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Prof. Peter Wiedemann,President of ICO/General Advisor of IJO,visited IJO Press and Xijing Hospital in Xi’an,China on 19th Nov. 2019
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《International Journal of Ophthalmology(English edition)》 SCIE CAS 2020年第3期362-362,共1页
Warmly welcome Prof.Peter Wiedemann(middle),President of ICO/General Advisor of IJO to visit IJO Press Prof.Peter Wiedemann gave some guidance to IJO,recognized that it is a high-quality academic journal,and expected ... Warmly welcome Prof.Peter Wiedemann(middle),President of ICO/General Advisor of IJO to visit IJO Press Prof.Peter Wiedemann gave some guidance to IJO,recognized that it is a high-quality academic journal,and expected that it will make a greater contribution to the world ophthalmology. 展开更多
关键词 Nov PETER Wiedemann PRESIDENT of ico/general ADVISOR IJO visited IJO PRESS and Xijing Hospital China on 19 ico
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Prof. Peter Wiedemann,President of ICO/General Advisor of IJO,visited IJO Press and Xijing Hospital in Xi’an,China on 19th Nov.2019
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《International Journal of Ophthalmology(English edition)》 SCIE CAS 2020年第1期F0002-F0002,共1页
关键词 China Nov.2019 Peter Wiedemann President of ico/general Advisor of IJO visited IJO Press and Xijing Hospital in Xi’an China on 19 ico
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Prof.Peter Wiedemann,President of ICO/General Advisor of IJO,visited IJO Press and Xijing Hospital in Xi’an,China on 19th Nov.2019
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《International Journal of Ophthalmology(English edition)》 SCIE CAS 2019年第12期F0002-F0002,共1页
关键词 China Nov.2019 Prof.Peter Wiedemann President of ico/general Advisor of IJO visited IJO Press and Xijing Hospital in Xi’an China on 19 ico
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Prof.Peter Wiedemann,President of ICO/General Advisor of IJO,visited IJO Press and Xijing Hospital in Xi’an,China on 19th Nov.2019
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《International Journal of Ophthalmology(English edition)》 SCIE CAS 2020年第2期196-196,共1页
Warmly welcome Prof.Peter Wiedemann(middle),President of ICO/General Advisor of IJO to visit IJO PressProf.Xiu-Wen Hu,Chief Editor of IJO,and Prof.Yan-Nian Hui,Editor-in-Chief of IJO,introduced the current situation o... Warmly welcome Prof.Peter Wiedemann(middle),President of ICO/General Advisor of IJO to visit IJO PressProf.Xiu-Wen Hu,Chief Editor of IJO,and Prof.Yan-Nian Hui,Editor-in-Chief of IJO,introduced the current situation of IJ O to Prof.Peter Wiedemann,President of ICOProf.Xiu-Wen Hu(left),Chief Editor of IJO,and Prof.Yan-Nian Hui(right),Editor-in-Chief of IJO. 展开更多
关键词 Nov.2019 China ico
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融合多源异构数据的ICO欺诈预测与可解释分析模型 被引量:3
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作者 卢加荣 廖彬 +1 位作者 刘怡 陈海龙 《计算机应用研究》 北大核心 2025年第2期357-364,共8页
为了解决首次代币发行(ICO)欺诈检测研究中存在的特征建模单一、模型缺乏可解释性等问题,提出一种融合多源异构数据的ICO欺诈预测和可解释分析模型IICOFP。首先,融合ICO项目基本信息、评级分数、社交媒体等多源异构数据,通过Lasso特征... 为了解决首次代币发行(ICO)欺诈检测研究中存在的特征建模单一、模型缺乏可解释性等问题,提出一种融合多源异构数据的ICO欺诈预测和可解释分析模型IICOFP。首先,融合ICO项目基本信息、评级分数、社交媒体等多源异构数据,通过Lasso特征选择和Tomek-Link欠采样更有效地实现对ICO的特征建模;其次,基于GBDT算法训练ICO欺诈预测模型,并引入SHAP框架从多个角度分析欺诈型ICO的影响因素,有力增强模型的可解释性。实验结果表明,该模型的准确率、精确率、召回率、F 1分数和AUC值分别达到87.76%、85.37%、90.52%、87.87%和87.82%,各项性能比已有的最佳模型提高了约2%~10%,验证了融合多源异构数据进行特征建模在ICO欺诈预测中的关键作用(实验数据及代码:https://github.com/Lujiarong1203/IICOFP)。 展开更多
关键词 首次代币发行(ico) 欺诈预测 GBDT模型 SHAP框架 可解释性
