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Domain generalization with semi-supervised learning for people-centric activity recognition

Science China(Information Sciences) 2025年第1期68卷 171-188页

作者： Jing LIU wei zhu Di LI Xing HU Liang SONG Academy for Engineering & Technology Fudan University Shanghai East-bund Research Institute on Networking Systems of AI School of Optoelectronic Information and Computer Engineering University of Shanghai for Science & Technology

People-centric activity recognition is one of the most critical technologies in a wide range of real-world applications,including intelligent transportation systems, healthcare services, and brain-computer interfaces. Large-scale data collection and annotation make the application of machine learning algorithms prohibitively expensive when adapting to new tasks. One way of circumventing this limitation is to train the model in a semi-supervised learning manner that utilizes a percentage of unlabeled data to reduce the labeling burden in prediction tasks. Despite their appeal, these models often assume that labeled and unlabeled data come from similar distributions, which leads to the domain shift problem caused by the presence of distribution gaps. To address these limitations, we propose herein a novel method for people-centric activity recognition,called domain generalization with semi-supervised learning(DGSSL), that effectively enhances the representation learning and domain alignment capabilities of a model. We first design a new autoregressive discriminator for adversarial training between unlabeled and labeled source domains, extracting domain-specific features to reduce the distribution gaps. Second, we introduce two reconstruction tasks to capture the task-specific features to avoid losing information related to representation learning while maintaining task-specific consistency. Finally, benefiting from the collaborative optimization of these two tasks, the model can accurately predict both the domain and category labels of the source domains for the classification task. We conduct extensive experiments on three real-world sensing datasets. The experimental results show that DGSSL surpasses the three state-of-the-art methods with better performance and generalization.

关键词： activity recognition deep learning domain generalization semi-supervised learning adversarial training

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Magnetic resonance imaging evaluation and nuclear receptor binding SET domain protein 1 mutation in the Sotos syndrome with attention-deficit/hyperactivity disorder

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World Journal of Clinical Cases 2025年第2期13卷 5-9页

作者： wei zhu Shanghai XiRong Information Science and Technology Co. LtdNational Science and Technology ParkSchool of Life Sciences and TechnologyTongji UniversityShanghai 200092China

Sotos syndrome is characterized by overgrowth features and is caused by alterations in the nuclear receptor binding SET domain protein 1 ***/hyperactivity disorder(ADHD)is considered a neurodevelopment and psychiatric disorder in *** characteristics and clinical presentation could play an important role in the diagnosis of Sotos syndrome and *** resonance imaging(MRI)has been used to assess medical images in Sotos syndrome and *** images process is considered to display in MRI while wavelet fusion has been used to integrate distinct images for achieving more complete information in single image in this *** the future,genetic mechanisms and artificial intelligence related to medical images could be used in the clinical diagnosis of Sotos syndrome and ADHD.

关键词： Sotos syndrome Attention-deficit/hyperactivity disorder Genetic mutation Magnetic resonance imaging Wavelet fusion

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太湖底泥磷释放量及释放规律的研究综述

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湖泊科学 2025年第1期37卷 14-35页

作者：朱伟侯豪刘环许小格朱瑜星陈诺曹俊林乃喜河海大学环境学院南京210098 河海大学土木与交通学院南京210098 河海大学水科学研究院南京210098

太湖是我国最为重要的湖泊之一,是国家湖泊治理的重点。自2007年水危机以来,太湖治理累计投入超2620亿元,是世界上治理力度最大的湖泊。2016年以来太湖出现磷反弹,2020年开始显著好转,2023年水华减少。太湖蓝藻水华与磷的响应相对显著,... 详细信息

太湖是我国最为重要的湖泊之一,是国家湖泊治理的重点。自2007年水危机以来,太湖治理累计投入超2620亿元,是世界上治理力度最大的湖泊。2016年以来太湖出现磷反弹,2020年开始显著好转,2023年水华减少。太湖蓝藻水华与磷的响应相对显著,回顾太湖磷十余年来的研究,关于底泥内源释放对水体总磷贡献的说法不一,这对于太湖整体磷负荷的认识及内源治理措施的制定产生了重要影响。针对太湖底泥磷的源汇、释放量以及释放规律,本文对国内外关于湖泊底泥磷释放的监测、实验、计算等研究进行系统回顾,对关于太湖底泥释放方面的研究进行梳理。通过比较和分析,尝试形成对太湖底泥磷释放规律和范围的一些基本认识。通过综述总结提出了“总源”“总汇”“净源”“净汇”的概念,并对可能成为“净源”的5个过程的发生条件和释放强度进行分析。认为Fick扩散释放是可以恒常性发生的过程,而在具备条件才发生的过程中,DO<2 mg/L后出现的磷还原释放是比较主要的过程,需要重点关注。“净源”是否发生应该依据实际湖泊的环境条件开展动态释放实验来判断。太湖目前虽然处于“总汇”状态,但“净源”是显著存在的,明确“净源”存在的位置和发生的时段对于太湖内源治理非常重要。

关键词：太湖底泥磷释放源汇质量平衡释放实验

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A New Derivation of Standard Quantum Chromodynamics Evolution Equation

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Chinese Physics Letters 1999年第7期16卷 481-483页

作者： zhu wei Department of Physics East China Normal UniversityShanghai 200062

Standard evolution equation including virtual graphs is derived in time ordered perturbative *** propose a new cutting rule in deep inelastic scattering processes,which provides a useful tool for discussing the connec... 详细信息

关键词： equation. theory. ordered

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On the Regularity Theories for Harmonic Maps from Finsler Manifolds

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Chinese Annals of Mathematics,Series B 2012年第4期33卷 595-600页

作者： wei zhu Department of Mathematics Zhejiang University Hangzhou 310027 China.

