Results
Project reports
D1.08 Approaches to Machine Learning & System‐Based Diagnose
D2.01, D2.02, D2.03 Energy Prediction Models
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
D3.05 Comfort and occupancy data
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)
D4.05 Privacy, ethics, and security framework with a view to increasing market acceptance and innovation
D4.06 Reference Architecture for Smart Buildings
B4B Public Progress Report Y1
Student Reports
- Hardware-in-the-Loop Testing for Smart Charging Controller Development – MSc Thesis
- Effects of data-driven forecasting models on controlling energy management systems – MSc Thesis
- Exploring the integration of occupant behaviour in fault detection and diagnosis in smart buildings – MSc Thesis
- Model predictive controller for a battery energy storage system to reshape the energy demand curve of an office – 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 – Bachelor Thesis HHS
Conference and Scientific Journal Publications
- Robbert Jan Dikken (Peutz) (2024) Lokale zonvoorspelling met hybrid AI op basis van beperkte weerdata – TVVL Magazine
- Piet Jacobs, Coen Hogervorst, Agata Rijs, Sander van der Harst, David Keyson (2023) User centric assessment of comfort and health in offices – an explorative field study – Healthy Buildings Europe 2023
- Karzan Mohammed, Vinayak Krishnan, Hailin Zheng, Shalika Walker, Rick Kramer, Wim Zeiler (2023) Low cost-effective measurements for schools – Proceedings of Healthy Buildings 2023 Europe
- Srinivasan Gopalan, Hailin Zheng, Shalika S.W. Walker, Rick P. Kramer, Wim Zeiler (2023) Evaluation of the performance of low-cost monitors for their use in fault detection and diagnosis – Proceedings of Healthy Buildings 2023 Europe
- Isa Dols, Tadeo Baldiri Salcedo Rahola (2023) From energy flexibility to design choice – International Conference on Future Energy Solutions (FES)
Stefan Boogaard, Dave Cheung, Tadeo Baldiri Salcedo Rahola (2023) Building energy flexibility assessment with static data – International Conference on Future Energy Solutions (FES)
- Hicham Johra, Han Li, Flavia de Andrade Pereira, Kingsley Nweye, Lasitha Chamari, Zoltan Nagy (2023) IEA EBC Annex 81 – Data-driven smart buildings: Building-to-grid applications
- Lasitha Chamari, Ekaterina Petrova, Pieter Pauwels (2023) An End-to-End Implementation of a Service-Oriented Architecture for Data-Driven Smart Buildings
- Yun Li, Neil Yorke-Smith, Tamas Keviczky (2023) Unlocking Energy Flexibility From Thermal Inertia of Buildings: A Robust Optimization Approach
- Yun Li, Neil Yorke-Smith, Tamas Keviczky (2023) Robust Optimal Control With Inexact State Measurements and Adjustable Uncertainty Sets
- Lasitha Chamari, Ekaterina Petrova, Pieter Pauwels (2023) Extensible real-time data acquisition and management for IoT enabled smart buildings
- Lasitha Chamari, Ekaterina Petrova, Pieter Pauwels, Joep van der Weijden, Lolke Boonstra, Stefan Hoekstra (2023) Metadata Schema Generation for Data-driven Smart Buildings
- Xiang Xie, Jorge Merino, Nicola Moretti, Pieter Pauwels, Janet Yoon Chang, Ajith Parlikad (2023) Digital twin enabled fault detection and diagnosis process for building HVAC systems – Automation in Construction
- Wim Zeiler (2022) Brains for Buildings to Achieve Net Zero – Towards Net Zero Carbon Emissions in the Building Industry
- Shobhit Chitkara, Aletvan den Brink, Shalika Walkera, Wim Zeiler (2022) An early prototype for fault detection and diagnosis of Air-Handling Units – World Congress CLIMA
- Arie Taal, Laure Itard (2022) Automatic Energy performance Diagnosis of HVAC Systems by the 4S3F method – World Congress CLIMA
- Ziao Wang, Arjen Meijer, Laure Itard (2022) 4S3F Diagnostic Bayesian Network method: discussion about application and technical design – World Congress CLIMA
- Bram Hajee, Kees Wisse, Peyman Mohajerin Esfahani (2022) Health monitoring: a machine learning approach for anomaly detection in multi-sensor networks – World Congress CLIMA
- Lasitha Chamari, Ekaterina Petrova, Pieter Pauwels (2022) A web-based approach to BMS, BIM and IoT integration: a case study – World Congress CLIMA
- Mohammad Samir Ahmed, Joep van der Velden, Ali Soleymani, Paula van den Brom, Maaike Konings, Laure Itard, Marcus Specht, Ellen Sjoer, Wim Zeiler (2022) Learning and Knowledge Transfer of Professionals within the Building Services Sector – World Congress CLIMA
- Pieter Pauwels, Gabe Fierro (2022) A Reference Architecture for Data-Driven Smart Buildings Using Brick and LBD Ontologies – World Congress CLIMA
- Adrien Lucbert, Juliën van der Niet, Albert Corson, Michael Weij, Ramon Isaac van der Elst, Jesús M Martínez de Juanc, Tadeo Baldiri Salcedo Rahola (2022) Time Series Building Energy Systems Data Imputation – World Congress CLIMA
Other publications
- “From Connected to Automated Buildings” Pieter Pauwels – REHVA at Light and Building (VIDEO) – March 2024
- Onderzoek: Lokale zonvoorspelling met hybride Al op basis van beperkte weersdata – February 2024
- International Energy Agency: A Data Sharing Guideline for Buildings and HVAC Systems – March 2023
- Comfort apps: hoe vaak gebruiken we ze? – February 2023
- Brains4Buildings: Slimme, data-gedreven gebouwen (Martijn Kruijsse) – TVVL 2023
- Evaluatie klimaatklasse A in de praktijk – December 2022
- Energieflexibiliteit opschalen met datagestuurde slimme gebouwen – September 2022
- PropertyNL (publication in progress)
