Building energy demand forecasting

This module utilizes building related data, such as its coordinates, historical and real-time energy consumption data, in order to produce a forecast regarding the building’s energy demand, for the next day

PV generation forecasting

This module receives several attributes as input such as the latitude and longitude of the solar panel, the tilt angle, the total area of the solar panel and additional characteristics of the panel, in order to produce the energy generation forecast of the solar panel installation for the next day.

HVAC energy demand forecasting

This module focuses on HVAC modules of a building or group of buildings and utilizes building related data, such as its coordinates, as well as HVAC energy consumption data (both historical and real-time), in order to produce a forecast regarding the HVAC’ energy demand, for the next day.

Energy task scheduling & optimization

This component utilizes the PV generation forecasting and input collected by the user regarding energy-intensive activities, in order to provide as output a suggestion aiming at maximization of RES penetration, through the suggestion of a new schedule of the various activities.

Technology

The services delivered through the e-PIOTIS project make use of state of the art Artificial Intelligence and Machine Learning approaches, to utilize models and train data from a wide variety of buildings, in order to conduct accurate forecasts, utilizing already available data and training through open datasets. APIs and open technologies such as Docker are adopted to deliver standalone open-source components.

Training

The algorithms are trained using open datasets and PLATOON pilot-related datasets.

Integration

The solution is integrated with the PLATOON reference architecture.

Validation

The services are tested and validated in the PLATOON pilot of “Institute Mihajlo Pupin”.

Marketplace

The PLATOON platform will receive additional valuable components and enrich the overall PLATOON marketplace offering.

The e-PIOTIS Project

is a co-funded cascading funding project funded under the PLATOON (Digital PLAtform and analytic TOOls for eNergy) series of Open Calls, which aims to digitalise the energy sector, enabling thus higher levels of operational excellence with the adoption of disrupting technologies

More Info

e-PIOTIS project

Services