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Multi-Stage-Based Siamese Neural Network for Seal Image Recognition

Computer Modeling in Engineering & Sciences 2025年第1期142卷 405-423页

作者： Jianfeng Lu Xiangye Huang Caijin Li Renlin xin Shanqing Zhang Mahmoud Emam School of Computer Science and Technology Hangzhou Dianzi UniversityHangzhou310018China Shangyu Institute of Science and Engineering Hangzhou Dianzi UniversityShaoxing312300China Faculty of Artificial Intelligence Menoufia UniversityShebin El-Koom32511Egypt

Seal authentication is an important task for verifying the authenticity of stamped seals used in various domains to protect legal documents from tampering and *** seal inspection is commonly audited manually to ensure document ***,manual assessment of seal images is tedious and laborintensive due to human errors,inconsistent placement,and completeness of the *** image recognition systems are inadequate enough to identify seal types accurately,necessitating a neural network-based method for seal image ***,neural network-based classification algorithms,such as Residual Networks(ResNet)andVisualGeometryGroup with 16 layers(VGG16)yield suboptimal recognition rates on stamp ***,the fixed training data categories make handling new categories to be a challenging *** paper proposes amulti-stage seal recognition algorithmbased on Siamese network to overcome these ***,the seal image is pre-processed by applying an image rotation correction module based on Histogram of Oriented Gradients(HOG).Secondly,the similarity between input seal image pairs is measured by utilizing a similarity comparison module based on the Siamese ***,we compare the results with the pre-stored standard seal template images in the database to obtain the seal *** evaluate the performance of the proposed method,we further create a new seal image dataset that contains two subsets with 210,000 valid labeled pairs in *** proposed work has a practical significance in industries where automatic seal authentication is essential as in legal,financial,and governmental sectors,where automatic seal recognition can enhance document security and streamline validation ***,the experimental results show that the proposed multi-stage method for seal image recognition outperforms state-of-the-art methods on the two established datasets.

关键词： Seal recognition seal authentication document tampering siamese network spatial transformer network similarity comparison network

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Physical Layer Security Scheme With AoI-Awareness for Industrial IoT Based on Covert Communications

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IEEE/CAA Journal of Automatica Sinica 2025年第1期12卷 276-278页

作者： Yaping Li Zhi-xin Liu Jia-Wei Su Ya-Zhou Yuan the Key Laboratory of Industrial Computer Control Engineering of Hebei Province Yanshan University

Dear Editor,Industrial Internet of things(IIoT) is a typical application of cyberphysical system(CPS). In the IIoT, wireless communication is an inevitable trend to replace the deployment-limited wired transmission for cases with large-scale and mobile devices. However, wireless communication gives rise to critical issues related to physical security, such as malicious detections and attacks [1].

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Retrospective analysis of factors influencing the self-healing of patients with enterocutaneous fistulas receiving conservative treatment

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World Journal of Gastrointestinal Oncology 2025年第3期17卷 104-112页

作者： Zhuo-Nan Zhuang Rui Zhao Yuan-xin Li Department of Gastrointestinal Beijing Tsinghua Changgung HospitalSchool of Clinical MedicineTsinghua UniversityBeijing 102218China Department of General Surgery Qilu Hospital of Shandong UniversityJinan 250012Shandong ProvinceChina

BACKGROUND Enterocutaneous(EC)fistula incidence has been increasing in China,along with increases in the volume and complexity of *** conservative treatment strategy has been analyzed to improve the treatment outcomes for patients with EC fistulas and reduce the need for *** To analyze the clinical data of patients undergoing conservative treatment for EC fistulas and identify the factors that promote *** findings provide a reference for improving the clinical cure rate of EC fistulas with conservative *** The clinical data of 91 patients with EC fistulas who underwent conservative treatment were *** relationships between the cure rate and characteristics such as age,sex,body mass index,albumin level,primary disease,cause of the fistula,location of the fistula,number of fistulas,nature of the fistula,infection status,diagnostic methods,nutritional support methods,somatostatin therapy,growth hormone therapy,and fibrin glue therapy were *** A comparison of the basic patient characteristics between the two groups revealed statistically significant differences in primary disease(P=0.044),location of the fistula(P=0.006),number of fistulas(P=0.007),and use of adhesive sealing(χ2=12.194,P<0.001)between the uncured and cured *** use of fibrin glue was a significant factor associated with a cure for fistulas(odds ratio=5.459,95%CI:1.958-15.219,P=0.01).CONCLUSION The cure rate of patients with a single EC fistula can be effectively improved via conservative treatment combined with the use of biological fibrin glue to seal the fistula.

