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Selective and Adaptive Incremental Transfer Learning with Multiple Datasets for Machine Fault Diagnosis

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Computers, Materials & Continua 2024年第1期78卷 1363-1379页

作者： Kwok Tai chui Brij B.Gupta Varsha Arya Miguel Torres-Ruiz School of Science and Technology Hong Kong Metropolitan UniversityHong Kong999077China Department of Computer Science and Information Engineering Asia UniversityTaichung41354Taiwan Center for Advanced Information Technology Kyung Hee UniversitySeoul02447Korea Symbiosis Centre for Information Technology Symbiosis International UniversityPuneMaharashtra411042India Department of Electrical and Computer Engineering Lebanese American UniversityBeirut1102Lebanon School of Computing Skyline University CollegeSharjah1797United Arab Emirates Department of Business Administration Asia UniversityTaichung41354Taiwan Center for Interdisciplinary Research University of Petroleum and Energy StudiesDehradun248007India Department of Computer Science&Engineering Chandigarh UniversityChandigarh160036India Centro de Investigación en Computación Instituto Politécnico NacionalUPALM-ZacatencoMexico City07320Mexico

The visions of Industry 4.0 and 5.0 have reinforced the industrial *** have also made artificial intelligence incorporated as a major *** machine faults has become a solid foundation for automatically recognizing machine failure,and thus timely maintenance can ensure safe *** learning is a promising solution that can enhance the machine fault diagnosis model by borrowing pre-trained knowledge from the source model and applying it to the target model,which typically involves two *** response to the availability of multiple datasets,this paper proposes using selective and adaptive incremental transfer learning(SA-ITL),which fuses three algorithms,namely,the hybrid selective algorithm,the transferability enhancement algorithm,and the incremental transfer learning *** is a selective algorithm that enables selecting and ordering appropriate datasets for transfer learning and selecting useful knowledge to avoid negative *** algorithm also adaptively adjusts the portion of training data to balance the learning rate and training *** proposed algorithm is evaluated and analyzed using ten benchmark *** with other algorithms from existing works,SA-ITL improves the accuracy of all *** studies present the accuracy enhancements of the SA-ITL,including the hybrid selective algorithm(1.22%-3.82%),transferability enhancement algorithm(1.91%-4.15%),and incremental transfer learning algorithm(0.605%-2.68%).These also show the benefits of enhancing the target model with heterogeneous image datasets that widen the range of domain selection between source and target domains.

关键词： Deep learning incremental learning machine fault diagnosis negative transfer transfer learning

Preparation of maximally-entangled states with multiple cat-state qutrits in circuit QED

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Frontiers of physics 2024年第3期19卷 239-251页

作者： chui-Ping Yang Jia-Heng Ni Liang Bin Yu Zhang Yang Yu Qi-Ping Su Department of Physics Hangzhou Normal UniversityHangzhou 311121China School of Physics Nanjing UniversityNanjing 210093China Institute for Quantum Science and Technology University of CalgaryAlberta T2N 1N4Canada

In recent years,cat-state encoding and high-dimensional entanglement have attracted much ***,previous works are limited to generation of entangled states of cat-state qubits(two-dimensional entanglement with cat-state encoding),while how to prepare entangled states of cat-state qutrits or qudits(high-dimensional entanglement with cat-state encoding)has not been *** here propose to generate a maximally-entangled state of multiple cat-state qutrits(three-dimensional entanglement by cat-state encoding)in circuit *** entangled state is prepared with multiple microwave cavities coupled to a superconducting flux ququart(a four-level quantum system).This proposal operates essentially by the cavity-qutrit dispersive *** circuit hardware resource is minimized because only a coupler ququart is *** higher intermediate level of the ququart is occupied only for a short time,thereby decoherence from this level is greatly suppressed during the state ***,the state preparation time does not depend on the number of the qutrits,thus it does not increase with the number of the *** an example,our numerical simulations demonstrate that,with the present circuit QED technology,the high-fidelity preparation is feasible for a maximally-entangled state of two cat-state ***,we numerically analyze the effect of the inter-cavity crosstalk on the scalability of this *** proposal is universal and can be extended to accomplish the same task with multiple microwave or optical cavities coupled to a natural or artificial four-level atom.

