BEYOND Baseline Analytics

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The BEYOND Baseline Analytics Catalogue, presents the pre-trained data analytics implemented in the BEYOND project. The following catalogue is anticipated to be improved and evolve continuously throughout the project’s implementation, in order to record and describe all ongoing work; acting as the live documentation for the BEYOND PreTrained Analytics Sets.

List of Pretrained Analytics:

1) Thermal Comfort and Duration of retaining different setpoints within comfort boundary conditions

2) Thermal Comfort Profiling (Boundaries)

3) Prediction for the use of devices in the next hours (and which devices) for an occupant

4) Demand forecasting (at device level) under different comfort levels

5) Short-term demand forecasting at building/ portfolio level

6) Long-term demand forecasting (building/ portfolio) / electricity and heating

7) Very long-term demand forecasting (building/ portfolio) / electricity and heating

8) Generation forecasting DER level in short (6-24 hours), very short term (15 minutes-1-hour ahead)

9) Mid-term generation forecasting at DER level

10) Very-long term generation forecasting at DER level

11) Prediction of demand flexibility at device level - short-term (6-24 hours ahead?), very short term (15 minutes-1 hour ahead?)

12) Anomaly/outlier detection in the energy performance of HVAC system components (e.g. heat valves, filters, fans, etc)

13) Demand elasticity profiling per consumer

14) Mid-to-Long-term demand forecasting (building/ portfolio) / electricity and heating

15) Anomaly/outlier detection in energy generation

16) Behavioral Clustering of Occupants

17) Very Short-term Electricity Demand Forecasting at Building/Portfolio Level

18) Very Short-term Heating Demand Forecasting at Building Level

19) Long-term generation forecasting at DER level

20) Anomaly/Outlier Detection in Energy Demand

21) Clustering of consumers based on their demand elasticity

22) Short-term Heating Demand Forecasting at Building Level


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