关键词： Enterocutaneous fistula Conservative treatment Fibrin glue Fistula sealing Cure rate

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Current status of drug therapy for chronic hepatitis B

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World Journal of Gastroenterology 2025年第2期31卷 1-12页

作者： Chuang Jiang Zhi-Hong Zhang Jia-xin Li Division of Liver Surgery Department of General Surgery and Laboratory of Liver Surgeryand State Key Laboratory of Biotherapy and Collaborative Innovation Center of BiotherapyWest China HospitalSichuan UniversityChengdu 610041Sichuan ProvinceChina Department of General Surgery Dafang County People's HospitalBijie 551600Guizhou ProvinceChina

In this editorial,we comment on the article by Meng et *** hepatitis B(CHB)is a significant global health problem,particularly in developing *** B virus(HBV)infection is one of the most important risk factors for cirrhosis and hepatocellular *** and treatment of HBV are key measures to reduce *** present,drug therapy can effectively control virus replication and slow disease progression,but completely eliminating the virus remains a ***-HBV treatment is a long-term process,and there are many kinds of antiviral drugs with different mechanisms of action,it is essential to evaluate the safety and efficacy of these drugs to reduce side effects and improve patients’*** will summarize the current status of CHB drug treatment,hoping to provide a reference for the selection of clinical antiviral drugs.

关键词： Chronic hepatitis B Hepatitis B virus Anti virus Drug treatment Therapy

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Associations between Rejective Parenting Style and Academic Anxiety among Chinese High School Students:The Chain Mediation Effect of Self-Concept and Positive Coping Style

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International Journal of Mental Health Promotion 2025年第1期27卷 1-17页

作者： Dexian Li Wencan Li xin Lin xingchen Zhu School of Education Liaoning Normal UniversityDalian116029China Faculty of Education East China Normal UniversityShanghai200062China Faculty of Education University of MacaoMacao100084China College of Psychology Liaoning Normal UniversityDalian116029China

Background:The phenomenon of academic anxiety has been demonstrated to exert a considerable influence on students’academic engagement,leading to the emergence of a phenomenon known as“learned helplessness”and undermining the selfconfidence and motivation of high school *** acceptance-rejection theory,this study elucidated how a rejective parenting style affects Chinese high school students’academic anxiety and explored the urban-rural heterogeneity of this ***:Data were analyzed using a stratified whole-cluster random sampling *** are a total of 30,000 high school students in the three regions of northern and central China(from Shanxi,Hebei and Henan).A sample of 2286 high school students aged 14–19 years was ultimately selected from 2760 respondents for this investigation,which was conducted at the beginning of the 2023 school *** correlation,ordinary least squares(OLS)regression analysis,path analysis,and Fisher’s permutation test(FPT)were used to examine the effects of rejective parenting style on high school students’academic ***:Results indicated a significant positive predictive effect between rejective parenting style and academic anxiety among high school students(β=0.815,t=116.211,p<0.001).Students’self-concept was significantly positively related to positive coping style(β=0.424,t=21.208,p<0.001)and chain-mediated this ***,this parenting style may indirectly mitigate academic anxiety through these *** study also found that the effect of rejective parenting style on academic anxiety varied by students’residential background and was more pronounced in urban areas(0.226)than in rural areas(0.130).Conclusion:The research underscores the imperative for Chinese families to reexamine their utilization of rejection parenting and to prioritize the cultivation of students’intrinsic *** findings offer a theoretical framework and practical evidence for policymakers and

关键词： Rejective parenting style academic anxiety self-concept positive coping style chain mediating effects residence heterogeneity Chinese high school students

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Influence of laser shock peening on microstructure and high-temperature oxidation resistance of Ti45Al8Nb alloy fabricated via laser melting deposition

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Transactions of Nonferrous Metals Society of China 2025年第1期35卷 157-168页

作者： Lu-lu JIANG Liang LAN Cheng-yan BAI Ru-yi xin Shuang GAO Hao-yu WANG Bo HE Chao-yue CHEN Guo-xin LU Research Center of High-Temperature Alloy Precision Forming School of Materials Science and EngineeringShanghai University of Engineering ScienceShanghai 201620China State Key Laboratory of Advanced Special Steels School of Materials Science and EngineeringShanghai UniversityShanghai 200444China School of Materials Science and Engineering Shandong UniversityJinan 250061China

