2020
DOI: 10.3390/en13133469
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A Neural Network for Monitoring and Characterization of Buildings with Environmental Quality Management, Part 1: Verification under Steady State Conditions

Abstract: Introducing integrated, automatic control to buildings operating with the environmental quality management (EQM) system, we found that existing energy models are not suitable for use in integrated control systems as they poorly represent the real time, interacting, and transient effects that occur under field conditions. We needed another high-precision estimator for energy efficiency and indoor environment and to this end we examined artificial neural networks (ANNs). This paper presents a road map fo… Show more

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Cited by 13 publications
(11 citation statements)
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“…The check of both these conditions will be presented later in the article with the participation of measurement data. Here, however, it should be emphasized that from a mathematical point of view, meeting the criteria (14) or (16) is a necessary condition. However, the fulfilment of Condition I and II is a necessary and sufficient condition leading to full network applicability.…”
Section: The Network Structure and Its General Equationmentioning
confidence: 99%
See 4 more Smart Citations
“…The check of both these conditions will be presented later in the article with the participation of measurement data. Here, however, it should be emphasized that from a mathematical point of view, meeting the criteria (14) or (16) is a necessary condition. However, the fulfilment of Condition I and II is a necessary and sufficient condition leading to full network applicability.…”
Section: The Network Structure and Its General Equationmentioning
confidence: 99%
“…Analyzing the criteria (14) and (16), one can see that in the mathematical description the main difference between them is the replacement of s {1} by s {1}…”
Section: The Network Structure and Its General Equationmentioning
confidence: 99%
See 3 more Smart Citations