no code implementations • 28 Dec 2022 • Ali Raza, Kim Phuc Tran, Ludovic Koehl, Shujun Li
We experimentally validated the performance of the proposed algorithm using ECG classification as an example application in healthcare, showing that the ensemble learning model outperformed all local models and even the FL-based global model.
1 code implementation • 4 May 2022 • Do Thu Ha, Nguyen Xuan Hoang, Nguyen Viet Hoang, Nguyen Huu Du, Truong Thu Huong, Kim Phuc Tran
Industrial Control Systems (ICSs) are becoming more and more important in managing the operation of many important systems in smart manufacturing, such as power stations, water supply systems, and manufacturing sites.
no code implementations • 1 Oct 2021 • Ali Raza, Kim Phuc Tran, Ludovic Koehl, Shujun Li, Xianyi Zeng, Khaled Benzaidi
Moreover, in home healthcare applications the centralized approach can raise serious privacy concerns since the sensors used by a HAR classifier collect a lot of highly personal and sensitive data about people in the home.
no code implementations • 26 May 2021 • Ali Raza, Kim Phuc Tran, Ludovic Koehl, Shujun Li
Nevertheless, training deep learning models normally requires a large amount of data and it can lead to privacy concerns.
no code implementations • 29 Dec 2020 • Zhenglei He, Kim Phuc Tran, Sebastien Thomassey, Xianyi Zeng, Jie Xu, Chang Haiyi
Textile manufacturing is a typical traditional industry involving high complexity in interconnected processes with limited capacity on the application of modern technologies.
no code implementations • 2 Dec 2020 • Zhenglei He, Kim Phuc Tran, Sebastien Thomassey, Xianyi Zeng, Jie Xu, Changhai Yi
The case study result reflects that the proposed MARL system is possible to achieve the optimal solutions for the textile ozonation process and it performs better than the traditional approaches.
no code implementations • 20 May 2020 • Zhenglei He, Kim Phuc Tran, Sébastien Thomassey, Xianyi Zeng, Changhai Yi
This paper introduced a reinforcement learning based decision support system in textile manufacturing process.