Simplified Multi-objective Optimization for Flexible IoT Edge Computing

被引:3
作者
Ogino, Tadashi [1 ]
机构
[1] Meisei Univ, Dept Informat Sci, Tokyo, Japan
来源
2021 4TH INTERNATIONAL CONFERENCE ON INFORMATION AND COMPUTER TECHNOLOGIES (ICICT 2021) | 2021年
关键词
IoT; edge computing; cloud computing; flexible; multi-agent; multi-objective optimization;
D O I
10.1109/ICICT52872.2021.00035
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In large-scale, cloud-based IoT systems, challenges such as increased network load, response delays, and invasion of privacy are serious concerns in recent years. As a solution, edge computing (EC) has been introduced into these IoT systems. However, if too much of the cloud functionality is migrated to the edge, then the collected data cannot be shared between IoT systems, thereby decreasing its usefulness. We propose a multiagent-based flexible IoT-EC architecture that balances the global optimization by the cloud with local optimization at the edges to optimize the roles of the cloud and edge servers dynamically. In this paper, we explain the simplified multi-objective optimization solutions for IoT EC. We also execute a simple traffic simulation to evaluate the proposed method.
引用
收藏
页码:168 / 173
页数:6
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