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Hybrid heating systems, which combine air-to-water heat pumps (AWHP) with traditional gas boilers, are a common solution after refurbishment investments. However, managing these systems effectively, particularly when integrated with photovoltaic (PV) panels and battery energy storage systems (BESS), remains a complex task.
The growing need to reduce energy consumption and greenhouse gas emissions is driving the search for more efficient heating solutions in buildings. Hybrid heating systems, which combine air-to-water heat pumps (AWHP) with traditional gas boilers, are a common solution after refurbishment investments.
Optimized strategy for hybrid systems with heat pumps, boilers, PV and battery storage. Future data influence the optimal choice of the system that should provide heat. Cost savings are significant in colder cities and high-energy-cost scenarios. ANN-based control achieves 99.16% accuracy in optimizing heat pump/boiler operation.
In this way, the boiler is used when the heat pump cannot meet the thermal load. After these steps, the processor generates all possible combinations by filling the remaining positions with the values “1″ or ”2″. Each schedule is then simulated, and the best daily solution is selected.
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