are summarized in table 2 9 . In the base case, BEV adoption is likely to increase the gross output and GDP of the national economy by $0.464 billion and $0.377 billion, respectively, and both non-tailpipe and tailpipe CO 2 emissions would decrease. Here's our guess as to what would happen in three specific groups of scenarios: 1) A Vehicle Owner Disables The Stop-Start System On Their Own. It is hard to see how you would ever get caught. Problem 3 of 4 Faulty Immobiliser chip. This is one of the major Peugeot car key problems. This is what stops cars starting, and it's all because of a new type of chip design that.

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Modelling energy consumption of electric freight vehicles in urban pickup/delivery operations: analysis and estimation on a real-world dataset. Electric Freight Vehicles (EFVs) are a promising and increasingly popular alternative to conventional trucks in urban pickup/delivery operations. A key concerned research topic is to develop trip-based. The global stock of plug-in electric vehicles (PEVs) between 2005 and 2009 consisted exclusively of all-electric cars (), totaling about 1,700 units in 2005, and almost 6,000 in 2009.The plug-in stock rose to about 12,500 units in 2010, of which 350 were plug-in hybrids (PHEVs). By comparison, during the Golden Age of the electric car at the beginning of the 20th century, the EV stock peaked.

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Your vehicle plays a major role in keeping you safe on the road. Safety ratings are the best way to know how well your vehicle will perform in a crash. The higher the safety rating of your vehicle, the safer you are on the road. Safety ratings information keyboard_arrow_right. There has been a renewed 14 Electric Vehicles in India: Challenges and Opportunities. 20. interest in EVs as a solution to address the emerging concerns around energy security and climate change. There are almost 40 new production ready electric vehicles and hybrid vehicles launching by 2013. 2.

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Sep 02, 2021 · Sep 2, 2021. It is expected that battery-electric vehicles will account for 66 percent of electric vehicle sales worldwide in 2021. Sales of battery electric vehicles are tipped to reach around 3. .... Stanford Cars Dataset. SWAG Dataset. GTZAN Genre Dataset. HASYv2 Dataset. WFLW Dataset. Visdrone Dataset. 11k Hands Dataset. QuAC Dataset. LFW Deep Funneled Dataset. ... The Household electricity consumption dataset is a time series dataset that contains 260,640 values recorded between January 2007 and June 2007 (6 months).

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  • Disruptive changes, but rather difficult to establish market projections. Currently, ICTs account for between 5% and 9% of total electricity consumption, and their development suggests a deep transformation of energy systems, from smart networks to customer management or decentralised energy exchanges. Digitalization is driving several types of.

  • All-Electric Car Price Comparison For U.S. - September 18, 2021. The Nissan LEAF opens the list thanks to the most recent MSRP price reduction. The entry-level version with a 40 kWh battery and.

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  • Expertise. Electric Vehicles. 2040 forecast. 2040 forecast. Industry insights. Connect the moving parts between oils, metals, fuels, power and infrastructure industries to gain a full view of electric vehicles' global market impacts in our.

  • contains data from both electric and conventional fueled vehicles. Several other websites and data sources were examined before choosing Spritmonitor. They lacked the required parameters for this study, but Spritmonitor had a large dataset of EV fuel consumption information. The Tesla Model S was selected with the driving data under several.

Forecasted datasets of electric vehicle consumption on the electricity grid of Spain Authors Dora 3Cama -Pinto 1, Juan Antonio 3Martínez -Lao 2, Andre s Felipe Solano -Escorcia , Alejandro Cama .... van Dongen, LAM 1981, Theoretical Prediction of Electric Vehicle Energy Consumption and Battery State-of-Charge during Arbitrary Driving Cycles. in EVC Symposium VI, Baltimore 1981. Theoretical Prediction of Electric Vehicle Energy Consumption and Battery State-of-Charge during Arbitrary Driving Cycles. / van Dongen, Leonardus Adriana Maria.

Dataset for PR of EVCS Based on Power Consumption. Dataset for PR of EVCS Based on Power Consumption. menu. Skip to ... Electric Vehicles Charging Stations Power Rating. Data. Code (2) Discussion (0) Metadata. About Dataset. No description available. Edit Tags. close. search.

