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Machine Intelligence Research 2024年第1期21卷 89-103页

作者： Chaojie wu Mingyang Li ying Gao Xinyan Xie wing w.y.ng Ahmad Musyafa School of Computer Science and Engineering South China University of TechnologyGuangzhou 511442China Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and Application Guangdong Provincial People's HospitalGuangzhou 510180China

The problem of art forgery and infringement is becoming increasingly prominent,since diverse self-media contents with all kinds of art pieces are released on the Internet every *** art paintings,object detection and localization provide an efficient and ef-fective means of art authentication and copyright ***,the acquisition of a precise detector requires large amounts of ex-pensive pixel-level *** alleviate this,we propose a novel weakly supervised object localization(wSOL)with background su-perposition erasing(BSE),which recognizes objects with inexpensive image-level ***,integrated adversarial erasing(IAE)for vanilla convolutional neural network(CNN)dropouts the most discriminative region by leveraging high-level semantic ***,a background suppression module(BSM)limits the activation area of the IAE to the object region through a self-guidance ***,in the inference phase,we utilize the refined importance map(RIM)of middle features to obtain class-agnostic loc-alization *** experiments are conducted on paintings,CUB-200-2011 and ILSVRC to validate the effectiveness of our BSE.

关键词： weakly supervised object localization erasing method deep learning computer vision art authentication and copyright protection

Low-rank matrix recovery with total generalized variation for defending adversarial examples

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Frontiers of Information Technology & Electronic Engineering 2024年第3期25卷 432-445页

作者： wen LI Hengyou wAng Lianzhi HUO Qiang HE Linlin CHEN Zhiquan HE wing w.y.ng School of Science Beijing University of Civil Engineering and ArchitectureBeijing 100044China School of Computer Science and Engineering South China University of TechnologyGuangzhou 510006China Aerospace Information Research Institute Chinese Academy of SciencesBeijing 100094China Guangdong Key Laboratory of Intelligent Information Processing Shenzhen 518060China Institute of Big Data Modeling and Technology Beijing University of Civil Engineering and ArchitectureBeijing 100044China

Low-rank matrix decomposition with first-order total variation(TV)regularization exhibits excellent performance in exploration of image *** advantage of its excellent performance in image denoising,we apply it to improve the robustness of deep neural ***,although TV regularization can improve the robustness of the model,it reduces the accuracy of normal samples due to its *** our work,we develop a new low-rank matrix recovery model,called LRTGV,which incorporates total generalized variation(TGV)regularization into the reweighted low-rank matrix recovery *** the proposed model,TGV is used to better reconstruct texture information without *** reweighted nuclear norm and Li-norm can enhance the global structure ***,the proposed LRTGV can destroy the structure of adversarial noise while re-enhancing the global structure and local texture of the *** solve the challenging optimal model issue,we propose an algorithm based on the alternating direction method of *** results show that the proposed algorithm has a certain defense capability against black-box attacks,and outperforms state-of-the-art low-rank matrix recovery methods in image restoration.

关键词： Total generalized variation Low-rank matrix Alternating direction method of multipliers Adversarial example

The role of AVDR in linear cascade testing

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航空动力学报 2007年第6期22卷 933-944页

作者： wing F.ng Department of Mechanical Engineering Virginia Polytechnic Instituteand State University

Linear cascade testing plays an important role in the research and development of turbomachinery and is widely used over the *** ideal cascade model of a turbomachinery blade row is *** actual linear cascade testing,the flow through the test section converges due to the development of the boundary layer and secondary flow along the sidewall surfaces of the test *** velocity density ratio(AVDR) is adopted to account for the deviation of the tested cascade flow from the ideal 2D *** numerous published cascade works,the influence of AVDR on cascade performance is seen to be complicated with many affecting factors,such as those related to cascade/blade geometry and flow ***,controlling AVDR is limited by the facility ***,real blade-to-blade flow in turbomachines is usually associated with AVDR greater than unity due to limited span of blades between the hub and shroud such that cascade testing without reducing AVDR could be favored *** these facets add complexity and diversification to the *** current paper reviews previous studies and results on *** understanding on the role of AVDR and recommendations on how to deal with it in linear cascade testing are provided.

关键词：线性叶栅试验轴向速度密度比空气流动叶栅特性

Antitumor immunity induced by the photodynamic action of BAM-SiPc,a silicon(IV)phthalocyanine photosensitizer

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Cellular & Molecular Immunology 2019年第7期16卷 676-678页

作者： ying Zhang Dennis K.P.ng wing-Ping Fong School of Life Sciences The Chinese University of Hong KongHong KongChina Department of Chemistry The Chinese University of Hong KongHong KongChina

Photodynamic therapy(PDT)is a promising approach to treat cancer.1 It involves the use of three individually nontoxic substances to produce a toxic effect.A photosensitizer,when illuminated with light of an appropriate wavelength,will be activated and convert molecular oxygen into reactive oxygen species(ROS),which can then kill tumor *** success of PDT depends on its potency as well as the targeting of the photosensitizer to the tumor site.2 For example,in photoimmunotherapy,the photosensitizer is conjugated to monoclonal antibodies that direct the photosensitizer to tumor cells that express the specific antigen recognized by the antibodies,and the tumor cells are killed upon light irradiation of the tumor site.3 This direct cytotoxicity is useful in treating localized tumor;however,it has limited applicability when metastasis *** this regard,the activation of antitumor immunity appears to be more promising because most cancer patients die,not from localized tumor,but from cancer metastasis and relapse.

