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Incorporating uncertainty into building energy system design through a bi-objective stochastic optimization framework reduces worst-case costs by 5% and narrows cost variability by up to 29%, demonstrating the value of balancing expected costs with risk. Novelty: ClaimNovelty.METHODOLOGICAL. Consensus alignment: ConsensusAlignment.NEUTRAL.

A stochastic optimisation framework for integrating photovoltaic systems, heat pumps, and energy storage in buildings

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