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Forecasted datasets of electric vehicle consumption on the electricity grid of Spain Authors Dora 3Cama -Pinto 1, Juan Antonio 3Martínez -Lao 2, Andre s Felipe Solano -Escorcia , Alejandro Cama .... As one of the highest energy-consuming sectors, Kenya's manufacturing sector share of electricity consumption in 2019 was 50.16%. That of fuel consumption was 12%, the second-highest after the transport sector. It is therefore important to analyze the sector's energy efficiency and its determinants. 2021. 4. 9. · At Elvia, we believe that data and data-driven decision making is the way forward. As data scientist, we have an important role in this process, helping the analysis of available data to generate new insights. In this blog post, by using data gathered through smart meters, we provide key visualisations to understand what it means to charge an electric vehicle (EV) at home in. Electric vehicles are anticipated to be a key future component of Europe's mobility system, helping reduce impacts on climate change and air quality. Battery electric vehicles (BEVs) comprised around 0.6 % of all new car registrations in the EU in 2017 (EEA, 2018a). By 2030, BEVs could be between 3.9 % and 13.0 % of. Option 1: The World Bank data portal has a database called World Development Indicators. It has global yearly energy consumption (per capita) for each country and geographical or economic zone. You should select from the left navigation bar the WDI database, then select the individual countries, then the time series "Electric power consumption.

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Environmental and Energy Study Institute. We've moved! Our suite number is now 400. 1020 19th Street, NW, Suite 400 Washington, DC 20036-6101 (202) 628-1400 phone (202) 204-5244 fax. [email protected] Option 1: The World Bank data portal has a database called World Development Indicators. It has global yearly energy consumption (per capita) for each country and geographical or economic zone. You should select from the left navigation bar the WDI database, then select the individual countries, then the time series "Electric power consumption.

Datasets provide model-specific fuel consumption ratings and estimated carbon dioxide emissions for new light-duty vehicles for retail sale in Canada.

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Wang, J, Besselink, I & Nijmeijer, H 2016, Online prediction of battery electric vehicle energy consumption. in EVS 2016 29th International Electric Vehicle Symposium. World Electric Vehicle Journal, nr. 1, vol. 8, Electric Vehicle Symposium and Exhibition, blz. 213-224, 29th International Electric Vehicle Symposium and Exhibition (EVS 2016), Montreal, Canada, 19/06/16. Research Expert covering transportation and logistics. Get in touch with us now. , Jul 27, 2022. Some 11.3 million battery electric vehicles (BEVs) were in use globally in 2021. That year, more .... Sales (consumption), revenue, prices & customers. Monthly Form EIA-861M (formerly EIA-826) detailed data (1990 - present) Revenue, sales, customer counts, and retail price by state and sector. Monthly Release date: July 26, 2022|Data from: Electric Power Monthly.. 2019. 10. 18. · Current trends are showing that the popularity of electric vehicles (EVs) has significantly increased over the last few years, causing changes not only in the transportation industry but generally in business and society. This paper covers one possible angle to the (r) evolution instigated by EVs, i.e., it provides the data science perspective review of the. Modelling energy consumption of electric freight vehicles in urban pickup/delivery operations: analysis and estimation on a real-world dataset. Electric Freight Vehicles (EFVs) are a promising and increasingly popular alternative to conventional trucks in urban pickup/delivery operations. A key concerned research topic is to develop trip-based. Jun 09, 2020 · This data includes: the average consumption demand on the Spanish electricity grid at national level, and its availability. Subsequently, the report looks at the number of electric vehicles that could be supported in the years 2020-2023, depending on the consumption demand and availably of the electricity grid for those future years..

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The Vehicle Technologies Office supports the Advanced Vehicle Testing Activity, which collects on-road and in-laboratory data on advanced and alternative fuel vehicles and infrastructure. These results provide benchmark data that researchers can use to develop technology models and guide future research and development. Over the years, the .... Low-power Charging - Charging of electric vehicles at rates of 1.6 to 10 kW. Typically AC-connected and commonly referred to as Level 1 (L1) and Level 2 (L2) charging. Managed Charging - Mechanisms including price signals, direct control, incentives, etc., external to the electric vehicle (EV) and electric vehicle supply equipment (EVSE, also.

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Dataset for PR of EVCS Based on Power Consumption. Dataset for PR of EVCS Based on Power Consumption. menu. Skip to ... Electric Vehicles Charging Stations Power Rating. Data. Code (2) Discussion (0) Metadata. About Dataset. No description available. Edit Tags. close. search. For all the applications in which these motors are integrated in an Electric Vehicle, our motor control system can be leveraged to demonstrate your PoC. (Specifications - Our motor controller ECU can drive 2 PMSM motors of 170 Watt and 5kW each, and 1 BLDC motor of 1 kW) One of the most widely implemented use-case is the Drivetrain of.