关键词： immunity metastasis cancer

A MULTIPLE INTELLIGENT AGENT SySTEM FOR CREDIT RISK PREDICTION VIA AN OPTIMIZATION OF LOCALIZED GENERALIZATION ERROR wITH DIVERSITy

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Journal of Systems Science and Systems Engineering 2007年第2期16卷 166-180页

作者： Daniel S. yEUng wing w. y. ng Aki P. F. CHAN Patrick P. K. CHAN Michael FIRTH Eric C. C. TSAng Media and Life Science Computing Laboratory Shenzhen Graduate School Harbin Institute of Technology Shenzhen 518055 China Department of Computing Hong Kong Polytechnic University Hong Kong China Department of Finance and Insurance Lingnan University Hong Kong

Company bankruptcies cost billions of dollars in losses to banks each year. Thus credit risk prediction is a critical part of a bank＇s loan approval decision process. Traditional financial models for credit risk prediction are no longer adequate for describing today＇s complex relationship between the financial health and potential bankruptcy of a company. In this work, a multiple classifier system （embedded in a multiple intelligent agent system） is proposed to predict the financial health of a company. In our model, each individual agent （classifier） makes a prediction on the likelihood of credit risk based on only partial information of the company. Each of the agents is an expert, but has limited knowledge （represented by features） about the company. The decisions of all agents are combined together to form a final credit risk prediction. Experiments show that our model out-performs other existing methods using the benchmarking Compustat American Corporations dataset.

关键词： Credit rating business intelligence localized generalization error multiple classifier system feature grouping

Deep CLSTM for Predictive Beamforming in Integrated Sensing and Communication-Enabled Vehicular Networks

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Journal of Communications and Information Networks 2022年第3期7卷 269-277页

作者： Chang Liu Xuemeng Liu Shuangyang Li weijie yuan Derrick wing Kwan ng School of Electrical Engineering and Telecommunications the University of New South WalesSydneyNSW 2052Australia School of Electrical and Information Engineering the University of SydneySydneyNSW 2006Australia Department of Electrical Electronic and Computer Engineeringthe University of Western AustraliaPerth WA 6009Australia Department of Electrical and Electronic Engineering Southern University of Science and TechnologyShenzhen 518055China

Predictive beamforming design is an essential task in realizing high-mobility integrated sensing and communication(ISAC),which highly depends on the accuracy of the channel prediction(CP),i.e.,predicting the angular parameters of ***,the performance of CP highly depends on the estimated historical channel stated information(CSI)with estimation errors,resulting in the performance degradation for most traditional CP *** further improve the prediction accuracy,in this paper,we focus on the ISAC in vehicle networks and propose a convolutional long-short term memory(CLSTM)recurrent neural network(CLRNet)to predict the angle of vehicles for the design of predictive *** the developed CLRNet,both the convolutional neural network(CNN)module and the LSTM module are adopted to exploit the spatial features and the temporal dependency from the estimated historical angles of vehicles to facilitate the angle ***,numerical results demonstrate that the developed CLRNet-based method is robust to the estimation error and can significantly outperform the state-of-the-art benchmarks,achieving an excellent sum-rate performance for ISAC systems.

关键词： integrated sensing and communication predictive beamforming deep learning convolutional longshort term neural network vehicular networks

Human Ebola virus infection in west Africa: a review of available therapeutic agents that target different steps of the life cycle of Ebola virus

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Infectious Diseases of Poverty 2014年第1期3卷 397-413页

作者： Kang yiu Lai wing yiu George ng Fan Fanny Cheng Department of Intensive Care Queen Elizabeth HospitalHKSARB630 Gascoigne RdKowloonHong Kong SARChina Department of Medicine Queen Elizabeth HospitalHKSARKowloonHong Kong SAR China

The recent outbreak of the human Zaire ebolavirus(EBOV)epidemic is spiraling out of control in west *** EBOV hemorrhagic fever has a case fatality rate of up to 90%.The EBOV is classified as a biosafety level 4 pathogen and is considered a category A agent of bioterrorism by Centers for Disease Control and Prevention,with no approved therapies and vaccines available for its treatment apart from supportive *** several promising therapeutic agents and vaccines against EBOV are undergoing the Phase I human trial,the current epidemic might be outpacing the speed at which drugs and vaccines can be *** all viruses,the EBOV largely relies on host cell factors and physiological processes for its entry,replication,and *** have reviewed currently available therapeutic agents that have been shown to be effective in suppressing the proliferation of the EBOV in cell cultures or animal *** of the therapeutic agents in this review are directed against non-mutable targets of the host,which is independent of viral *** medications are approved by the Food and Drug Administration(FDA)for the treatment of other *** are available and stockpileable for immediate *** may also have a complementary role to those therapeutic agents under development that are directed against the mutable targets of the EBOV.

