Title:
INFORMATION PROCESSING SYSTEM, METHOD, AND APPARATUS, DEVICE, AND STORAGE MEDIUM
Document Type and Number:
WIPO Patent Application WO/2023/134184
Kind Code:
A1
Abstract:
The present application relates to the technical field of information processing, and specifically relates to an information processing system, method, and apparatus, a device, and a storage medium. The present application aims to solve the problem of not being able to obtain a trained global model in a short period of time. The system comprises: a first data provider, a collaborator, and a plurality of second data providers which participate in federated learning. The first data provider is used to generate and send a digital twin model to the collaborator. The digital twin model is used to reflect the relationship between a target result and a plurality of device operation states that affect the target result. The collaborator is used for sending the digital twin model to each of the second data providers, so that the second data providers train the digital twin model on the basis of local data and receive corresponding model parameters, and aggregating the model parameters to obtain a global model, so that the second data providers can train on the basis of the digital twin model.
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Inventors:
GUAN XIANGZHEN (CN)
ZHAN BO (CN)
SUN LAICHAO (CN)
LIU JIE (CN)
WANG PEICONG (CN)
WANG SHOUSEN (CN)
YANG KAI (CN)
ZHAN BO (CN)
SUN LAICHAO (CN)
LIU JIE (CN)
WANG PEICONG (CN)
WANG SHOUSEN (CN)
YANG KAI (CN)
Application Number:
PCT/CN2022/117643
Publication Date:
July 20, 2023
Filing Date:
September 07, 2022
Export Citation:
Assignee:
GONGFU QINGDAO TECH CO LTD (CN)
COSMO INST OF INDUSTRIAL INTELLIGENCE QINGDAO CO LTD (CN)
HAIER DIGITAL TECH QINGDAO CO LTD (CN)
COSMO INST OF INDUSTRIAL INTELLIGENCE QINGDAO CO LTD (CN)
HAIER DIGITAL TECH QINGDAO CO LTD (CN)
International Classes:
G06F30/27
Foreign References:
| CN114492179A | 2022-05-13 | |||
| CN113792423A | 2021-12-14 | |||
| CN113419857A | 2021-09-21 | |||
| CN113159327A | 2021-07-23 | |||
| CN113435657A | 2021-09-24 | |||
| US20190385043A1 | 2019-12-19 |
Attorney, Agent or Firm:
LEADER PATENT & TRADEMARK FIRM (CN)
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