Projekter pr. år
Abstract
This article presents a predictive home energy management system (HEMS) for a residential building with integration of a plug-in electric vehicle (PEV), a photovoltaic array, and a heat pump. A stochastic model predictive control (MPC) strategy is applied in the HEMS in order to minimize the home's electricity cost and reduce the PEV battery degradation cost. Moreover, the MPC ensures that home load demand, PEV battery charging requirements, and household thermal comfort conditions are met. The MPC operates in real-time and thus minimizes the effects of gap between the forecasted and real data on the HEMS performance by updating its control decisions and the forecast data as the stochastic parameters are realized in each time step. The obtained simulation results demonstrate that the proposed control strategy reaches 96% to 97% of ideal performance achieved by off-line optimization counterpart with perfect data.
Originalsprog | Engelsk |
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Artikelnummer | 8982073 |
Tidsskrift | I E E E Transactions on Industrial Informatics |
Vol/bind | 17 |
Udgave nummer | 1 |
Sider (fra-til) | 430-440 |
Antal sider | 11 |
ISSN | 1551-3203 |
DOI | |
Status | Udgivet - 2021 |
Fingeraftryk
Dyk ned i forskningsemnerne om 'Predictive Home Energy Management System with Photovoltaic Array, Heat Pump and Plug-in Electric Vehicle'. Sammen danner de et unikt fingeraftryk.Projekter
- 1 Afsluttet
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Energy management in a "smart home" with integrated solar cells, electric vehicles and heat pumps - Energistyring i et ”smart home” med integrerede solceller, elbiler og varmepumper
Hajizadeh, A. & N. Soltani, M.
05/02/2018 → 01/09/2020
Projekter: Projekt › Forskning
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Energy Management System for Smart Homes: Modeling, Control, Performance and Profit Assessment
Yousefi, M., 2020, Aalborg Universitetsforlag. 61 s.Publikation: Ph.d.-afhandling
Åben adgangFil -
Profit assessment of home energy management system for buildings with A-G energy labels
Yousefi, M., Hajizadeh, A., N. Soltani, M., Hredzak, B. & Kianpoor, N., nov. 2020, I: Applied Energy. 277, 13 s., 115618.Publikation: Bidrag til tidsskrift › Tidsskriftartikel › Forskning › peer review
15 Citationer (Scopus)