Download presentation
Presentation is loading. Please wait.
Published byJoseph Patterson Modified over 9 years ago
1
Information-Based Building Energy Management SEEDM Breakout Session #4
2
Outline Example future capabilities Observe: data collection Analyze: data analysis Act: decisions and actions Test bed for smart building research 2
3
Example Future Capabilities Visualize energy usage Breakdown energy usage for a building Instead of a single energy bill with an aggregate reading Compare energy usages across similar buildings This building is at 90% percentile energy efficiency Detect abnormal energy usage Context-aware energy analysis, suggestions, actions Context-aware energy usage profiles Actionable suggestions to save energy Automatic actions? Analysis for neighborhood, municipal, etc. Community-oriented energy savings Planning purpose Prediction, optimization 3
4
Data Collection (Observe) Fine-grain instrumentation: Power usage + environment & human activities Multiple types of devices: Wireless plug meters Smartphones w/ bluetooth Multiple targets: Light, heating, air conditioning, plug load Communication of data Privacy-preserving Energy efficiency Filtering, aggregation, compression 4
5
Data Analysis What data? Real-time streams vs. archives Privacy vs. details Where to run the analysis? Cloud vs. locally in the building (smart phones? Game console? sensors?) What kind of analysis? Event detection Signal processing Per-house analysis Aggregation Abnormal behavior detection How to model? Per-user per-context profiles? How to efficiently support the processing? Scalability, energy efficiency How to support a large number of users? A common platform? Many end (home) users, planners 5
6
Actions Schedule energy usage E.g. electric vehicle, washing machine Capacity planning Peer-to-peer energy sharing Solar panel, renewable energy Partnering and understanding the possible actions Flexible data management for supporting the actions 6
7
Test Bed DOE: Energy audit for typical building types Data are available But mainly coarse-grain Energy lab / green lab Modeling after PlanetLab 7
8
Challenges Data query frameworks Enable variety of action processing Scale-up + out Energy efficiency Privacy 8
Similar presentations
© 2025 SlidePlayer.com. Inc.
All rights reserved.