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Model-predictive space heating control for energy flexibility – a case study using a long short-term memory neural network surrogate model and a genetic optimization algorithm

de Vries, Samuel B.; Laan, Corine M. (Faculteit Techniek (Ft)); Bons, Pieter C. (Faculteit Techniek (Ft)); Heller, Renée M. B. (Lectoraat Energie En Innovatie)

This paper presents a case study where a model predictive control (MPC) logic is developed for energy flexible operation of a space heating system in an educational building. A Long Short-Term Memory Neural Network (LSTM) surrogate model is trained on the output of an EnergyPlus building simulation model. …

2024-07-03AlgemeenArtikel

Integrating interactive kinetic façade design with colored glass to improve daylight performance based on occupants’ position

S.M. Hosseini; Masi Mohammadi; T. Schröder; O. Guerra-Santin

The dynamic nature of daylight and occupant's position can cause some issues such as heat gains and visual discomfort, which need to be controlled in real-time operation. Responsive facades have been pervasively used for preventing daylight glare and meeting daylight performance requirements. However, …

2020AlgemeenArtikel

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Model-predictive space heating control for energy flexibility – a case study using a long short-term memory neural network surrogate model and a genetic optimization algorithm

Integrating interactive kinetic façade design with colored glass to improve daylight performance based on occupants’ position

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