This page brings together publications, technical resources, software tools, datasets, presentations, and project deliverables produced across all work packages.
Browse the categories below to explore the project’s key outcomes, research results, and reusable resources.
Rule-based tool for EPC data quality assessment in the Italian regulatory context. Initial release.
EPC quality assessment and reporting tool for the Spanish context (WP3).
Sensitivity analysis tool for EPC-based geoclustering workflows within the MODERATE platform.
Time-series analysis tool for comparing and ranking building energy performance.
IPMVP Option C implementation for quantifying energy savings from Energy Conservation Measures.
Anomaly detection tool applying the Matrix Profile algorithm to building energy time-series data (BAEDA Lab / PoliTo).
Tool for identifying optimal sites for Local Energy Communities using geographic, infrastructural, and energy criteria.
Web-based tool for rooftop PV potential assessment at building level (pilot: Crevillent, Spain).
Python package for ISO 52016-1 building energy performance simulation (energy needs, loads, thermal comfort).
Python library for clustering (k-means, DBSCAN), regression (RF/XGBoost/LightGBM), and sensitivity analysis of EPC/building data.
BrickLLM is a Python library for generating RDF files following the BrickSchema ontology using Large Language Models (LLMs).
Central REST API and React web UI of the MODERATE data marketplace (FastAPI + React).
Rust microservice providing cryptographic data integrity proofs and IOTA DID-based decentralized identity management.
Dagster-based ETL and data pipeline orchestration system deployed on Kubernetes.
Docker/Ansible deployment of the DIVA data quality subsystem (Apache NiFi, Kafka).
Terraform-based infrastructure-as-code for the MODERATE platform on Google Cloud (GKE, Cloud SQL, DNS).
Customized OGC-compliant GeoServer for solar cadastre maps, building stock overlays, and LEC boundaries.
Containerised microservice for the pan-European building footprint dataset (EU27, R2023/R2025).
Blockchain smart contracts for intellectual property rights tracking and data provenance on the MODERATE platform.
MkDocs-based documentation site for the MODERATE open data marketplace.
MODERATE Workflows – D2.2 M27 (code snapshot)
Code and data repository for all building stock data assembled in WP3 (static + dynamic EU27).
Building/rooftop PV potential dataset: roof area, installed capacity, annual yield, CO₂ savings (Crevillent, Valencia).
Cadastral, PV potential, sociodemographic and building stock data for LEC siting analysis in Crevillent, Spain.
Georeferenced building heating demand and DH network geometry for 5GDHC expansion assessment in Ospitaletto (BS, Italy).
50 synthetic years of sub-hourly building energy and IEQ data generated via the LCWS anonymisation method.
Challenge datasets and team repositories from the TU Wien 2025 hackathon on synthetic building energy data.
Rooftop PV presence classification results for Valencia and Bolzano using ResNet-34 on aerial imagery.
Cleaned and structured Energy Performance Certificates for Lombardy residential buildings.
Three-year hourly dataset combining energy consumption and IEQ data; designed for anomaly detection benchmarking.
10-minute IEQ monitoring data (temperature, humidity, illuminance) across 10 zones of a hotel.
5-minute IEQ monitoring data (temperature, humidity, radiator TRV state) from a residential apartment, Feb–May 2026.
Sub-minute 4-circuit electrical metering data from a residential apartment, Feb–May 2026.
Four-year 5-minute IEQ time series (temperature, humidity, CO₂, noise, pressure) from a south-facing living room.
GAN model synthesising realistic annual hourly electrical load profiles for privacy-preserving research.
Jupyter notebooks for ML-based identification and classification of HVAC systems from building energy time-series.
Jupyter notebooks for exploratory analysis and visualisation of the EU27 building stock dataset.
Materials and datasets used for the MODERATE Innovathon at EPI Gijón (October 2025).
Presentation on a scalable ML pipeline for building stock characterisation from Mapillary street-level images.
Short video introducing the MODERATE platform, its synthetic data services, and analytics tools.
Tutorial video walking users through the MODERATE platform features: dataset catalogue, trust service, anomaly detection.
Event record for the MODERATE project Final Conference.
Architecture report for the MODERATE open data marketplace platform.
Report on MODERATE's storage and analytics layer design and implementation.
Report on the DIVA data quality and validation pipeline architecture and implementation.
Documentation of MODERATE's public-facing APIs and user interfaces.
Report on trust mechanisms underpinning the MODERATE data exchange platform.
Analysis of dynamic building stock data using satellite and sensor data sources.
EU27 static building stock analysis at NUTS0 level (reference year 2020).
Report on data quality control methodology for building stock data.
Report comparing data sources; includes ResNet-34 PV detection from aerial imagery.
Report on methods for enriching and enhancing building stock datasets.
Review and selection of ML methods for generating synthetic building data (EPCs, load profiles, HVAC).
Validation report for ML models generating synthetic EPC, electricity load, and HVAC data.
First iteration report defining MODERATE analytics services for buildings.
Second iteration report on MODERATE building analytics services.
Final report on MODERATE analytics services, including development status and integration with the marketplace.
Report on data management and monetisation service design within the MODERATE marketplace.
Final report on MODERATE's decentralised trust infrastructure (DID, cryptographic verification, usage logging).
Publishable draft of MODERATE platform service implementation at M30.
Methodology and guidelines for assessing stakeholder needs and perceptions around building data usage.
Factsheets summarising MODERATE services and features for stakeholder dissemination.
Report on Use Case Action Plans, demo implementations, and lessons learnt from pilot experiences.
Methodology for calculating MODERATE's expected socioeconomic and environmental impact.
Requirements specification for the MODERATE platform development.
Business model canvas for the MODERATE platform and services.
Exploitation and commercialisation roadmap for MODERATE outputs.
Horizon Europe research and innovation programme under grant agreement No 101069834. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or CINEA. Neither the European Union nor the granting authority can be held responsible for.
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