A predictive energy management method for connected hybrid electric vehicles
A hybrid electric vehicle and energy management technology, applied in hybrid electric vehicles, motor vehicles, transportation and packaging, etc., can solve the gap between the energy-saving effect of the online control method and the optimal target, and the real-time performance and optimality of the energy-saving effect cannot be obtained Better coordination, computational complexity, etc.
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[0060] The technical solution of the present invention will be further described in detail below in conjunction with the accompanying drawings, but the protection scope of the present invention is not limited to the following description.
[0061] According to the real-time working condition information obtained by the target vehicle from ITS (Intelligent Transportation System), the present invention introduces a supervised learning method to quickly plan the global SoC (state of charge) of the battery under its complete driving mileage, and utilizes MPC in real-time power splitting (Model predictive control) follows the obtained SoC to ensure that the real-time energy management strategy can achieve the globally optimal fuel economy. The proposed method can combine the advantages of supervised learning and MPC methods. In supervised learning, the historical vehicle speed and offline optimal SoC results are fitted by neural network, and the approximate optimal global SoC trajec...
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