关键词： Ebola virus Non-mutable host cell therapeutic targets for Ebola virus Cocktail therapeutic intervention for RNA virus

Dispersion in oscillatory electro-osmotic flow through a parallel-plate channel with kinetic sorptive exchange at walls

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Journal of Hydrodynamics 2014年第3期26卷 363-373页

作者： SOng Jie 吴朝安 LAw wing-Keung Adrian School of Civil and Environmental Engineering Nanyang Technological University Department of Mechanical Engineering The University of Hong Kong

Dispersion in time-oscillatory electro-osmotic flows in a slit micro-channel under the effect of kinetic sorptive exchange at walls is theoretically investigated using the homogenization method. The two walls of the channel are considered to be made up of different materials, and therefore have different zeta potentials and sorption coefficients. A general expression for the Taylor dispersion coefficient under different zeta potentials as well as various sorption conditions at the walls is derived analytically. The dispersion coefficient is found to be dependent on the oscillation frequency, the Debye parameter, the species partition coefficient, the reaction kinetics and the ratio of the wall potentials. The results demonstrate that the presence of wall sorption tends to enhance the dispersion when the oscillation frequency is low, but the effect is negligible in high-frequency oscillatory flows. Moreover, it is found that the dispersion coefficient could be significantly changed by adjusting the relative wall potentials for low-frequency flows.

关键词： oscillatory electro-osmotic flows dispersion sorptive walls homogenization method

Synthesis of an AIE-active fluorogen and its application in cell imaging

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Science China Chemistry 2009年第1期52卷 15-19页

作者： LAM Jacky wing yip FAISAL Mahtab ng Ka Ming LUO Kathy Qian Department of Chemistry The Hong Kong University of Science & Technology (HKUST) Clear Water Bay Department of Chemical and Biomolecular Engineering HKUST Clear Water Bay Bioengineering Graduate Program HKUST Clear Water Bay

A fluorogen named 1-decyl-1-methyl-2,5-bis{4-[(N,N-diethylamino)methyl]phenyl}-3,4-diphenylsilole (3) was synthesized. It emitted weakly as isolated molecule but strongly as supramolecular aggregate, showing a characteristic behavior of aggregation-induced emission (AIE). The molecules of 3 formed highly emissive nanoparticles in aqueous media, which quickly and selectively marked cytoplasm of HeLa cells and posed no toxicity to the living cells. The fluorogen is thus a promising candidate mate-rial for cell imaging as a sensitive, selective and cytocompatible biosensor.

关键词： aggregation-induced emission biosensor cell imaging

Design and Demonstration of Insect Mimicking Foldable Artificial wing Using Four-Bar Linkage Systems

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Journal of Bionic Engineering 2014年第3期11卷 449-458页

作者： Quang-Tri Truong Byoma wing Argyoganendro Hoon Cheol Park Laboratory of Applied Mechanics Faculty of Applied Science HCMUT Ho Chi Minh City 740-128 Vietnam Biomimetics and Intelligent Microsystem Laboratory Konkuk University Seoul 143-701 Korea Department of Advanced Technology Fusion Konkuk University Seoul 143-701 Korea Artificial Muscle Research Center Konkuk University Seoul 143-701 Korea

In this work, we develop an artificial foldable wing that mimics the hind wing of a beetle （Allomyrina dichotoma）. In real flight, the beetle unfolds forewings and hind wings, and maintains the unfolded configuration unless it is exhausted. The artificial wing has to be able to maintain a fully unfolded configuration while flapping at a desirable flapping frequency. The artificial foldable hind wing developed in this work is based on two four-bar linkages which adapt the behaviors of the beetle＇s hind wing. The four-bar-linkages are designed to mimic rotational motion of the wing base and the vein folding/unfolding motion of the beetle＇s hind wing. The behavior of the artificial wings, which are installed in a flapping-wing system, is observed using a high-speed camera. The observation shows that the wing could maintain a fully unfolded configuration during flapping motion. A series of thrust measurements are also conducted to estimate the force generated by the flapping-wing system with foldable artificial wings. Although the artificial foldable wings give added burden to the flapping-wing system because of its weight, the thrust measurement results show that the flapping-wing system could still generate reasonable thrust.

关键词： beetle's hind wing folding/unfolding motion flapping-wing system foldable wing four-bar linkage configuration thrust measurement