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A Joint Blockchain-Edge Computing System Based on Reinforcement Learning

An edge computing and joint system technology, applied in the field of computer technology and mobile communication, can solve the problems of high delay, long block chain generation time, and low throughput of blockchain network, so as to reduce the total time consumption and improve Edge computing system performance, the effect of achieving comprehensive performance

Active Publication Date: 2022-05-13
TONGJI UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0008] 1. For the blockchain-edge computing joint system, the existing technical solutions only consider the optimization of the communication network level, and the problems of low throughput and high delay of the blockchain network have not been well resolved. The blockchain The block time is too long;

Method used

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  • A Joint Blockchain-Edge Computing System Based on Reinforcement Learning
  • A Joint Blockchain-Edge Computing System Based on Reinforcement Learning
  • A Joint Blockchain-Edge Computing System Based on Reinforcement Learning

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Embodiment Construction

[0043] In order to make the purpose, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the drawings in the embodiments of the present invention. Obviously, the described embodiments It is a part of embodiments of the present invention, but not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0044] Blockchain-edge computing joint system, including blockchain network and edge computing network, such as figure 1 shown;

[0045] There are a large number of edge server nodes (base stations) in the edge computing network. When mobile phone users offload their tasks to the edge server nodes, the joint system will select a suitable ed...

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Abstract

The present invention relates to computer technology and mobile communication technology, and in particular to a scheme design for performance optimization of a block chain-edge computing joint system by using reinforcement learning. The present invention proposes a blockchain-edge computing joint system based on reinforcement learning, including: a blockchain-edge computing joint system, an agent and an experience pool. The agent takes the environmental information as a state and inputs it into its own neural network. The neural network makes behavior decisions by calculating the expected benefits of performing different actions in the current state, so as to maximize the rewards that can be obtained. In the training phase, the agent will learn by sampling the past experience from the experience, gradually adjust the behavior strategy, and realize the performance optimization of the blockchain-edge computing joint network.

Description

technical field [0001] The present invention relates to computer technology and mobile communication technology, and in particular to a scheme design for performance optimization of a block chain-edge computing joint system by using reinforcement learning. Background technique [0002] Blockchain and edge computing are emerging technologies in recent years. Blockchain is a decentralized distributed ledger, which can effectively ensure the openness and transparency of data and prevent tampering. The data and information stored in it have the characteristics of unforgeability, traceability throughout the process, traceability, openness and transparency, and collective maintenance. . Edge computing is a representative technology of 5G communication. It uses edge base stations to process application requests to generate faster network service responses and meet the basic needs of the industry in terms of real-time business, application intelligence, security and privacy protect...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): H04L67/1004H04L67/1097H04L41/0823G06N3/04G06N3/08
CPCH04L67/1004H04L67/1097H04L41/0823G06N3/08G06N3/045
Inventor 刘儿兀耿元哲
Owner TONGJI UNIV