Laser shock peening(LSP)was used to enhance the high-temperature oxidation resistance of laser melting deposited Ti45Al8Nb *** microstructure and high-temperature oxidation behavior of the as-deposited Ti45Al8Nb alloy before and after LSP were investigated by scanning electron microscopy,X-ray diffraction,and electron backscatter *** results indicated that the rate of mass gain in the as-deposited sample after LSP exhibited a decrease when exposed to an oxidation temperature of 900℃,implying that LSP-treated samples exhibited superior oxidation resistance at high temperatures.A gradient structure with a fine-grain layer,a deformed-grain layer,and a coarse-grain layer was formed in the LSP-treated sample,which facilitated the diffusion of the Al atom during oxidation,leading to the formation of a dense Al_(2)O_(3)layer on the *** mechanism of improvement in the oxidation resistance of the as-deposited Ti45Al8Nb alloy via LSP was discussed.

关键词： TiAl alloy laser melting deposition laser shock peening additive manufacturing oxidation resistance

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Tailoring BaCe0.7Zr0.1(Dy0.1|Yb0.1)0.2O3-δ electrolyte through strategic Cu doping for low temperature proton conducting fuel cells:Envisioned theoretically and experimentally

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Journal of Energy Chemistry 2025年第2期101卷 692-701页

作者： Zaheer Ud Din Babar Muhammad Bilal Hanif Yan'an Li Wan-Ting Wang Hanchen Tian Cheng-xin Li State Key Laboratory for Mechanical Behavior of Materials School of Materials Science and Engineering Xi'an Jiaotong University Department of Inorganic Chemistry Faculty of Natural Sciences Comenius University Bratislava

This study addresses the challenge of high sintering temperatures in proton-conducting fuel cells（PCFCs）with BaCeO3-doped *** demonstrate that 1 mol% copper（Cu） doping at the B-site of BaCe0.7Zr0.1(Dy0.1|Yb0.1)0.2O3-δ（BCZDYb） improves sintering behavior,enabling densification at1400℃.However,Cu doping disrupts stoichiometry,creating barium vacancies and reducing protonaccepting cations,affecting overall *** mechanism is confirmed through density functional theory（DFT） calculations and various experimental techniques,including crystal structure analysis using X-ray diffraction（XRD） and morphology and elemental analysis via field emission scanning electron microscopy（FESEM） and energy-dispersive X-ray spectroscopy（EDS）.Electrochemical measurements are performed using the electrochemical impedance spectroscopy（EIS）.The ionic conductivity of1 mol% Cu-doped BCZDYb（BCZDYb-1） is 1.49×10-2S cm-1at 650℃,which is～3.58 times higher than that of BCZDYb sintered at 1200℃.The BCZDYb-1 exhibits ～16 times higher grain boundary conductivity when sintered at 1400℃,compared to undoped *** single cell employing BCZDYb-1 as the electrolyte achieved a power density of ～606 mW cm-2at 550℃.These results indicate that a controlled amount of Cu doping can enhance densification while maintaining high ionic co nductivity,making it suitable for practical applications in PCFCs operating at lower temperatures.

关键词： BaCe0.7Zr0.1(Dy0.1|Yb0.1)0.2O3−δ (BCZDYb) Cu-doping Densification Electrical conductivity Proton conducting fuel cells (PCFCs) Sintering

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Research Progress of Chinese Medicine Monomers in Treatment of Cholangiocarcinoma

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Chinese Journal of Integrative Medicine 2025年第2期31卷 170-182页

作者： WANG Xiang WANG Xiao-qing LUO Kai BAI He QU Jia-lin ZHANG Gui-xin Department of General Surgery the Second Hospital of Dalian Medical UniversityDalianLiaoning Province(116027)China Clinical Laboratory of Integrative Medicine First Affiliated Hospital of Dalian Medical UniversityDalianLiaoning Province(116021)China Hepatobiliary Surgery Department Shandong Provincial Third HospittalShandong UniversityJinan(250031)China Institute(College)of Integrative Medicine Dalian Medical UniversityDalianLiaoning Province(116044)China

Cholangiocarcinoma(CCA)is a malignant tumor originating from ***,it remains unclear about the pathogenesis of this carcinoma,which may be related to multiple ***,CCA is mainly treated by surgery,chemotherapy,and *** them,surgery is the only potentially curative option for ***,the high malignancy and asymptomatic nature of CCA may lead to poor treatment *** has been demonstrated that Chinese medicine(CM)plays a significant role in various antitumor ***,CM exhibits fewer side effects and high ***,the in vitro application of CM monomers has been explored in many domestic and foreign *** article mainly reviews the signaling pathways and molecular mechanisms of CM monomers in the treatment of CCA in recent *** findings are expected to provide new insights into the treatment of CCA.

