Projects per year
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.
Original language | English |
---|---|
Article number | 8982073 |
Journal | I E E E Transactions on Industrial Informatics |
Volume | 17 |
Issue number | 1 |
Pages (from-to) | 430-440 |
Number of pages | 11 |
ISSN | 1551-3203 |
DOIs | |
Publication status | Published - 2021 |
Keywords
- Home energy management system (HEMS)
- optimal plug-in electric vehicle (PEV) charging/discharging
- photovoltaic array
- stochastic model predictive control (MPC)
- user thermal comfort
Fingerprint
Dive into the research topics of 'Predictive Home Energy Management System with Photovoltaic Array, Heat Pump and Plug-in Electric Vehicle'. Together they form a unique fingerprint.Projects
- 1 Finished
-
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. (PI) & N. Soltani, M. (CoI)
05/02/2018 → 01/09/2020
Project: Research
-
Energy Management System for Smart Homes: Modeling, Control, Performance and Profit Assessment
Yousefi, M., 2020, Aalborg Universitetsforlag. 61 p.Research output: PhD thesis
Open AccessFile -
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, In: Applied Energy. 277, 13 p., 115618.Research output: Contribution to journal › Journal article › Research › peer-review
16 Citations (Scopus)