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Model training method, air conditioner control method and device, equipment and storage medium

A control method and model training technology, applied in air handling equipment, heating/cooling equipment, transportation and packaging, etc., can solve the problems of not being able to meet the needs of different people, poor user experience, etc., and achieve the effect of guaranteeing the experience

Active Publication Date: 2021-05-04
创新奇智(重庆)科技有限公司
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] The purpose of the embodiment of the present application is to provide a model training method, air conditioning control method, device, equipment and storage medium to solve the problem that the existing technology cannot meet the needs of different people, and cannot set private customization according to the personal preferences of different car owners. Optimized air-conditioning control parameters, so the user experience is not a good technical problem

Method used

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  • Model training method, air conditioner control method and device, equipment and storage medium
  • Model training method, air conditioner control method and device, equipment and storage medium
  • Model training method, air conditioner control method and device, equipment and storage medium

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Embodiment 1

[0030] In order to solve the technical problem that the existing technology cannot meet the needs of different people, and cannot set customized air-conditioning control parameters according to the personal preferences of different car owners, so that the user experience is not good, the embodiment of this application provides a separate A model training method applied to a local server and an air-conditioning control method on an online server.

[0031] see figure 1 with figure 2 as shown, figure 1 It is a schematic diagram of an interaction flow between a local server, an online server and a vehicle terminal provided in the embodiment of the present application, including:

[0032]S101: The local server performs data tagging according to the historical data of each user corresponding to each parameter, and obtains tagged data of each user corresponding to each parameter and user portrait data of each user.

[0033] In the embodiment of the present application, a big data...

Embodiment 2

[0071] In this embodiment, on the basis of the first embodiment, a specific air-conditioning control process is taken as an example to further illustrate the present application.

[0072] see image 3 As shown, this embodiment includes a big data platform, a vehicle terminal, an online server and a local server.

[0073] The big data platform adopts hive, ES, spark and other technologies to collect, store and manage vehicle data, forming a data management mechanism that takes the license plate as the user identification and associates the collected data with the user identification.

[0074] In this embodiment, it is assumed that the prediction models for the three parameters of air volume, temperature, and defrosting function are configured, corresponding to image 3 Prediction Model 1, Prediction Model 2, and Prediction Model 3 in .

[0075] The local server screens the historical data corresponding to the air volume, temperature, and defrosting function from the big data ...

Embodiment 3

[0083] Based on the same inventive concept, the embodiment of the present application also provides a model training device 100 and an air conditioner control device 200 . see Figure 4 with Figure 5 as shown, Figure 4 shows the use of figure 1 In the method shown, the local server executes the steps of the model training means, Figure 5 shows the use of figure 1 In the shown method, the steps performed by the online server are the air conditioner control device. It should be understood that the specific functions of the device 100 and the device 200 may refer to the above description, and to avoid repetition, the detailed description is appropriately omitted here. The device 100 and the device 200 include at least one software function module that can be stored in a memory in the form of software or firmware or solidified in the operating system of the device 100 and the device 200 . specifically:

[0084] see Figure 4 As shown, the apparatus 100 is applied to a l...

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Abstract

The invention provides a model training method, an air conditioner control method and device, equipment and a storage medium. The method comprises the steps: carrying out the data tagging according to the historical data of each user corresponding to each parameter, and obtaining the tagged data of each user corresponding to each parameter and the user portrait data of each user; inputting environment information in the tagged data, the user portrait data and the historical data of each user corresponding to each parameter into a prediction model corresponding to each parameter for model training; and storing the trained prediction model so that the online server can call the prediction model of each parameter, carrying out parameter prediction on a user currently connected to an online server, and outputting parameter values obtained by the prediction model of each parameter to a vehicle-mounted terminal so that the vehicle-mounted terminal can configure the air conditioner according to the parameter values. Therefore, the predicted parameter values can better conform to the actual preferences of the user, and the better air conditioner parameter personalized customization effect is achieved.

Description

technical field [0001] The present application relates to the technical field of intelligent control, and in particular, relates to a model training method, an air-conditioning control method, a device, a device, and a storage medium. Background technique [0002] The automotive air conditioning system is a device that cools, heats, ventilates and purifies the air in the cabin. It can provide a comfortable riding environment for the passengers, reduce the driver's fatigue intensity and improve driving safety. The air conditioning unit has become one of the symbols to measure whether the car is fully functional. [0003] At present, the control method of vehicle-mounted air conditioners is usually to use calculation and comparison circuits to control the work of the adjustment mechanism through sensor signals and pre-adjustment signals, and automatically adjust the temperature and air volume. [0004] However, although the existing vehicle-mounted air conditioners have auto...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): B60H1/00
CPCB60H1/0073
Inventor 张发恩刘雨微
Owner 创新奇智(重庆)科技有限公司
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