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慢性自发性荨麻疹患者外周血淋巴细胞ICOS/ICOSL表达及与免疫细胞的相关性研究 被引量:2
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作者 胡颖 邓丽钧 +1 位作者 陈佳璐 焦晴晴 《中国麻风皮肤病杂志》 2025年第5期330-336,共7页
目的:明确慢性自发性荨麻疹(chronic spontaneous urticaria,CSU)患者外周血中Th1和Treg细胞的表达情况,观察诱导性共刺激分子(ICOS)及其配体(ICOSL)信号与外周血T/B细胞之间的关系。方法:采用流式细胞术分析外周血Th1、Treg细胞及其表... 目的:明确慢性自发性荨麻疹(chronic spontaneous urticaria,CSU)患者外周血中Th1和Treg细胞的表达情况,观察诱导性共刺激分子(ICOS)及其配体(ICOSL)信号与外周血T/B细胞之间的关系。方法:采用流式细胞术分析外周血Th1、Treg细胞及其表面ICOS的表达情况,并对B细胞表面ICOSL进行鉴定。结果:患者ICOS+Th1细胞和ICOS+Treg细胞比例分别为(15.19±21.96)%和(60.04±31.82)%,显著高于对照组的(2.24±2.62)%和(48.72±19.13)%,差异均有统计学意义(均P<0.05)。Th1,ICOS+Th1与嗜酸性粒细胞均呈正相关(r=0.4998,0.4701,均P<0.05),ICOS+Treg细胞与中性粒细胞呈负相关(r=-0.3771,P<0.05)。此外,Th1细胞与CD19+B细胞以及ICOS+Th1与CD19+ICOSL+B细胞均呈正相关(r=0.5218,0.5616,均P<0.05),而ICOS+Treg细胞与CD19+B细胞、CD19+ICOSL+B细胞均呈负相关(r=-0.4183,-0.4519,均P<0.05)。结论:CSU患者外周血中ICOS+Th1和ICOS+Treg细胞比例显著增加,且与嗜酸性粒细胞、中性粒细胞和CD19+ICOSL+B细胞之间存在相关性,提示了ICOS/ICOSL通路在CSU免疫调节中的潜在作用。 展开更多
关键词 慢性自发性荨麻疹 TH1细胞 TREG细胞 icoS/icoSL B细胞
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The Recent letter from Professor Bruce E. Spivey, Secretary General, International Council of Ophthalmology (ICO) 被引量:1
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作者 Bruce 《国际眼科杂志》 CAS 2005年第3期432-432,共1页
Dear Professor Hu,We are all grateful for your interest and support of The World Ophthalmology Congress and the ICO. Thank you.
关键词 BruceE.Spivey 普通秘书 国际性组织会议 ico 眼科学 眼科疾病
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Congratulations on Prof. Bruce Spivey's great success, as President of ICO for 8 years, Secretary-General for 12 years
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《国际眼科杂志》 CAS 2014年第8期F0002-F0002,I0001,I0002,F0003,共4页
Bruce E,Spivey,M.D.,was President of the International Council of Ophthalmology (ICO)from 2006 to 2014 and served as ICO Secretary-General from1994 to 2006;and is general scientific advisor of International Journal of... Bruce E,Spivey,M.D.,was President of the International Council of Ophthalmology (ICO)from 2006 to 2014 and served as ICO Secretary-General from1994 to 2006;and is general scientific advisor of International Journal of Ophthalmology (IJO)from 2003 to present.Professor Spivey trained as an ophthalmologist and medical educator.He has worked extensively to enhance ophthalmic education and eye care internationally. 展开更多
关键词 ico IJO 互联网 CPMC
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A TRUST REGION ALGORITHM VIA BILEVEL LINEAR PROGRAMMING FOR SOLVING THE GENERAL MULTICOMMODITY MINIMAL COST FLOW PROBLEMS
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作者 ZhuDetong 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2004年第4期459-473,共15页
This paper proposes a nonmonotonic backtracking trust region algorithm via bilevel linear programming for solving the general multicommodity minimal cost flow problems.Using the duality theory of the linear programmin... This paper proposes a nonmonotonic backtracking trust region algorithm via bilevel linear programming for solving the general multicommodity minimal cost flow problems.Using the duality theory of the linear programming and convex theory,the generalized directional derivative of the general multicommodity minimal cost flow problems is derived.The global convergence and superlinear convergence rate of the proposed algorithm are established under some mild conditions. 展开更多
关键词 duality theory trust region method generalized directional derivative general multicommodity minimal cost flow problems.
