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Hybrid power bus energy management method, hybrid bus energy management method equipment and storage medium

An energy management and hybrid technology, applied in hybrid vehicles, motor vehicles, transportation and packaging, etc., can solve problems such as gaps, long computing time, inability to perform real-time online use, and insufficient energy management effects to reduce energy consumption. Effect

Active Publication Date: 2020-06-12
NANJING UNIV OF AERONAUTICS & ASTRONAUTICS
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Problems solved by technology

[0006] Through the above method, it can be seen that the effect of rule-based energy management is not significant enough, and for a single working condition, the optimization-based DP requires the global working conditions to be known, and the real-time online application cannot be performed because the calculation time is too long, and the existing model prediction can be done Optimization and real-time, but the predictive control step size cannot be selected too large, and there is still a large gap compared with the optimization result of DP

Method used

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  • Hybrid power bus energy management method, hybrid bus energy management method equipment and storage medium
  • Hybrid power bus energy management method, hybrid bus energy management method equipment and storage medium
  • Hybrid power bus energy management method, hybrid bus energy management method equipment and storage medium

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Embodiment Construction

[0057] In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0058] figure 1 It is a schematic diagram of the training process of deep reinforcement learning DDPG provided by the embodiment of the present application;

[0059] See figure 1 , in this implementation environment, by collecting the parameters that may affect the energy management when the experimental vehicle is driving in different bus periods under fixed route conditions, the deep deterministic policy gradient is used to train the model, and the trained deep reinforcement learning agent is obtained. Specifically, the parameters, observations and reward values ​​that may affect energy managem...

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Abstract

The invention discloses a hybrid bus energy management method, hybrid bus energy management method equipment and a storage medium. The method comprises: obtaining parameters influencing energy management of an experimental vehicle under the bus fixed route working condition; based on the parameters influencing the energy management and the observed quantity training model, obtaining a trained deepreinforcement learning agent; and obtaining parameters influencing the energy management in actual driving of the bus and an observed quantity, and performing energy management of the hybrid power bus under a fixed route working condition based on the parameters influencing the energy management in actual driving and the trained deep reinforcement learning agent. By the adoption of the technicalscheme, more effective control over energy management of the hybrid power bus can be achieved, and energy consumption is reduced.

Description

technical field [0001] The present application belongs to the technical field of hybrid electric vehicles, and in particular relates to a method, device and storage medium for energy management of hybrid electric buses. Background technique [0002] The energy management of hybrid electric vehicles is mostly a rule-based strategy. By setting a certain energy management threshold, the most common plug-in hybrid electric vehicle rule is to first consume battery energy, then maintain battery power, and carry out regulatory regulation. energy control. [0003] The representative benchmark of the strategy based on optimization is DP (Dynamic Programming, dynamic programming). The relative optimal energy management of the hybrid bus obtained offline when the global working condition information is known, it uses the known speed working conditions to allocate the corresponding optimal energy demand for the hybrid bus engine and battery to obtain Optimal energy management. [000...

Claims

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Application Information

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IPC IPC(8): B60W20/11
CPCB60W2530/00B60W20/11
Inventor 周健豪薛四伍顾诚薛源刘军廖宇晖张仁鹏
Owner NANJING UNIV OF AERONAUTICS & ASTRONAUTICS
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