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This paper compares EVs to conventional vehicles (CVs) for private transportation using two very large data sets. The EV data set is collected from 164 vehicles (126 million rows) and the CV data set from 447 vehicles (206 million rows). Both data sets are collected in Denmark throughout 2012, with a logging frequency of 1 Hz. 2020. 11. 17. · We present Vehicle Energy Dataset (VED), a large-scale dataset of fuel and energy data collected from 383 personal cars in Ann Arbor, Michigan, USA. This open dataset captures GPS trajectories of vehicles along with their time-series data of fuel, energy, speed, and auxiliary power usage. A diverse fleet consisting of 264 gasoline vehicles, 92 HEVs, and 27 PHEV/EVs.

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Modeling Electric Vehicle Consumption Profiles for Short-Term Forecasting and Long-Term Simulation EV, forecasting model, probabilistic evaluation, scenario generation, smart grid, smart homes: Nov 2018: The sensitivity of vehicle-to-grid revenues to plug-in electric vehicle battery size and EVSE power rating. Global power consumption recovered from the COVID-19 pandemic (+5.5% in 2021). Global electricity consumption, which had contracted by 0.7% in 2020 due to the COVID-19 crisis, grew by +5.5% in 2021, +4.8% above its 2019 level. In China, the largest electricity consumer with 31% of global electricity consumption, power consumption rose by nearly. These reports provides vehicle counts broken down by ZIP code, model year, fuel type, make and duty (light/heavy) of registered vehicles with specific as of dates. Data and Resources 1/1/2021 Vehicle Fuel Type Count by Zip Code CSV Popular. This cheatsheet shows all electric vehicles sorted by energy consumption. The cheatsheet is made as a quick reference, click on a vehicle for all details. Data. Electric Vehicle Data Analysis Tool EValuateNY, a data analysis tool, provides access to comprehensive data from New York State's EV market by assembling data from public and private initiatives. This tool may be useful for researchers, companies involved in the EV market, municipalities and planners, and other stakeholders.

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A dataset of building footprints across an area of 19.4M km2 (64% of the African continent) Water Consumption. Water consumption data from 14 buildings of a university campus; Electric Vehicles and Bikes. ACN-Data is a dataset of workplace EV charging which currently includes over 30,000 sessions. So I had to do the research, and here it is: The average electric car kWh per 100 miles (kWh/100 mi) is 34.6. This works out as 0.346kWh per mile. In other words, on average, electric cars consume 34.6kWh to travel 100 miles and 0.346kWh to travel 1 mile. This is based on 231 electric cars, built between 2000 and 2022, and their kWh/100 mi as .... Electric car sales reached a record 3 million in 2020, up 40% from 2019. This strong growth was a stark contrast with general car market sluggishness globally, with overall car sales down 16% due to the Covid-19 crisis. After a decade of rapid growth, there are now over 10 million electric cars on the road, representing ~1% of the global car stock. This study models the energy consumption of electric vehicles (EVs) under uncertain and small data conditions by combining the machine learning method and the idea of controlled experiments. ... refers to the process during which new data is obtained after performing transformation operations on the training dataset of limited size (Dalal and. 2022. 5. 13. · In financial year 2022, the leading type of electric vehicles sold in India was two-wheelers, reached around 231 thousand units. With changes to electric vehicle prevalence on the horizon, another recent National Academies report analyzes technologies that could be used to improve light-duty vehicle (LDV) fuel economy in 2025-2035. The study examines internal combustion engine, hybrid, battery electric, fuel cell, nonpowertrain, and connected and automated vehicle.

Dec 29, 2019 · Dataset for PR of EVCS Based on Power Consumption. We use cookies on Kaggle to deliver our services, analyze web traffic, and improve your experience on the site..

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We present Vehicle Energy Dataset (VED), a large-scale dataset of fuel and energy data collected from 383 personal cars in Ann Arbor, Michigan, USA. This open dataset captures GPS trajectories of vehicles along with their time-series data of fuel, energy, speed, and auxiliary power usage. A diverse fleet consisting of 264 gasoline vehicles, 92 HEVs, and 27 PHEV/EVs drove in real-world from Nov.