4.8 Article

Towards designing an aggregator to activate the energy flexibility of multi-zone buildings using a hierarchical model-based scheme

Journal

APPLIED ENERGY
Volume 333, Issue -, Pages -

Publisher

ELSEVIER SCI LTD
DOI: 10.1016/j.apenergy.2022.120562

Keywords

Aggregator; HVAC systems; Multi zone building; Market mechanism; Flexibility; MPC

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This paper proposes a hierarchical model-based scheme to aggregate the flexibility of small consumers in power markets. The scheme considers a power market mechanism where consumers remain committed to their bids without sacrificing comfort levels. A high-level control layer determines the energy budget for the building according to price signals, while a lower-level dispatch layer distributes the budget among different zones. Results show that the proposed scheme maintains commitment to the aggregator and desired comfort levels, with the centralized model performing better at the cost of comfort. Preliminary results on available regulating power for residential buildings are also reported for the first time.
Aggregators are emerging players in the future power markets which aggregate the flexibility of small con-sumers. This paper proposes a hierarchical model-based scheme to activate the energy flexibility of multi-zone buildings through a direct aggregation mechanism. The novelty lies in considering the power market mecha-nism in which consumers try to remain committed to their bids without violating their desired comfort levels. In the proposed approach, a high-level control layer determines an hourly energy budget for the whole building according to price signals and reports it to an aggregator. A lower-level dispatch layer then distributes the pre -planned hourly energy budget among different zones. At this level, the emphasis is on keeping the energy consumption as close to the pre-planned budget as possible while satisfying the comfort requirements. In addition, this layer computes the available real-time up and down regulating power and reports them to the aggregator. For comparison, we develop both a centralized and a decentralized model predictive control (MPC) scheme for the high-level control layer. Furthermore, a decentralized MPC with variable prediction horizon is designed for the lower-level dispatch layer. The proposed method is applied to a detailed multi zone building model developed in a high-fidelity simulation environment. The results show that the proposed scheme can keep its commitment to the aggregator to a large extent (by more than 93%) while maintaining the desired comfort levels. In addition, it is seen that the centralized model reduces energy costs and exhibits between 0.5% and 2.5% better commitment to the pre-planned budget in comparison with the decentralized one at the cost of sacrificing comfort to some extent. Moreover, some preliminary results regarding available up and down regulating power for residential buildings are reported for the first time.

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