Non-Intrusive Load Monitoring (NILM) for Home Assistant. Estimate appliance activity and energy usage from a whole-home power sensor, all locally.
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Updated
Aug 29, 2026 - HTML
Non-Intrusive Load Monitoring (NILM) for Home Assistant. Estimate appliance activity and energy usage from a whole-home power sensor, all locally.
[ACM e-Energy23] Appliance Detection Using Very Low Frequency Smart Meters Time Series
[VLDB 2024] ADF & TransApp: A Transformer-Based Framework for Appliance Detection Using Smart Meter Consumption Series
[ICDE 2025] CamAL: A Weakly Supervised Framework for Appliance Localization in Smart-Meter Series
Snap a photo of your appliance and get instant AI-powered energy analysis, electricity cost estimates, and energy-saving tips.
Arduino-based device for detecting appliance beeps and sending a notification. Uses an Arduino Uno R4 WiFi, electret microphone, and Goertzel tone detection to identify beep patterns from appliances such as washers, dryers, or ovens.
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