关键词： maximally-entangled states cat state qutrit circuit QED

Effects of SARS-CoV-2 infection on incidence and treatment strategies of hepatocellular carcinoma in people with chronic liver disease

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World Journal of Hepatology 2024年第2期16卷 211-228页

作者： Lung-Yi Mak Matthew Shing hin chung Xue Li Francisco Tsz Tsun Lai Eric Yuk Fai Wan Celine Sze Ling chui Franco Wing Tak Cheng Esther Wai Yin Chan Ching Lung Cheung Ivan Chi Ho Au Xi Xiong Wai-Kay Seto Man-Fung Yuen Carlos King Ho Wong Ian Chi Kei Wong Department of Medicine The University of Hong KongHong KongChina State Key Laboratory of Liver Research The University of Hong KongHong KongChina Department of Pharmacology and Pharmacy The University of Hong KongHong KongChina Laboratory of Data Discovery for Health(D24H) Hong Kong Science and Technology ParkHong KongChina Department of Family Medicine and Primary Care The University of Hong KongHong KongChina School of Nursing The University of Hong KongHong KongChina School of Public Health The University of Hong KongHong KongChina Research Department of Practice and Policy University College LondonLondon WC1E 6BTUnited Kingdom Aston School of Pharmacy Aston UniversityBirmingham B47ETUnited Kingdom

BACKGROUND Chronic liver disease(CLD)was associated with adverse clinical outcomes among people with severe acute respiratory syndrome coronavirus 2(SARS-CoV-2)*** To determine the effects of SARS-CoV-2 infection on the incidence and treatment strategy of hepatocellular carcinoma(HCC)among patients with *** A retrospective,territory-wide cohort of CLD patients was identified from an electronic health database in Hong *** with confirmed SARS-CoV-2 infection[coronavirus disease 2019(COVID-19)+CLD]between January 1,2020 and October 25,2022 were identified and matched 1:1 by propensity-score with those without(COVID-19-CLD).Each patient was followed up until death,outcome event,or November 15,*** outcome was incidence of *** outcomes included all-cause mortality,adverse hepatic outcomes,and different treatment strategies to HCC(curative,non-curative treatment,and palliative care).Analyses were further stratified by acute(within 20 d)and post-acute(21 d or beyond)phases of SARS-CoV-2 *** rate ratios(IRRs)were estimated by Poisson regression *** Of 193589 CLD patients(>95%non-cirrhotic)in the cohort,55163 patients with COVID-19+CLD and 55163 patients with COVID-19-CLD were included after 1:1 propensity-score *** 249-d median follow-up,COVID-19+CLD was not associated with increased risk of incident HCC(IRR:1.19,95%CI:0.99-1.42,P=0.06),but higher risks of receiving palliative care for HCC(IRR:1.60,95%CI:1.46-1.75,P<0.001),compared to *** both acute and post-acute phases of infection,COVID-19+CLD were associated with increased risks of allcause mortality(acute:IRR:7.06,95%CI:5.78-8.63,P<0.001;post-acute:IRR:1.24,95%CI:1.14-1.36,P<0.001)and adverse hepatic outcomes(acute:IRR:1.98,95%CI:1.79-2.18,P<0.001;post-acute:IRR:1.24,95%CI:1.13-1.35,P<0.001),compared to *** Although CLD patients with SARS-CoV-2 infection were not associated with increased risk of HCC,they

关键词： SARS-CoV-2 infection Chronic liver disease Long COVID Post-COVID-19 syndrome Cirrhosis Hepatocellular carcinoma

LSTM Based Neural Network Model for Anomaly Event Detection in Care-Independent Smart Homes

