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Exploring Energy Consumption Patterns in a Smart Residential Laboratory Setup

PlaceLab is a unique live-in laboratory designed for data collection and analysis of energy usage patterns in residential spaces. Over a period of 10 weeks, a couple resided in this facility, which was equipped with 37 electrical circuits monitored by current sensors. The study utilized video analysis for capturing the couple's behavior, movement, and appliance usage. Additionally, data collection included energy consumption analysis of individual devices. The innovative Handlense sensor visualization tool allowed for in-depth evaluation of activity recognition in a realistic living environment.

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Exploring Energy Consumption Patterns in a Smart Residential Laboratory Setup

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Presentation Transcript

  1. PlaceLab- A Live-In Laboratory • Data Collection • Only electric current information • 37 different electrical circuits fitted with current sensors • Circuits are divided into residential spaces and residential appliances

  2. PlaceLab- A Live-In Laboratory • Data Analysis • A Couple lived in the PlaceLab for 10 weeks • One day analysis • Annotation • Video analysis of usage, movement and behavior patterns • Current analysis • Of each individual appliance/device’s energy consumption

  3. Analysis Tool • Handlense sensor visualization tool • Developed at House_n Vampire power sources Unused lights & Devices

  4. A Long-Term Evaluation of Sensing Modalitiesfor Activity Recognition

  5. Conditions • Married couple, ages 29 and 31 • Lived in PlaceLab for 15 days • Male wore RFID bracelet • 104 hours of data manually annotated (by sociology student)

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