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面向工业监控典型监督任务的深度迁移学习方法:现状、挑战与展望 被引量:8
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作者 柴铮 汪嘉业 +2 位作者 赵春晖 丁进良 孙优贤 《中国科学:信息科学》 CSCD 北大核心 2023年第5期821-840,共20页
基于深度迁移学习的工业监控方法在近年来获得了大量研究关注,特别是在以故障诊断、软测量等为代表的工业监控典型监督任务中.通过挖掘与迁移相似源域的知识来完成对目标域的建模,这类方法为实际工业场景中变工况等原因导致的跨域监控... 基于深度迁移学习的工业监控方法在近年来获得了大量研究关注,特别是在以故障诊断、软测量等为代表的工业监控典型监督任务中.通过挖掘与迁移相似源域的知识来完成对目标域的建模,这类方法为实际工业场景中变工况等原因导致的跨域监控问题提供了新的思路.本文系统梳理了面向工业监控典型监督任务的深度迁移学习方法,并将其分为基于模型迁移、基于样例迁移与基于特征迁移的工业监控方法.在此基础上,对不同类方法的基本研究思想在故障诊断与软测量任务中的研究进展进行了详细阐述.随后,从实际工业场景的复杂欠数据问题、可迁移性的量化与负迁移问题、工业过程的动态特性问题等角度,指出了当前基于深度迁移学习的工业监控研究中存在的挑战,并对该领域的未来研究方向做出进一步展望. 展开更多
关键词 迁移学习 深度学习 跨域工业监控 故障诊断 软测量
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Tetrapeptide self-assembled multicolor fluorescent nanoparticles for bioimaging applications 被引量:1
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作者 Yuerong wang Yang Lei +2 位作者 jiaye wang Hui Yang Leming Sun 《Chinese Chemical Letters》 SCIE CAS CSCD 2023年第6期417-420,共4页
The biocompatibility and biodegradability of peptide self-assembled materials makes them suitable for many biological applications,such as targeted drug delivery,bioimaging,and tracking of therapeutic agents.According... The biocompatibility and biodegradability of peptide self-assembled materials makes them suitable for many biological applications,such as targeted drug delivery,bioimaging,and tracking of therapeutic agents.According to our previous research,self-assembled fluorescent peptide nanoparticles can overcome the intrinsic optical properties of peptides.However,monochromatic fluorescent nanomaterials have many limitations as luminescent agents in biomedical applications.Therefore,combining different fluorescent species into one nanostructure to prepare fluorescent nanoparticles with multiple emission wavelengths has become a very attractive research area in the bioimaging field.In this study,the tetrapeptide Trp-Trp-Trp-Trp(WWWW)was self-assembled into multicolor fluorescent nanoparticles(TPNPs).The results have demonstrated that TPNPs have the blue,green,red and near infrared(NIR)fluorescence emission wavelength.Moreover,TPNPs have shown excellent performance in multicolor bioimaging,biocompatibility,and photostability.The facile preparation and multicolor fluorescence features make TPNPs potentially useful in multiplex bioanalysis and diagnostics. 展开更多
关键词 SELF-ASSEMBLY TETRAPEPTIDE MULTICOLOR Fluorescent nanoparticles BIOIMAGING
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