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Computer Modeling in Engineering & Sciences 2024年第9期140卷 2689-2706页

作者： Brij B.Gupta Akshat Gaurav Razaz Waheeb Attar Varsha Arya Ahmed Alhomoud Kwok Tai chui Department of Computer Science and Information Engineering Asia UniversityTaichung413Taiwan Symbiosis Centre for Information Technology(SCIT) Symbiosis International UniversityPune411057India Center for Interdisciplinary Research University of Petroleum and Energy Studies(UPES)Dehradun248007India Computer Engineering Ronin InstituteMontclairNJ 07043USA Management Department College of Business AdministrationPrincess Nourah bint Abdulrahman UniversityP.O.Box 84428Riyadh11671Saudi Arabia Department of Business Administration Asia UniversityTaichung413Taiwan Department of Electrical and Computer Engineering Lebanese American UniversityBeirut1102Lebanon Department of Computer Sciences Faculty of Computing and Information TechnologyNorthern Border UniversityRafha91911Saudi Arabia School of Science and Technology Hong Kong Metropolitan University(HKMU)Hong Kong

This study introduces a long-short-term memory(LSTM)-based neural network model developed for detecting anomaly events in care-independent smart homes,focusing on the critical application of elderly fall *** balances the dataset using the Synthetic Minority Over-sampling Technique(SMOTE),effectively neutralizing bias to address the challenge of unbalanced datasets prevalent in time-series classification *** proposed LSTM model is trained on the enriched dataset,capturing the temporal dependencies essential for anomaly *** model demonstrated a significant improvement in anomaly detection,with an accuracy of 84%.The results,detailed in the comprehensive classification and confusion matrices,showed the model’s proficiency in distinguishing between normal activities and *** study contributes to the advancement of smart home safety,presenting a robust framework for real-time anomaly monitoring.

关键词： LSTM neural networks anomaly detection smart home health-care elderly fall prevention

Blood glucose-lowering activity of protocatechuic acid is mediated by inhibiting a-glucosidase

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Food Science and Human Wellness 2024年第3期13卷 1212-1219页

作者： Huafang Ding Shouhe Huang chui Yiu Chook Erika Kwek Chi Yan Kaying Ma Jianhui Liu Hanyue Zhu Zhenyu Chen Food&Nutritional Sciences Programme School of Life SciencesThe Chinese University of Hong KongHong Kong 999077China

α-Glucosidase inhibitors are effective in controlling postprandial hyperglycemia,which play crucial roles in the management of type 2 *** acid(PCA)is one of phenolic acids existing not only in various plant foods but also as a major microbial metabolite of dietary anthocyanins in the large *** present study investigated the inhibitory mechanism of PCA on a-glucosidase in vitro and examined its effect on postprandial blood glucose levels in *** from in vitro experiments demonstrated that PCA was a mix-type inhibitor of *** by hydrogen bonds and van der Waals interactions,PCA reversibly bound withα-glucosidase to form a stable a-glucosidase-PCA complex in a spontaneous *** computational simulation found that PCA could insert into the active cavity of a-glucosidase and establish hydrogen bonds with catalytic amino acid *** binding aroused the steric hindrance for substrates to enter active sites and caused the structural changes of interacted catalytic amino acid *** also exhibited postprandial hypoglycemic capacity in diabetic *** study may provide the theoretical basis for the application of PCA as an active ingredient of functional foods in dietary management of diabetes.

