Washing machine dehydration control method and device based on deep reinforcement learning

A technology of reinforcement learning and washing machine, which is applied in the control device of washing machine, washing device, textile and paper making, etc., to achieve the effect of reducing wear, saving dehydration time, and saving power consumption

Active Publication Date: 2021-04-16
GREE ELECTRIC APPLIANCES INC
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  • Abstract
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Problems solved by technology

[0006] The present invention provides a washing machine dehydration control method and device based on deep reinforcement learning, which can effectively solve the wear and tear of the washing machine on the clothes when the dehydration program is running; further improve Dehydration efficiency can also adjust the most matching dehydration solution for laundry in real time; thus solving the problem of reducing unnecessary loss of electric energy

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  • Washing machine dehydration control method and device based on deep reinforcement learning
  • Washing machine dehydration control method and device based on deep reinforcement learning

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Embodiment Construction

[0023] As used herein, the words "first", "second", etc. may be used to describe elements in the exemplary embodiments of the present invention. These words are only used to distinguish one element from another element, and the inherent characteristics or order, etc. of the corresponding elements are not limited by the words. Unless otherwise defined, all terms (including technical or scientific terms) used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. Those terms as defined in commonly used dictionaries are interpreted as having the same meaning as the contextual meaning in the relevant technical field, and are not interpreted as having ideal or overly formal meanings unless clearly defined as having such in the present invention meaning.

[0024] Those skilled in the art will appreciate that the devices and methods of the present invention described herein and illustrated in the accompanying drawings...

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Abstract

The invention provides a washing machine dehydration control method based on deep reinforcement learning. The washing machine dehydration control method based on deep reinforcement learning comprises the steps of when a washing machine enters a dehydration program, collecting information related to dehydration; inputting the information related to dehydration into a deep reinforcement learning model for calculation, and outputting an excitation function of a dehydration state; and performing dehydration control on the washing machine through the excitation function. The invention further provides a washing machine dehydration control device based on deep reinforcement learning, a washing machine and a storage medium. By means of the scheme, the most appropriate dehydration rotating speed is obtained, abrasion to clothes is reduced, the clothes are dehydrated more thoroughly, unnecessary dehydration time is saved, and unnecessary electric energy loss is saved.

Description

technical field [0001] The present invention relates to the field of intelligent control, and more specifically relates to a washing machine dehydration control method and device based on deep reinforcement learning, a washing machine, and a non-transitory computer-readable medium. Background technique [0002] In such a rapidly developing society, with the acceleration of the pace of life and the improvement of the quality of life, the requirements for various electrical appliances can no longer be satisfied with simple functions, safety and intelligence, and the sense of experience that determines product reputation has become An essential consideration when people choose household electrical appliances. [0003] At present, there are intelligent washing machines on the market, which can not only perform intelligent dehydration, but also perform intelligent washing. However, the dehydration method adopted by the current intelligent washing machine is only a function selec...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): D06F33/40D06F33/46D06F103/04D06F103/26D06F103/24D06F105/48
CPCY02B40/00
Inventor 张健萍熊育平
Owner GREE ELECTRIC APPLIANCES INC
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