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Seroepidemiology of Helicobacter pylori infection in general population in a northern Mexican city
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作者 Cosme Alvarado-Esquivel Agar Ramos-Nevarez +3 位作者 Sandra Margarita Cerrillo-Soto Lucio Martinez-Ramirez Carlos Alberto Guido-Arreola Fernando Arturo Munoz-Gonzalez 《Health》 2014年第1期27-32,共6页
Background: The seroepidemiology of Helicobacter pylori infection in general population in Durango City, Mexico has not been previously studied. Aims: To determine the seroprevalence of anti-H. pylori antibodies in th... Background: The seroepidemiology of Helicobacter pylori infection in general population in Durango City, Mexico has not been previously studied. Aims: To determine the seroprevalence of anti-H. pylori antibodies in the general population in Durango City, Mexico;and to determine socio-demographic, clinical, and behavioral characteristics of the general population associated with H. pylori seropositivity. Methods: The prevalence of anti-H. pylori IgG antibodies was examined in 345 individuals in Durango City, Mexico, using enzyme-linked immunoassays. Socio-demographic, clinical, and behavioral characteristics of the general population associated with H. pylori seroprevalence were also investigated. Results: In total, 231 (67%) of the 345 participants (mean age, 45.3. ± 17.5 years) had H. pylori IgG antibodies, 146 (63.2%) of whom had H. pylori IgG antibody levels higher than 100 U/mL. Both H. pylori seroprevalence and antibody levels increased significantly with age, and were similar in males and females. An increased H. pylori seroprevalence was found in subjects with low education and employed. In contrast, a low seroprevalence was found in subjects living in suburban areas. One of four subjects with gastritis symptoms had anti-H. pylori antibodies. The seroprevalence of H. pylori was significantly higher among women with abortion history than among those without such history. Multivariate analysis of behavioral variables showed that H. pylori seropositivity was negatively associated with raising farm animals (OR = 0.48;95% CI: 0.25-0.91;P = 0.02). Conclusions: In the general population studied, H. pylori seroreactivity increased significantly with age, not only in frequency but also in intensity. Residence, education, and occupation of the study population influenced the seropositivity rate of H. pylori. 展开更多
关键词 Helicobacter pylori SEROPREVALENCE general Population EPIDEMIOLOGY Mexico
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Analgesic effect and safety of dexmedetomidine-assisted intravenous-inhalation combined general anesthesia in laparoscopic minimally invasive inguinal hernia surgery 被引量:1
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作者 Qian-Xing Lou Ke-Ping Xu 《World Journal of Gastrointestinal Surgery》 2025年第3期161-170,共10页
BACKGROUND Currently,very few studies have examined the analgesic effectiveness and safety of dexmedetomidine-assisted intravenous-inhalation combined general anesthesia in laparoscopic minimally invasive surgery for ... BACKGROUND Currently,very few studies have examined the analgesic effectiveness and safety of dexmedetomidine-assisted intravenous-inhalation combined general anesthesia in laparoscopic minimally invasive surgery for inguinal hernia.AIM To investigate the analgesic effect and safety of dexmedetomidine-assisted intravenous-inhalation combined general anesthesia in laparoscopic minimally invasive surgery for inguinal hernia.METHODS In this retrospective study,94 patients scheduled for laparoscopic minimally invasive surgery for inguinal hernia,admitted to Yiwu Central Hospital between May 2022 and May 2023,were divided into a control group(inhalation combined general anesthesia)and a treatment group(dexmedetomidine-assisted intrave-nous-inhalation combined general anesthesia).Perioperative indicators,analgesic effect,preoperative and postoperative 24-hours blood pressure(BP)and heart rate(HR),stress indicators,immune function levels,and adverse reactions were com-pared between the two groups.RESULTS Baseline data,including age,hernia location,place of residence,weight,monthly income,education level,and underlying diseases,were not significantly different between the two groups,indicating comparability(P>0.05).No significant difference was found in operation time and anesthesia time between the two groups(P>0.05).However,the treatment group exhibited a shorter postoperative urinary catheter removal time and hospital stay than the control group(P<0.05).Preoperatively,no significant differences were found in the visual analog scale(VAS)scores between the two groups(P>0.05).However,at 12,18,and 24 hours postoper-atively,the treatment group had significantly lower VAS scores than the control group(P<0.05).Although no significant differences in preoperative hemodynamic indicators were found between the two groups(P>0.05),both groups experienced some extent of changes in postoperative HR,diastolic BP(DBP),and systolic BP(SBP).Nevertheless,the treatment group showed