关键词： Protocatechuic acid α-Glucosidase Postprandial hyperglycemia Inhibition mechanism

Dipyridyl Azo Compound 4,4'-Azopyridine as a Potential Coating Material for Toilet Sanitizer

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Chemical Research in Chinese Universities 2023年第6期39卷 864-869页

作者： WANG Qiwei JIANG Lu LAM Pik-Ling chui chung-hin WONG Wai-Yeung Antibiotics Research and Reevaluation Key Laboratory of Sichuan Province Sichuan Industrial Institute of AntibioticsChengdu UniversityChengdu 610052P.R.China Department of Applied Biology and Chemical Technology The Hong Kong Polytechnic UniversityHung HomHong KongP.R.China Research and Development Division One Health International LimitedHong KongP.R.China

Good toilet hygiene can reduce the risk of pathogenic *** flushing,pathogenic bacteria can be spread by the water droplets,especially in the toilet *** coli(***)is one of the frequently occurring Gram-negative bacterial pathogens found in the toilet *** this study,we investigated the potential *** activity of some azobenzene *** them,compound 2,with the heterocyclic nitrogen in both phenyl rings,showed the strongest antibacterial effect on ***,with the minimum inhibitory concentration of 80μg/mL and the minimum bactericidal concentration of 320μg/*** 2 displayed a comparative zone of clearance[(14.50±2.29)mm]to that of ampicillin[(13.17±1.76)mm].The reactive oxygen species(ROS)assay suggested that compound 2 might induce the loss of bacteria via the oxidative stress by eliciting the generation of intracellular *** further examined the potential cytotoxicity of compound 2 to the human skin HaCaT *** 2-treated skin cells showed a good maintenance of cellular morphology and a clear definition of cell nuclei,with a satisfactory cell viability(ca.90%)at 80μg/***,compound 2 would be a possible antibacterial coating agent for the surface sanitizer of the toilet seats to inhibit the growth of ***.

关键词： Antibacterial Azobenzene Escherichia coli Skin cytotoxicity Toilet seat

Vonoprazan 10 mg or 20 mg *** 15 mg as maintenance therapy in Asian patients with healed erosive esophagitis:A randomized controlled trial

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Chinese Medical Journal 2024年第8期137卷 962-971页

作者： Yinglian Xiao Jiaming Qian Shutian Zhang Ning Dai Hoon Jai Chun Chengtang Chiu chui Fung Chong Nobuo Funao Yuuichi Sakurai Jessica D.Eisner Li Xie Minhu Chen Department of Gastroenterology The First Affiliated HospitalSun Yat-sen UniversityGuangzhouGuangdong 510062China Department of Gastroenterology Peking Union Medical College HospitalPeking Union Medical CollegeChinese Academy of Medical SciencesBeijing 100006China Department of Gastroenterology Beijing Friendship HospitalCapital Medical UniversityBeijing 100050China Department of Gastroenterology Sir Run Run Shaw HospitalSchool of Medicine Zhejiang UniversityHangzhouZhejiang 310020China Department of Internal Medicine Korea University Anam HospitalKorea University College of Medicine73 Goryeodae-roSeongbuk-guSeoul 02841Republic of Korea Department of Gastroenterology&Hepatology Linkou Medical CenterChang Gung Memorial HospitalTaoyuanTaiwan 33353China College of Medicine Chang Gung UniversityTaoyuanTaiwan 33353China Takeda Development Center Asia Singapore 018981Singapore Takeda Pharmaceutical Company Chuo-kuOsaka 540-8645Japan Takeda Pharmaceuticals International Company CambridgeMA02142 USA China Medical Team Takeda ChinaBeijing 100027China Hoffmann-La Roche Basel4070 Switzerland Abbott Laboratories Lake ForestIL 60045USA

