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- W3008052083 abstract "Abstract The potential risk of developing surface condensation keeps thermo-active building systems (TABS) from being applied in buildings located in partly warm and humid climate regions. This study presents a framework for model predictive control (MPC)-based surface condensation prevention that can avoid the surface condensation during the cooling periods when the TABS is in operation. Because MPC determines the input signal for the system not only on the basis of the current states but also on the impact that the actions will have on the future states, it is suitable for anticipatory surface condensation control that must respond to both dynamic indoor condition changes and the time-delay in hygrothermal transfer in advance. Heat and moisture transfer dynamic models were developed for prediction of future states and these dynamic models were calibrated with the measured data to improve the surface condensation prediction accuracy. On the basis of future states predicted by the calibrated dynamic models, the MPC-based condensation prevention framework adjusts the surface temperature for the TABS in ways that ensure indoor thermal comfort and energy efficiency without the development of surface condensation. The results demonstrated that the MPC-based TABS operation achieved 21.0 − 29.6% site cooling distribution energy savings compared to the conventional forced air-based cooling mode depending on the climatic regions; in comparison between the TABS governed by the MPC framework and by the on/off control, 2.5 − 10.0% more site cooling distribution energy savings were achieved through use of the MPC framework than through use of the on/off control." @default.
- W3008052083 created "2020-03-06" @default.
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- W3008052083 date "2020-05-01" @default.
- W3008052083 modified "2023-09-26" @default.
- W3008052083 title "Framework for model predictive control (MPC)-based surface condensation prevention for thermo-active building systems (TABS)" @default.
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- W3008052083 doi "https://doi.org/10.1016/j.enbuild.2020.109898" @default.
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