关键词： cholangiocarcinoma Chinese medicine monomers antitumor signaling pathways molecular mechanisms review

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Metal-organic frameworks with dinuclear metal centers for synergistically boosting CO_(2) photoreduction

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Science China Chemistry 2025年第1期68卷 201-208页

作者： Hui-Feng Wang Wen-Jie Shi Yu-xin Yang Bao-Xia Dong Tong-Bu Lu Di-Chang Zhong School of Chemistry and Chemical Engineering Yangzhou UniversityYangzhou 225002China Institute for New Energy Materials and Low Carbon Technologies School of Materials Science and EngineeringTianjin University of TechnologyTianjin 300384China

Dinuclear metal synergistic catalysis(DMSC)has been proved powerful in boosting CO_(2)reduction,while this has not been achieved in heterogeneous catalysts with long-range order *** this study,we,by introduction of metal catalytic centers into an indium-based metal-organic framework(MOF),obtained a series of isostructural In-MOFs,including three MOFs with mononuclear metal catalytic center(M-In),three MOFs with dinuclear homometallic catalytic centers(MM-In),and three MOFs with dinuclear heterometallic catalytic centers(MM’-In,M/M’=Co(II),Ni(II),Zn(II)).It was found that all these MOFs can serve as catalysts for photochemical CO_(2)reduction to *** with M-In,the catalytic activities of MM-In were obviously enhanced,and that of MM’-In was further significantly *** example,the CO yield of Co Zn-In reaches a record value of 12,700μmol g^(-1)h^(-1),which is 4.0,8.1,9.4,and 18.6-fold higher than that of Co Co-In,Zn Zn-In,Co-In,and Zn-In,***,the catalytic activities of Co Ni-In and Ni Zn-In also show different fold increase than those of corresponding dinuclear homometallic and mononuclear metallic *** results of control experiments and theoretical calculation reveal that the higher catalytic activities of MM-In over M-In can be ascribed to the DMSC effect,and the higher catalytic activity of MM’-In over MM-In can be ascribed to the strengthened DMSC *** work reveals the relationship between DMSC effect and bimetal centers in CO_(2)reduction,which provides new insights into the DMSC and paves a new way to design highly active catalysts for photochemical CO_(2)reduction.

关键词： metal-organic frameworks dinuclear metal centers synergistic catalysis CO_(2)reduction photocatalysis

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Development and application of an intelligent thermal state monitoring system for sintering machine tails based on CNN-LSTM hybrid neural networks

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Journal of Iron and Steel Research International 2025年第1期32卷 52-63页

作者： Da-lin Xiong xin-yu Zhang Zheng-wei Yu Xue-feng Zhang Hong-ming Long Liang-jun Chen Anhui Province Key Laboratory of Metallurgical Engineering&Resources Recycling Anhui University of TechnologyMa’anshan243002AnhuiChina School of Metallurgical Engineering Anhui University of TechnologyMa’anshan243032AnhuiChina School of Computer Science Anhui University of TechnologyMa’anshan243032AnhuiChina

Real-time prediction and precise control of sinter quality are pivotal for energy saving,cost reduction,quality improvement and efficiency enhancement in the ironmaking *** advance,the accuracy and comprehensiveness of sinter quality prediction,an intelligent flare monitoring system for sintering machine tails that combines hybrid neural networks integrating convolutional neural network with long short-term memory(CNN-LSTM)networks was *** system utilized a high-temperature thermal imager for image acquisition at the sintering machine tail and employed a zone-triggered method to accurately capture dynamic feature images under challenging conditions of high-temperature,high dust,and *** feature images were then segmented through a triple-iteration multi-thresholding approach based on the maximum between-class variance method to minimize detail loss during the segmentation *** the advantages of CNN and LSTM networks in capturing temporal and spatial information,a comprehensive model for sinter quality prediction was constructed,with inputs including the proportion of combustion layer,porosity rate,temperature distribution,and image features obtained from the convolutional neural network,and outputs comprising quality indicators such as underburning index,uniformity index,and FeO content of the *** accuracy is notably increased,achieving a 95.8%hit rate within an error margin of±*** the system is applied,the average qualified rate of FeO content increases from 87.24%to 89.99%,representing an improvement of 2.75%.The average monthly solid fuel consumption is reduced from 49.75 to 46.44 kg/t,leading to a 6.65%reduction and underscoring significant energy saving and cost reduction effects.

关键词： Sinter quality Convolutional neural network Long short-term memory Image segmentation FeO prediction

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