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Household Laundry Appliance Resource Consumption and Operation Dataset.

Žygimantas Jasiūnas1, João Braz Ferreira2, Tiago Julião3

  • 1LASIGE, Faculty of Sciences, University of Lisbon, Lisbon, Portugal. zjasiunas@ciencias.ulisboa.pt.

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|May 16, 2026
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Summary

The new LARCO dataset captures real-world washing machine and dryer usage, revealing how user behaviour impacts appliance energy and water consumption beyond official energy labels.

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Area of Science:

  • Sustainable energy consumption
  • Household appliance efficiency
  • Behavioural science in energy use

Background:

  • Household appliances like washing machines and dryers are major residential energy consumers.
  • Energy labels don't fully capture real-world energy and water usage due to user behaviour and operating conditions.
  • Existing datasets often overlook user behaviour in appliance operation.

Purpose of the Study:

  • To introduce the Laundry Appliance Resource Consumption and Operation (LARCO) dataset.
  • To provide a comprehensive, open-access resource for studying appliance efficiency and user behaviour.
  • To bridge the gap between labelled and actual appliance performance for sustainable energy use.

Main Methods:

  • Collected multivariate time-series data (1 Hz+) from washing machines and dryers under laboratory and household conditions.
  • Recorded energy, water, temperature, and humidity, alongside metadata for various operational parameters.
  • Included data on load sizes, programme settings, and ambient conditions for comprehensive analysis.

Main Results:

  • The LARCO dataset offers detailed operational and environmental data, capturing real-world usage variability.
  • It provides ground-truth laboratory measurements and diverse household usage patterns.
  • Enables in-depth analysis of factors influencing appliance resource consumption.

Conclusions:

  • The LARCO dataset is crucial for understanding and modelling user behaviour's impact on appliance efficiency.
  • It facilitates the development of personalized energy feedback and more effective energy-saving strategies.
  • Promotes more sustainable residential energy consumption by addressing the performance gap.