A method and device for reducing pre-ignition of a hydrogen engine
A hydrogen engine and particle swarm algorithm technology, applied in the direction of engine control, machine/engine, mechanical equipment, etc., can solve problems such as affecting the use of the engine, shutting down and stopping operation, unable to work normally, etc., to extend the service life, ensure reliability, The effect of convenient inspection and maintenance
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Embodiment 1
[0055] Such as figure 1 As shown, a method for reducing the occurrence of pre-ignition in a hydrogen engine comprises the following steps:
[0056] Step S101: Collect hydrogen engine data corresponding to each rotational speed under different injection modes;
[0057] Step S102: use the hydrogen engine data to train the BP neural network in a non-linear input and output mode;
[0058] Step S103: Use the output of the trained BP neural network as the individual fitness value of the particle swarm algorithm, update the speed and position of each particle, assign the optimal individual obtained by the particle swarm algorithm to the neural network, and obtain different injection modes The predicted value of the maximum indicated power, indicated thermal efficiency or the lowest emission of nitrogen oxides of the hydrogen engine corresponding to different rotational speeds;
[0059] Step S104: Compare the predicted values under different injection modes, and determine the inje...
Embodiment 2
[0062] Such as figure 2 As shown, another method to reduce the occurrence of pre-ignition in hydrogen engines includes:
[0063] Step S201: Collect hydrogen engine data corresponding to each speed under single injection and split injection (two injections arranged at intervals along the intake port); the hydrogen engine data includes injection pressure, indicated power, indicated thermal efficiency, and NO emissions quantity.
[0064] Specifically, this embodiment is tested on a Jialing 600 single-cylinder intake pipe injection engine, and the geometric parameters of the engine are obtained by actual measurement after disassembly, as shown in Table 1. For single injection and branch injection, the positions of the nozzle holes are fixed as follows: the nozzle hole of the single injection is located at the nose bridge of the air inlet, the position of the nozzle hole before the branch injection is the same as that of the single injection, The latter nozzle hole is located at...
Embodiment 3
[0083] Such as Figure 11 As shown, a device for reducing pre-ignition of a hydrogen engine includes:
[0084]The collection module 301 is used to collect hydrogen engine data corresponding to each rotational speed under different injection modes;
[0085] The training module 302 is used to use the non-linear input and output mode to train the BP neural network through the hydrogen engine data;
[0086] The optimization prediction module 303 is used to use the output of the trained BP neural network as the individual fitness value of the particle swarm algorithm, update the speed and position of each particle, and assign the optimal individual obtained by the particle swarm algorithm to the neural network, Obtain the predicted value of the maximum indicated power, indicated thermal efficiency or the lowest emission of nitrogen oxides of the hydrogen engine corresponding to different speeds in different injection modes;
[0087] The first comparison module 304 is configured t...
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