LANDER:TESLA-battery-mileage-estimation-20221015 From Predict README version: 15077, last modified: 2024-12-2. This file describes the trace dataset "TESLA-battery-mileage-estimation-20221015" provided by the LANDER project. LANDER Metadata ┌───────────────────────────┬────────────────────────────────────────────────────────────────────────────────────┐ │ dataSetName │ TESLA-battery-mileage-estimation-20221015 │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ status │ usc-web-and-predict │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ shortDesc │ Model Y's range prediction vs actual recorded odometer readings, and how its │ │ │ estimation might be affected by temperature. │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ longDesc │ This dataset contains data manually collected while trying to study a 2022 Tesla │ │ │ Model Y's range prediction vs actual recorded odometer readings, and how its │ │ │ estimation might be affected by temperature. Note: this is an example dataset and │ │ │ much better data collection would be subject to future work. Specifically, humans │ │ │ transcribing data could have made mistakes while recording numbers in the │ │ │ spreadsheet. │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ datasetClass │ restricted │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ commercialAllowed │ False │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ requestReviewRequired │ true │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ productReviewRequired │ True │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ ongoingMeasurement │ False │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ submissionMethod │ Upload │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ collectionStartDate │ 2022-10-15 │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ collectionStartTime │ 00:00:00 │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ collectionEndDate │ 2023-08-19 │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ collectionEndTime │ 00:00:00 │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ availabilityStartDate │ 2024-07-08 │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ availabilityStartTime │ 00:00:00 │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ availabilityEndDate │ 2039-01-01 │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ availabilityEndTime │ 00:00:00 │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ anonymization │ unset │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ archivingAllowed │ True │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ keywords │ tesla,pivot,efficiency,battery,odometer,distance,ev │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ format │ csv │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ access │ https │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ hostName │ USC-LANDER │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ providerName │ COMUNDA:WES-HARDAKER │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ groupingId │ │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ groupingSummaryFlag │ false │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ retrievalInstructions │ download │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ byteSize │ 2095 │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ expirationDays │ 14 │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ uncompressedSize │ 2095 │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ impactDoi │ │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ useAgreement │ dua-wes-20240420 │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ irbRequired │ False │ ├───────────────────────────┼────────────────────────────────────────────────────────────────────────────────────┤ │ privateAccessInstructions │ See https://ant.isi.edu/datasets/#getting-datasets for information on obtaining │ │ │ this dataset. │ │ │ See │ └───────────────────────────┴────────────────────────────────────────────────────────────────────────────────────┘ Detailed Information Metadata | name | TESLA-battery-mileage-estimation-20221015 | | collection start date | 2022-10-15 00:00:00 | | collection end date | 2023-08-19 23:59:59 | | commercial use allowed | No | | product review required | Yes | | ongoing measurement | No | | retrieval instructions | download | | file type | csv | | download size | 0GB | | usage agreement | dua-wes-20240420 | | IRB approval required | No | Dataset contents This dataset contains data manually collected while trying to study a 2022 Tesla Model Y's range prediction vs actual recorded odometer readings, and how its estimation might be affected by temperature. Note: this is an example dataset and much better data collection would be subject to future work. Specifically, humans transcribing data could have made mistakes while recording numbers in the spreadsheet. File format All data recorded is in the tesla-efficiency.csv file with the following columns: • Date: The date the milage was recorded • Start_Miles: The starting miles left on the battery according to the vehicle • End_Miles: The ending miles left on the battery according to the vehicle • Actual_Miles: The actual miles driven, according to the vehicles odometer • Outside_Temp: A rough measurement of the average outside temperature during the drive based on the car's external thermometer reading while driving • Precon: Whether the car was set to "precondition" before driving • Battery_Miles: the abs(End_Miles - Start_Miles) • Efficiency: Actual_Miles / Battery_Miles • Delta Miles: Battery_Miles - Actual_Miles Note: Start_Miles and End_Miles are occasionally swapped, so taking the absolute value (as the Battery_Miles column does) will report the proper delta value. Example results The following graphs show example results from analyzing this dataset. A plot of temperature vs estimation accuracy https://ant.isi.edu/~hardaker/images/tesla-temperature.png A plot of distance traveled vs estimation accuracy https://ant.isi.edu/~hardaker/images/tesla-efficiency.png A plot of starting mileage vs estimation accuracy https://ant.isi.edu/~hardaker/images/tesla-starting-mileage.png Citation If you use this trace to conduct additional research, please cite it as: Tesla mileage estimation efficiency, 2024. Provided by Wes Hardaker with the PIVOT project https://www.pivot-auto.org/. User Annotations Currently no annotations. Categories: • Datasets • LANDER • LANDER:Datasets • LANDER:Datasets:viaComunda