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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

Accessibility of green areas for local residents

Laan, Corine M. (Faculteit Techniek (Ft)); Piersma, Nanda (Kenniscentrum Create-It)

Green spaces play an important role in urban areas. We study the accessibility of green urban areas by combining open data sets about green with population size data. We develop a mathematical model to define the population density of a green area and calculate the available green space depending on …

2021-06AlgemeenArtikel

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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

Accessibility of green areas for local residents

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