Results
Project reports
D1.08 Approaches to Machine Learning & System‐Based Diagnose
D3.01 Self-reporting data gathering and integration
D3.02 Report on method to assess occupants’ comfort and health
D3.03 End-user Requirements
D3.04 Methodology for interfaces to help office users
D3.08 Occupant models for use in hybrid building models
D3.09 Report on requirements for the redesign of interfaces
D4.01 Existing Regulations on Data Privacy, Ethics, and Security
D4.02 Data Test Set for Internal Research Purposes
D4.03 Data Needs and Requirements
D4.04 Smart Building Assessment Extended Summary (e-mail dev@deerns.com for user manual and assessment sheet)
D4.06 Reference Architecture for Smart Buildings
B4B Public Progress Report Y1
Student Reports
Effects of data-driven forecasting models on controlling energy management systems – MSc Thesis
Multivariable anomaly detection framework for multi-sensor network – MSc Thesis
Reshaping EV load profiles at an office by adopting smart charging strategies – MSc Thesis
From energy flexibility to design choice – Master thesis HHS
Conference and Scientific Journal Publications
Extensible real-time data acquisition and management for IoT enabled smart buildings – March 2023
Metadata Schema Generation for Data-driven Smart Buildings – March 2023
Digital twin enabled fault detection and diagnosis process for building HVAC systems – Automation in Construction | February 2023
Brains for Buildings to Achieve Net Zero – Towards Net Zero Carbon Emissions in the Building Industry | November 2022
An early prototype for fault detection and diagnosis of Air-Handling Units – World Congress CLIMA | May 2022
Automatic Energy performance Diagnosis of HVAC Systems by the 4S3F method – World Congress CLIMA | May 2022
4S3F Diagnostic Bayesian Network method: discussion about application and technical design – World Congress CLIMA | May 2022
Health monitoring: a machine learning approach for anomaly detection in multi-sensor networks – World Congress CLIMA | May 2022
A web-based approach to BMS, BIM and IoT integration: a case study – World Congress CLIMA | May 2022
Learning and Knowledge Transfer of Professionals within the Building Services Sector – World Congress CLIMA | May 2022
A Reference Architecture for Data-Driven Smart Buildings Using Brick and LBD Ontologies – World Congress CLIMA | May 2022
Time Series Building Energy Systems Data Imputation – World Congress CLIMA | May 2022
Other publications
International Energy Agency: A Data Sharing Guideline for Buildings and HVAC Systems – March 2023
Comfort apps: hoe vaak gebruiken we ze? – February 2023
Evaluatie klimaatklasse A in de praktijk – December 2022
Energieflexibiliteit opschalen met datagestuurde slimme gebouwen – September 2022
PropertyNL (publication in progress)