Centralized model predictive control strategy for thermal comfort and residential energy management
A novel implementation strategy of a centralized model predictive control (MPC) is proposed for a zone based comfort and energy management in a residential building. A photovoltaic (PV) solar system and a stationary home battery unit are considered. A heat pump (HP) is used as the primary heating un...
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Published in: | Energy (Oxford) Vol. 212; p. 118456 |
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Main Authors: | , , |
Format: | Journal Article |
Language: | English |
Published: |
Oxford
Elsevier Ltd
01-12-2020
Elsevier BV |
Subjects: | |
Online Access: | Get full text |
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Summary: | A novel implementation strategy of a centralized model predictive control (MPC) is proposed for a zone based comfort and energy management in a residential building. A photovoltaic (PV) solar system and a stationary home battery unit are considered. A heat pump (HP) is used as the primary heating unit. The electric baseboards (BB) are used as a supplementary system. The MPC controls the HP and BB power inputs for comfort management, as well as the energy flow among the PV, the battery and the bidirectional grid system. Variable Time-of-Use (ToU) rates are considered for the energy cost calculation and Feed-in-Tariff (FiT) is considered for selling energy to the grid. A 13.5% reduction in the energy cost is achieved with the centralized MPC as compared to a rule based energy management strategy. The solar energy generation and battery storage contribute to approximately 31% saving.
•Central Model Predictive Control (MPC).•Thermal comfort and energy management for a grid-connected all-electric family residence.•Energy cost optimization considering variable time-of-use rates and feed-in tariff.•Renewable energy generation and storage.•Zone based hybrid heating system combining air-to-air multi-split heat pump and electric baseboards. |
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ISSN: | 0360-5442 1873-6785 |
DOI: | 10.1016/j.energy.2020.118456 |