Background:Erosive esophagitis(EE)is a gastroesophageal reflux disease characterized by mucosal breaks in the *** pump inhibitors are widely used as maintenance therapy for EE,but many patients still *** this trial,we evaluated the noninferiority of vonoprazan *** as maintenance therapy in patients with healed ***:We performed a double-blind,double-dummy,multicenter,phase 3 clinical trial among non-Japanese Asian adults with endoscopically confirmed healed EE from April 2015 to February *** from China,South Korea,and Malaysia were randomized to vonoprazan 10 mg or 20 mg once daily or lansoprazole 15 mg once daily for 24 *** primary endpoint was endoscopically confirmed EE recurrence rate over 24 weeks with a noninferiority margin of 10%using a two-sided 95%confidence interval(CI).Treatment-emergent adverse events(TEAEs)were ***:Among 703 patients,EE recurrence was observed in 24/181(13.3%)and 21/171(12.3%)patients receiving vonoprazan 10 mg or 20 mg,respectively,and 47/184(25.5%)patients receiving lansoprazole(differences:-12.3%[95%CI,-20.3%to-4.3%]and-13.3%[95%CI,-21.3%to-5.3%],respectively),meeting the primary endpoint of noninferiority to lansoprazole in preventing EE recurrence at 24 *** of superiority(upper bound of 95%CI<0%)was also *** 12 weeks,endoscopically confirmed EE recurrence was observed in 5/18,2/20,and 7/20 of patients receiving vonoprazan 10 mg,vonoprazan 20 mg,and lansoprazole,*** were experienced by 66.8%(157/235),69.0%(156/226),and 65.3%(158/242)of patients receiving vonoprazan 10 mg,vonoprazan 20 mg,and lansoprazole,*** most common TEAE was upper respiratory tract infection in 12.8%(30/235)and 12.8%(29/226)patients in vonoprazan 10 mg and 20 mg groups,respectively and 8.7%(21/242)patients in lansoprazole ***:Vonoprazan maintenance therapy was well-tolerated and noninferior to lansoprazole for preventing EE recurrence i

关键词： Erosive esophagitis Lansoprazole Maintenance therapy Potassium-competitive acid blockers Vonoprazan

Photoinduced Floquet higher-order Weyl semimetal in C_(6) symmetric Dirac semimetals

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Chinese Physics B 2024年第6期33卷 109-117页

作者：许欣欣王梓名许东辉陈垂针 Institute for Advanced Study and School of Physical Science and Technology Soochow UniversitySuzhou 215006China Department of Physics and Chongqing Key Laboratory for Strongly Coupled Physics Chongqing UniversityChongqing 400044China Center of Quantum Materials and Devices Chongqing UniversityChongqing 400044China

Topological Dirac semimetals are a parent state from which other exotic topological phases of matter, such as Weyl semimetals and topological insulators, can emerge. In this study, we investigate a Dirac semimetal possessing sixfold rotational symmetry and hosting higher-order topological hinge Fermi arc states, which is irradiated by circularly polarized light. Our findings reveal that circularly polarized light splits each Dirac node into a pair of Weyl nodes due to the breaking of time-reversal symmetry, resulting in the realization of the Weyl semimetal phase. This Weyl semimetal phase exhibits rich boundary states, including two-dimensional surface Fermi arc states and hinge Fermi arc states confined to six ***, by adjusting the incident direction of the circularly polarized light, we can control the degree of tilt of the resulting Weyl cones, enabling the realization of different types of Weyl semimetals.

关键词： Dirac semimetals Weyl semimetals periodic driving higher-order topology

有机不对称催化合成(2R,3S)-瑞波西汀

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化学研究与应用 2024年第5期36卷 1163-1168页

作者：孔垂敏宣宜宁广东药科大学药学院广东广州510006

本文研究了一种有机不对称催化合成(2R,3S)-瑞波西汀的方法。以肉桂醛为起始原料,通过不对称环氧化氧化-酯化反应得到手性中间体(2S,3R)-3-苯基环氧乙烷-2-羧酸甲酯,再分别通过发生酯胺交换、醚化、环化、还原等反应得到目标产物(2R,3S)... 详细信息

本文研究了一种有机不对称催化合成(2R,3S)-瑞波西汀的方法。以肉桂醛为起始原料,通过不对称环氧化氧化-酯化反应得到手性中间体(2S,3R)-3-苯基环氧乙烷-2-羧酸甲酯,再分别通过发生酯胺交换、醚化、环化、还原等反应得到目标产物(2R,3S)-瑞波西汀。该方法原料廉价易得,反应步骤简单,总产率较高,并且产物具有优异的对映选择性。

关键词：有机催化不对称合成抗抑郁药瑞波西汀