Search Results for author: Xianyi Zeng

Found 5 papers, 0 papers with code

Harnessing the Power of Neural Operators with Automatically Encoded Conservation Laws

no code implementations18 Dec 2023 Ning Liu, Yiming Fan, Xianyi Zeng, Milan Klöwer, Yue Yu

In this work, we introduce conservation law-encoded neural operators (clawNOs), a suite of NOs that endow inference with automatic satisfaction of such conservation laws.

Lightweight Transformer in Federated Setting for Human Activity Recognition

no code implementations1 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.

Federated Learning Human Activity Recognition

A Deep Reinforcement Learning Based Multi-Criteria Decision Support System for Textile Manufacturing Process Optimization

no code implementations29 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.

Decision Making

Multi-Objective Optimization of the Textile Manufacturing Process Using Deep-Q-Network Based Multi-Agent Reinforcement Learning

no code implementations2 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.

Multi-agent Reinforcement Learning

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