Optimal energy allocation strategy for electric vehicles based on the real-time model predictive control technology

•Real-time energy management strategy of EVs is proposed to allocate battery energy.•Nnonlinear model predictive control is deployed to realize the real-time control.•The modified particle swarm algorithm is proposed to solve the multi-objective optimization problem.•Test results of multiple driving cycles have verified the superiority of the proposed energy management strategy.