Search Results for author: Honghui Du

Found 4 papers, 2 papers with code

Neural-Integrated Meshfree (NIM) Method: A differentiable programming-based hybrid solver for computational mechanics

no code implementations21 Nov 2023 Honghui Du, Qizhi He

We present the neural-integrated meshfree (NIM) method, a differentiable programming-based hybrid meshfree approach within the field of computational mechanics.

Physics-informed machine learning Unity

Can We Transfer Noise Patterns? A Multi-environment Spectrum Analysis Model Using Generated Cases

1 code implementation2 Aug 2023 Haiwen Du, Zheng Ju, Yu An, Honghui Du, Dongjie Zhu, Zhaoshuo Tian, Aonghus Lawlor, Ruihai Dong

To make the analysis model applicable to more environments, we propose a noise patterns transferring model, which takes the spectrum of standard water samples in different environments as cases and learns the differences in their noise patterns, thus enabling noise patterns to transfer to unknown samples.

Denoising

Multi-Source Transfer Learning for Non-Stationary Environments

1 code implementation7 Jan 2019 Honghui Du, Leandro L. Minku, Huiyu Zhou

To speed up recovery from concept drift and improve predictive performance in data stream mining, this work proposes a novel approach called Multi-sourcE onLine TrAnsfer learning for Non-statIonary Environments (Melanie).

Transfer Learning

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