Model training method, apparatus, electronic device and medium for combustion control
A technology of combustion state and combustion efficiency, applied in general control systems, adaptive control, control/regulation systems, etc., can solve problems such as difficulty in large-scale replication and different levels of operators, to improve control effects and optimize parameters Effect
Active Publication Date: 2020-11-24
JINGDONG CITY NANJING TECH CO LTD
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However, since the state dimension and action dimension involved in the combustion of thermal power boilers are as high as hundreds of dimensions, optimization at the control level is also a difficult point in the industry
This has also led to the fact that the current boiler action control mainly relies on manual experience. Due to the different levels of operators, the operation of different personnel has a great impact on the efficiency of the boiler, making it difficult to replicate this method on a large scale.
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[0024] Hereinafter, embodiments of the present disclosure will be described with reference to the drawings. It should be understood, however, that these descriptions are exemplary only, and are not intended to limit the scope of the present disclosure. In the following detailed description, for purposes of explanation, numerous specific details are set forth in order to provide a thorough understanding of the embodiments of the present disclosure. It may be evident, however, that one or more embodiments may be practiced without these specific details. Also, in the following description, descriptions of well-known structures and techniques are omitted to avoid unnecessarily obscuring the concepts of the present disclosure.
[0025] The terminology used herein is for the purpose of describing particular embodiments only, and is not intended to be limiting of the present disclosure. The terms "comprising", "comprising", etc. used herein indicate the presence of stated features,...
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The invention provides a model training method for combustion control. The model training method comprises the steps of acquiring combustion state parameters and control action parameters in historical data at multiple moments; inputting the combustion state parameter at a previous moment into a strategy network to obtain an action forecast parameter at the current moment; inputting the combustionstate parameter and the control action parameter at the previous moment and the combustion state parameter and the action forecast parameter at the current moment to a combustion process simulation forecast network to obtain a state forecast parameter at a next moment; and training the strategy network according to the state forecast parameter and an actual combustion state parameter at the nextmoment. The invention also discloses a model training device for combustion control, electronic equipment and a computer readable storage medium.
Description
technical field [0001] The present disclosure relates to a model training method, device, electronic device and medium for combustion control. Background technique [0002] In the field of thermal power generation, the improvement of optimizing combustion efficiency is concentrated on the hardware level, including reasonable furnace type and burner design, etc., and the efficiency is optimized through the control level, such as through reasonable adjustment and control of variables such as coal supply volume and air volume. Optimizing efficiency is also a valuable research direction. However, since the state dimension and action dimension involved in the combustion of thermal power boilers are as high as hundreds of dimensions, optimization at the control level is also a difficult point in the industry. This has also led to the current boiler action control mainly relying on manual experience. Due to the different levels of operators, different personnel operations have a g...
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IPC IPC(8): G05B13/04
CPCG05B13/042
Inventor 霍雨森詹仙园张玥徐浩然邓欣郑宇
Owner JINGDONG CITY NANJING TECH CO LTD