Skip to main content

Datasets

Open Access

Battery and Heating Data in Real Driving Cycles

Citation Author(s):
Matthias Steinstraeter (Technical University of Munich, Institute of Automotive Technology)
Johannes Buberger (Technical University of Munich, Institute of Automotive Technology)
Dimitar Trifonov (Technical University of Munich, Institute of Automotive Technology)
Submitted by:
Matthias Steinstraeter
Last updated:
DOI:
10.21227/6jr9-5235
Data Format:
Average: 5 (1 vote)

Abstract

High-voltage batteries in battery electric vehicles face significant load fluctuations due to driving behavior. This dynamic performance of the powertrain is contrasted by the almost constant load of the auxiliary consumers. The highest auxiliary consumption is generated by the heating and air conditioning system, which decreases the vehicles range significantly. 72 real driving trips with a BMW i3 (60 Ah) were recorded, serving for model validation of a full vehicle model consisting of the powertrain and the heating circuit.

 Each trip contains:

  • Environmental data (temperature, elevation, etc.)
  • Vehicle data (speed, throttle, etc.)
  • Battery data (voltage, current, temperature, SoC)
  • Heating circuit data (indoor temperature, heating power, etc.)

Using the validated model, strategies for electrothermal recuperation, which describes the direct use of power in regenerative braking operations for heating, were implemented and the range advantage was determined (https://www.mdpi.com/2032-6653/11/2/41) .This approach was further developed to a peak power shaving. Depending on the drive power, the heating power is controlled. The simulation data show this approach and the resulting improvement in range and battery life. The corresponding paper was submitted to IEEE Transactions on Transportation Electrification.

Instructions:

Plase see the attached readme.txt.

Greetings

I am looking for the battery failures data set (expecially lithium-ion batteries)

Titi Andriani Sun, 03/02/2025 - 05:34 Permalink

Dataset Files

LOGIN TO ACCESS DATASET FILES
Open Access dataset files are accessible to all logged in users. Don't have a login? Create a free IEEE account. IEEE Membership is not required.

DOCUMENTATION

OSZAR »