Publications

On this page we share all publications generated by the FED project.

2023

Journal:
IEEE Internet of Things Journal

Authors:
Marco Biemann, Philipp Andreas Gunkel, Fabian Scheller, Lizhen Huang, Xiufeng Liu

Title:
Data centre HVAC control harnessing flexibility potential via real-time pricing cost optimisation using reinforcement learning


Journal:
International Journal of Forecasting 2023

Authors:
Jan Kloppenborg Møller, Peter Nystrup, Henrik Madsen

Article:
Likelihood-based inference in temporal hierarchies


Journal:
Electrical Power and Energy Systems 145 (2023)

Authors:
Mohsen Banaei, Francesco D’Ettorre, Razgar Ebrahimy, S. Ali Pourmousavi, Emma M.V. Blomgren, Henrik Madsen

Article:
A stochastic methodology to exploit maximum flexibility of swimming pool heating systems


Journal:
Journal of Building Engineering, volume 65, April 2023

Authors:
Nicola Cibin, Alessandro Tibo, Hessam Golmohamadi, Arne Skou, Michele Albano

Title:
Machine learning-based algorithms to estimate thermal dynamics of residential buildings with energy flexibility

2022

Journal:
WIREs Energy and Environment

Authors:
Mikkel L. Sørensen, Peter Nystrup, Mathias B. Bjerregård, Jan K. Møller, Peder Bacher, Henrik Madsen

Article:
Recent developments in multivariate wind and solar power forecasting


Journal:
Energy and AI 9 (2022)

Authors:
Christian Ankerstjerne Thilker, Peder Bacher, Davide Cali, Henrik Madsen

Article:
Identification of non-linear autoregressive models with exogenous inputs for room air temperature modelling


Journal:
Applied Energy 327 (2022)

Authors:
Christian Ankerstjerne Thilker, John Bagterp Jørgensen, Henrik Madsen

Article:
Linear quadratic Gaussian control with advanced continuous-time disturbance models for building thermal regulation


Journal:
E3S Web of Conferences Volume 362, 2022

Authors:
Thilker, Christian Ankerstjerne; Bacher, Peder; Madsen, Henrik

Article:
Learnings from experiments with MPC for heating of older school building


Journal:
E3S Web of Conferences Volume 362, 2022

Authors:
Tohidi, Seyed Shahabaldin; Cali, Davide; Tamm, Meril; Ortiz, Joana ; Salom, Jaume ; Madsen, Henrik

Article:
From white-box to grey-box modelling of the heat dynamics of buildings


Journal:
Renewable and Sustainable Energy Reviews 165 (2022)

Authors:
F. D’Ettorre, M. Banaei, R. Ebrahimy, S. Ali Pourmousavi, E.M.V. Blomgren, J. Kowalski, Z. Bohdanowicz, B. Łopaciuk-Gonczaryk, C. Biele, H. Madsen

Article:
Exploiting demand-side flexibility: State-of-the-art, open issues and social perspective


Journal:
Building and Environment 223 (2022)

Authors:
Rongling Li, Andrew J. Satchwell, Donal Finn, Toke Haunstrup Christensen, Michaël Kummert, Jerome Le Dréau, Rui Amaral Lopes, Henrik Madsen, Jaume Salom, Gregor Henze, Kim Wittchen

Article:
Ten questions concerning energy flexibility in buildings


Journal:
Energy & Buildings 266 (2022)

Authors:
Julien Leprince, Henrik Madsen, Clayton Miller, Jaume Palmer Real, Rik van der Vlist, Kaustav Basu, Wim Zeiler

Article:
Fifty shades of grey: Automated stochastic model identification of building heat dynamics


Journal:
Energy Conversion and Management 269 (2022)

Authors:
Hjörleifur G. Bergsteinsson, Phillip B. Vetter, Jan Kloppenborg Møller, Henrik Madsen

Article:
Estimating temperatures in a district heating network using smart meter data


Journal:
e-Energy 2022

Authors:
Fabio Lilliu, Torben Bach Pedersen, Laurynas Sisknys, Bijay Neupane

Poster:
Uncertain flexoffers, a scalable, uncertainty-aware model for energy flexibility


Journal:
Proceedings of the Energy Informatics.Academy Conference 2022 (EI.A 2022)

Authors:
Michele Albano, Nicola Cibin, Hessam Golmohamadi & Arne Skou

Title:
Probabilistic Flexoffers in residential heat pumps considering uncertain weather forecast


Book:
Coordinated Operation and Planning of Modern Heat and Electricity Incorporated Networks

Authors:
Hessam Golmohamadi et.al.

