Saving Energy with Apache Spark and Toon with Stephen Galsworthy
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Stephen Galsworthy discusses Toon, a smart energy platform that collects and analyzes data from over 350,000 thermostats and various sensors to help users manage energy consumption and improve efficiency. The platform emphasizes data privacy and offers personalized advice on energy usage, while also planning future services like boiler monitoring and monthly energy insights. Data is processed using Apache Spark for machine learning applications, enhancing the user experience and encouraging innovation through data sharing.
Saving Energy with Apache Spark and Toon with Stephen Galsworthy
- 1. Stephen Galsworthy, Toon Saving energy with Apache Spark and Toon #EUds10 #ToonTalks
- 5. Data management Solar solution Network Mobility Control by demand Heat pump Services Storage The beating heart of your smart life Smart Platforms & Energy Services
- 6. #EUds10 #ToonTalks Boiler adapter Z-Wave Meter adaptor Gas sensor Electricity sensor Philips Hue Z-Wave Toon data sources Central heating system Solar panels
- 7. #EUds10 #ToonTalks Scale of Toon data 100 MB data per user collected per month 350,000 thermostats installed 300 types of sensor and user interaction data
- 8. #EUds10 #ToonTalks Data Privacy Data from all Toons is collected and stored anonymously. Data is tagged with an anonymous ID, generated locally on Toon. The end user maintains control over this key and we only use data in a non-anonymous way when a customer explicitly opts-in.
- 9. #EUds10 #ToonTalks Toon Innovators Innovators agree to share their data for research and product development. In return they they are first in line to try out our new services!
- 10. #EUds10 #ToonTalks Data Collection setup data collector data storage Processed data Data science platform
- 11. #EUds10 #ToonTalks Apache Airflow Data Science platform For managing Spark clusters and notebooks For scheduling complex workflows For production grade algorithms and R&D For machine learning on distributed data
- 12. #EUds10 #ToonTalks Concept testing (3 employees) Initial tests (10-50 users) Development (600 users) Commercial launch (300,000+users) Manual Our journey
- 13. #EUds10 #ToonTalks Data driven services
- 14. #EUds10 #ToonTalks Energy Waste Checker We don’t always notice how much energy we’re wasting. Toon can now expose the energy guzzlers in your home.
- 15. #EUds10 #ToonTalks Toon detects inefficient appliances and behaviours
- 16. #EUds10 #ToonTalks Electricity data Appliance signals An underlying concept: Load disaggregation
- 17. #EUds10 #ToonTalks Run on 10s electricity meter data 1 Disaggregation algorithms Dryer Dishwasher Washing machine x2 Power (Wh)
- 18. #EUds10 #ToonTalks Determine appliance ‘fingerprint’
- 20. #EUds10 #ToonTalks Personalised advice for the end user “It looks like your washing machine uses more energy than an efficient one”
- 21. #EUds10 #ToonTalks Another example: Heating and Insulation advice 1. Analyse how much gas is used for heating the home 2. Analyse the cooling down rate of the home overnight from temperature data 3. Benchmark with comparable homes 4. Personalised insulation advice for the customer Insulation It looks like your home losesenergy more quickly than efficient homes
- 22. #EUds10 #ToonTalks Scale of Toon data 35,000,000 washing machine cycles detected per year 100,000 washing machine cycles detected per day
- 23. #EUds10 #ToonTalks What else is on its way? Boiler Monitoring Toon will keep an eye on your boiler 24 hours per day. It’ll tell you if it’s still working correctly and when the next maintenance is due. Monthly Energy Insights A personalised overview of energy usage for all Toon users.
- 24. #EUds10 #ToonTalks Stephen Galsworthy Head of Data Science +31 (0) 20 462 1680 stephen.galsworthy@quby.com