Adaptive model predictive control for electricity management in the household sector

•Adaptive model predictive control (AMPC) is proposed for household building control.•Energy flow models use artificial network and weighted moving average methodology.•A genetic algorithm performs the heat pump comfort and cost optimization.•MILP optimization is applied to achieve a cost-optimal energy strategy.•The building management performance is validated through a set of scenarios.•The electricity bill is reduced and the elasticity of demand is increased.