Book chapter:
Chapter #11: Optimal Operation of Residential Heating Systems in Electricity Markets Leveraging Joint Power-Heat Flexibility


Journal:
Energy and Buildings, Volume 276, December 2022

Authors:
Louise R. L. Christensen, Thea Hauge Broholt, Verena M. Barthelmes, Dolaana Khovalyg, Steffen Petersen

Title:
A mixed-methods case study on resident thermal comfort and attitude towards peak shifting of space heating


Journal:
REHVA 14th World Congress CLIMA

Authors:
Virginia Amato, Thea Hauge Broholt, Louise R. L. Christensen, Rasmus Elbæk Hedegaard, Michael Dahl Knudsen, Steffen Petersen

Title:
Laboratory test of commercial smart thermostats when used for load shifting


Journal:
REHVA 14th World Congress CLIMA

Authors:
Thea Hauge Broholt, Louise R. L. Christensen, Steffen Petersen

Title:
Effect of measurement resolution on data-based models of thermodynamic behaviour of buildings


Journal:
REHVA 14th World Congress CLIMA

Authors:
Louise Christensen, Thea Hauge Broholt, Steffen Petersen

Title:
Are bedroom air temperatures affected by temperature boosts in adjacent rooms?


Journal:
Journal of Statistical Software

Authors:
Peder Bacher, Hjörleifur G. Bergsteinsson, Linde Frölke, Mikkel L. Sørensen, Julian Lemos-Vinasco, Jon Liisberg, Jan Kloppenborg Møller, Henrik Aalborg Nielsen, Henrik Madsen

Title:
onlineforecast: An R package for adaptive and recursive forecasting


Journal:
Journal of Building Engineering, Volume 46, April 2022

Authors:
Hessam Golmohamadi & Kim Guldstrand Larsen

Title:
Economic heat control of mixing loop for residential buildings supplied by low-temperature district heating


Journal:
Renewable and Sustainable Energy Reviews, Volume 159, May 2022

Authors:
Hessam Golmohamadi, Kim Guldstrand Larsen, Peter Gjøl Jensen, Imran Riaz Hasrat

Title:
Integration of flexibility potentials of district heating systems into electricity markets: A review


Journal: 
Applied Energy, 313, 2022

Authors:
Nicolas Fatras, Zheng Ma & Bo Nørregaard Jørgensen

Title:
Process-to-market matrix mapping: A multi-criteria evaluation framework for industrial processes’ electricity market participation feasibility 


2021

Journal:
Applied Energy 298 (2021)

Authors:
Marco Biemann, Fabian Scheller, Xiufeng Liu & Lizhen Huang

Title:
Experimental evaluation of model-free reinforcement learning algorithms for continuous HVAC control


Journal:
IECON 2021–47th Annual Conference of the IEEE Industrial Electronics Society, Cyberspace

Authors:
Junior Dongo, Michele Albano, Arne Skou & Brian Nielsen

Title:
Web of Things Interoperability for the Arrowhead Framework


Journal:
Energy & Buildings 252 (2021)

Authors:
Christian Ankerstjerne Thilker, Peder Bacher, Hjörleifur G. Bergsteinsson, Rune Grønborg Junker, Davide Cali, Henrik Madsen

Article:
Non-linear grey-box modelling for heat dynamics of buildings


Journal:
Proceedings of Cold Climate HVAC & Energy 2021

Authors: Thilker, Christian Ankerstjerne; Bergsteinsson, Hjörleifur G; Bacher, Peder; Madsen, Henrik; Cali, Davide; Junker, Rune Grønborg

Article:
Non-linear Model Predictive Control for Smart Heating of Buildings


Book:
Towards Energy Smart Homes

Authors: Christian Ankerstjerne Thilker, Rune Grønborg Junker, Peder Bacher, John Bagterp Jørgensen & Henrik Madsen 

Chapter:
Model Predictive Control Based on Stochastic Grey-Box Models


Journal:
Building Simulation 2021 Conference

Authors:
Cali, Davide; Thilker, Christian Ankerstjerne; Specht, Sebastian Arcos; Real, Jaume Palmer; Madsen, Henrik; Olesen, Bjarne W.