The author studies the regularity of energy minimizing maps from Finsler manifolds to Riemannian manifolds. It is also shown that the energy minimizing maps are smooth, when the target manifolds have no focal points.

关键词： Finsler manifolds Harmonic map Regularity

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Some results on P-harmonic maps and exponentially harmonic maps between Finsler manifolds

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Applied Mathematics(A Journal of Chinese Universities) 2010年第2期25卷 236-242页

作者： zhu wei Department of Mathematics Zhejiang University Hangzhou 310027 China

This paper studies the stability of P-harmonic maps and exponentially harmonic maps from Finsler manifolds to Riemannian manifolds by an extrinsic average variational method in the calculus of variations. It generaliz... 详细信息

关键词： Finsler manifolds stable P-harmonic maps exponentially harmonic maps.

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Clogging processes caused by biofilm growth and organic particle accumulation in lab-scale vertical flow constructed wetlands

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Journal of Environmental Sciences 2009年第6期21卷 750-757页

作者： ZHAO Lianfang zhu wei TONG wei College of Environmental Science and Engineering Hohai University Nanjing 210098 China Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes Ministry of Education of China Nanjing 210098 China

The accumulation of organic matter in substratum pores is regarded as an important factor causing clogging separately in the subsurface flow constructed *** this study,the developing process of clogging caused by biofilm growth or organic particle accumulation instead of total organic matter accumulation was investigated in two groups of lab-scale vertical flow constructed wetlands（VFCWs）,which were fed with glucose（dissolved organic matter） and starch（particulate organic matter） *** showed that the growth of biofilms within the substratum pores certainly caused remarkable reduction of effective porosity,especially for the strong organic wastewater,whereas its influence on infiltration rate was *** was implied that the most important contribution of biofilm growth to clogging was accelerating the occurrence of *** comparison with biofilm growth,particles accumulation within pores could rapidly reduce infiltration rate besides effective porosity and the clogging occurred in the upper 0-15 cm *** approximately equal amount of accumulated organic matter,the effective porosity of the clogged layer in starch-fed systems was far less than that of glucose-fed systems,which indicated that composition and accumulation mode in addition to the amount of the accumulated organic matter played an important role in causing clogging.

关键词： clogging constructed wetland organic matter particle accumulation biofilms

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A Second-Order Image Denoising Model for Contrast Preservation

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Communications on Applied Mathematics and Computation 2024年第2期6卷 1406-1427页

作者： wei zhu Department of Mathematics University of AlabamaBox 870350TuscaloosaAL35487USA

In this work,we propose a second-order model for image denoising by employing a novel potential function recently developed in zhu(J Sci Comput 88:46,2021)for the design of a regularization *** to this new second-order derivative based regularizer,the model is able to alleviate the staircase effect and preserve image *** augmented Lagrangian method(ALM)is utilized to minimize the associated functional and convergence analysis is established for the proposed *** experiments are presented to demonstrate the features of the proposed model.

关键词： Image denoising Variational model Image contrast Augmented Lagrangian method(ALM)

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Optimal Control of Variational Inequalities with Delays in the Highest Order Spatial Derivatives

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Acta Mathematica Sinica,English Series 2006年第2期22卷 607-624页

作者： Shang wei zhu Institute of Mathematics Fudan University Department of Applied Mathematics Shanxi Finance & Economics University

In this paper, an optimal control problem for parabolic variational inequalities with delays in the highest order spatial derivatives is investigated. The well-posedness of such kinds of variational inequalities is established. The existence of optimal controls under a Cesari-type condition is proved, and the necessary conditions of Pontryagin type for optimal controls is derived.

关键词： Variational inequalities Time-delay operator Optimal control. Maximum Drinciple

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Shipborne radar maneuvering target tracking based on the variable structure adaptive grid interacting multiple model

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Journal of Zhejiang University-Science C(Computers and Electronics) 2013年第9期14卷 733-742页

作者： Zheng-wei zhu School of Information Engineering Southwest University of Science and Technology Mianyang 621010 China

The trajectory of a shipbome radar target has a certain complexity, randomness, and diversity. Tracking a strong maneuvering target timely, accurately, and effectively is a key technology for a shipbome radar tracking system. Combining a variable structure interacting multiple model with an adaptive grid algorithm, we present a variable structure adaptive grid inter- acting multiple model maneuvering target tracking method. Tracking experiments are performed using the proposed method for five maneuvering targets, including a uniform motion - uniform acceleration motion target, a uniform acceleration motion - uni- form motion target, a serpentine locomotion target, and two variable acceleration motion targets. Experimental results show that the target position, velocity, and acceleration tracking errors for the five typical target trajectories are small. The method has high tracking precision, good stability, and flexible adaptability.

关键词： Shipbome radar Target tracking Variable structure Interacting multiple model Adaptive grid algorithm

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