Reference Hub3
A Hierarchical Clustering Federated Learning System Based on Industry 4.0

A Hierarchical Clustering Federated Learning System Based on Industry 4.0

Chun-Yi Jiunn-Yin Lu, Hsin-Te Wu
Copyright: © 2022 |Volume: 34 |Issue: 1 |Pages: 16
ISSN: 1546-2234|EISSN: 1546-5012|EISBN13: 9781799893240|DOI: 10.4018/JOEUC.313194
Cite Article Cite Article

MLA

Lu, Chun-Yi Jiunn-Yin, and Hsin-Te Wu. "A Hierarchical Clustering Federated Learning System Based on Industry 4.0." JOEUC vol.34, no.1 2022: pp.1-16. http://doi.org/10.4018/JOEUC.313194

APA

Lu, C. J. & Wu, H. (2022). A Hierarchical Clustering Federated Learning System Based on Industry 4.0. Journal of Organizational and End User Computing (JOEUC), 34(1), 1-16. http://doi.org/10.4018/JOEUC.313194

Chicago

Lu, Chun-Yi Jiunn-Yin, and Hsin-Te Wu. "A Hierarchical Clustering Federated Learning System Based on Industry 4.0," Journal of Organizational and End User Computing (JOEUC) 34, no.1: 1-16. http://doi.org/10.4018/JOEUC.313194

Export Reference

Mendeley
Favorite Full-Issue Download

Abstract

This study proposes using dendrogram clustering as the basis to construct a federated learning system for A.I. model parameter updating. The authors adopted a private blockchain to accelerate downloads of the latest parameters corresponding to the computation results of an A.I. model. This study reduced the computational complexity of the backend server with the A.I. model to elevate backend server performance. Furthermore, the authors propose a hash function to determine whether the machines added new training data. The experimental results revealed that the proposed method could reduce the computational complexity of federated learning and that private blockchains can be applied to ensure parameter confidentiality and completeness. In summary, this research uses software computing methods to save machine learning data transmission, reduce network load, and provide privacy protection for parameter data without updating existing production equipment so that small-cost enterprises can import Industry 4.0.