Article:
Human in the Loop: perceived-based control as the key to enhance buildings’ performance


Journal:
2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)

Authors:
Emma M. V. Blomgren, Razgar Ebrahimy, Ali Pourmousavi Kani, Jan Kloppenborg Møller, Francesco D’Ettorre, Mohsen Banaei, Henrik Madsen

Article:
Behind-the-Meter Energy Flexibility Modelling for Aggregator Operation with a Focus on Uncertainty


Journal:
SmartGrid Comm 2021

Authors:
Fabio Lilliu, Torben Bach Pedersen, Laurynas Sisknys

Article:
Capturing Battery Flexibility in a General and Scalable Way Using the FlexOffer Model


Journal:
Energy and Buildings, Volume 232, 1 February 2021

Authors:
Hessam Golmohamadi, Kim Guldstrand Larsen, Peter Gjøl Jensen & Imran Riaz Hasrat

Title:
Optimization of power-to-heat flexibility for residential buildings in response to day-ahead electricity price


Journal:
Journal of Building Engineering, Volume 41, September 2021

Authors: 
Hessam Golmohamadi, Kim Guldstrand Larsen, Peter Gjøl Jensen & Imran Riaz Hasrat

Title: 
Hierarchical flexibility potentials of residential buildings with responsive heat pumps: A case study of Denmark


Journal: 
Applied Energy, 292, 2021

Authors:
Christian Ankerstjerne Thilker, John Bagterp Jørgensen & Henrik Madsen

Title:
Advanced forecasting and disturbance modelling for model predictive control of smart energy systems


Journal: 
Proceedings of Cold Climate HVAC & Energy 2021

Authors:
Christian Ankerstjerne Thilker, Hjörleifur G Bergsteinsson, Peder Bacher, Henrik Madsen, Davide Cali & Rune Grønborg Junker

Title: 
Non-linear Model Predictive Control for Smart Heating of Buildings


Journal:
Applied Energy

Authors:
M. Biemann, F. Scheller, X. Liu & L. Huang

Title:
Experimental evaluation of model-free reinforcement learning algorithms for continuous HVAC control


Journal:
Energy

Authors:
Z. Niu, J. Wu, X. Liu, L. Huang & P. S. Nielsen

Title:
Understanding Energy Demand Behaviors through Spatio-temporal Smart Meter Data Analysis


Journal:
Journal Energies

Authors:
Kristoffer Christensen, Zheng Ma & Bo Nørregaard Jørgensen 

Title:
Technical, Economic, Social and Regulatory Feasibility Evaluation of Dynamic Distribution Tariff Designs

2020

Journal:
2020 IEEE International Conference on Big Data (Big Data)

Authors:
Hamdi Ben Hamadou, Torben Bach Pedersen & Christian Thomsen

Article:
The Danish National Energy Data Lake: Requirements, Technical Architecture, and Tool Selection


Journal:
16th Conference of the International Society of Indoor Air Quality and Climate: Creative and Smart Solutions for Better Built Environments, Indoor Air 2020

Authors:
Louise Rævdal Lund Christensen & Steffen Petersen

Title:
A pilot study on perceived thermal comfort in homes with smart control of space heating


Journal:
E3S Web of Conferences, Volume 172, 2020. 12th Nordic Symposium on Building Physics (NSB 2020)

Authors:
Thea Hauge Broholt, Louise Rævdal Lund Christensen, Michael Dahl Knudsen, Rasmus Elbæk Hedegaard & Steffen Petersen

Title:
The effect of seasonal weather changes on the performance of databased models of the thermodynamic behaviour of buildings


Journal:
E3S Web of Conferences, Volume 172, 2020. 12th Nordic Symposium on Building Physics (NSB 2020)

Authors:
Louise Rævdal Lund Christensen, Thea Hauge Broholt, Michael Dahl Knudsen, Rasmus Elbæk Hedegaard & Steffen Petersen

Title:
The influence of unmeasured occupancy disturbances on the performance of black-box thermal building models


Journal:
Proc. of EDBT, pp. 579-582, 2020

Authors:
X. Liu, Z. Niu, Y. Yang, J. Wu, D. Cheng & X. Wang

Title:
VAP: A Visual Analysis Tool for Energy Consumption Spatio-temporal Pattern Discovery (Demo)