Gaussian process model based multi-source labeled data transfer learning for reducing cost of modeling target chemical processes with unlabeled data

Author:

Chan Lester Lik TeckORCID,Chen Junghui

Funder

Ministry of Science and Technology of the People's Republic of China

Ministry of Science and Technology, Taiwan

Publisher

Elsevier BV

Subject

Applied Mathematics,Electrical and Electronic Engineering,Computer Science Applications,Control and Systems Engineering

Reference34 articles.

1. Chan, L. L. T., & Chen, J. (2019). Reducing cost of process modeling through multi-source data transfer learning. In 2019 12th asian control conference (pp. 474–479).

2. Semi-supervised learning;Chapelle,2010

3. Multisource domain adaptation and its application to early detection of fatigue;Chattopadhyay;ACM Transactions on Knowledge Discovery from Data,2012

4. Transfer learning based fault diagnosis with missing data due to multi-rate sampling;Chen;Sensors,2019

5. Locally weighted regression: An approach to regression analysis by local fitting;Cleveland;Journal of the American Statistical Association,1988

Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Reinforcement learning for soft sensor design through autonomous cross-domain data selection;Computers & Chemical Engineering;2023-05

2. Transfer Dynamic Latent Variable Modeling for Quality Prediction of Multimode Processes;IEEE Transactions on Neural Networks and Learning Systems;2023

3. Transfer Learning-Motivated Intelligent Fault Diagnosis Designs: A Survey, Insights, and Perspectives;IEEE Transactions on Neural Networks and Learning Systems;2023

4. Advances and Challenges of Machine Learning in Polymer Material Genomes;ACTA POLYM SIN;2022

5. Dynamic Transfer Gaussian Process Regression;Proceedings of the 31st ACM International Conference on Information & Knowledge Management;2022-10-17

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3