smaller changes in HR,DBP,and SBP than the control group(P<0.05).Preoperative immune function indicators showed no significant differences between the two groups(P>0.05).However,postoperatively,the treatment group demonstrated higher levels of CD3+,CD4+,and CD4+/CD8+and lower levels of CD8+than the control group(P<0.05).The rates of adverse reactions were 6.38%and 23.40%in the treatment and control groups,respectively,revealing a significant difference(χ2=5.371,P=0.020).CONCLUSION Dexmedetomidine-assisted intravenous-inhalation combined general anesthesia can promote early recovery of patients undergoing laparoscopic minimally invasive surgery for inguinal hernia.It ensures stable blood flow,improves postoperative analgesic effects,reduces postoperative pain intensity,alleviates stress response,improves immune function,facilitates anesthesia recovery,and enhances safety. 展开更多
关键词 DEXMEDETOMIDINE Intravenous-inhalation combined general anesthesia Inguinal hernia Laparoscopic minimally invasive surgery Analgesia SAFETY
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Deeply mourn the passing of Prof.Mark Tso,the General Scientific Advisor of IJO/IES,our beloved mentor
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《International Journal of Ophthalmology(English edition)》 2025年第7期F0003-F0003,共1页
The former Vice-President of the International Council of Ophthalmology(ICO).Professor of Ophthalmology Emeritus Johns Hopkins University School of Medicine,Wilmer Eye Institute,USA.The first Director of the Departmen... The former Vice-President of the International Council of Ophthalmology(ICO).Professor of Ophthalmology Emeritus Johns Hopkins University School of Medicine,Wilmer Eye Institute,USA.The first Director of the Department of Ophthalmology and Visual Sciences,The Chinese University of Hong Kong China.The first Director of the Peking University Eye Center,China. 展开更多
关键词 professor general scientific advisor MENTOR ico ijo ies former vice president ophthalmology PASSING
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Optimizing CNN Architectures for Face Liveness Detection:Performance,Efficiency,and Generalization across Datasets 被引量:1
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作者 Smita Khairnar Shilpa Gite +2 位作者 Biswajeet Pradhan Sudeep D.Thepade Abdullah Alamri 《Computer Modeling in Engineering & Sciences》 2025年第6期3677-3707,共31页
Face liveness detection is essential for securing biometric authentication systems against spoofing attacks,including printed photos,replay videos,and 3D masks.This study systematically evaluates pre-trained CNN model... Face liveness detection is essential for securing biometric authentication systems against spoofing attacks,including printed photos,replay videos,and 3D masks.This study systematically evaluates pre-trained CNN models—DenseNet201,VGG16,InceptionV3,ResNet50,VGG19,MobileNetV2,Xception,and InceptionResNetV2—leveraging transfer learning and fine-tuning to enhance liveness detection performance.The models were trained and tested on NUAA and Replay-Attack datasets,with cross-dataset generalization validated on SiW-MV2 to assess real-world adaptability.Performance was evaluated using accuracy,precision,recall,FAR,FRR,HTER,and specialized spoof detection metrics(APCER,NPCER,ACER).Fine-tuning significantly improved detection accuracy,with DenseNet201 achieving the highest performance(98.5%on NUAA,97.71%on Replay-Attack),while MobileNetV2 proved the most efficient model for real-time applications(latency:15 ms,memory usage:45 MB,energy consumption:30 mJ).A statistical significance analysis(paired t-tests,confidence intervals)validated these improvements.Cross-dataset experiments identified DenseNet201 and MobileNetV2 as the most generalizable architectures,with DenseNet201 achieving 86.4%accuracy on Replay-Attack when trained on NUAA,demonstrating robust feature extraction and adaptability.In contrast,ResNet50 showed lower generalization capabilities,struggling with dataset variability and complex spoofing attacks.These findings suggest that MobileNetV2 is well-suited for low-power applications,while DenseNet201 is ideal for high-security environments requiring superior accuracy.This research provides a framework for improving real-time face liveness detection,enhancing biometric security,and guiding future advancements in AI-driven anti-spoofing techniques. 展开更多
关键词 Face liveness detection cross-dataset generalization real-time face authentication transfer learning DenseNet201 VGG16 InceptionV3 deep learning
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ICOs conceptual unveiled:scholarly review of an entrepreneurial finance innovation
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作者 Mayank Joshipura Rim El Khoury Muneer M.Alshater 《Financial Innovation》 2025年第1期775-821,共47页
This review synthesizes 48 academic studies on Initial Coin Offerings(ICOs)from 2018 to 2023,employing bibliometric and content analyses to illuminate their complexities and innovation in entrepreneurial finance.It id... This review synthesizes 48 academic studies on Initial Coin Offerings(ICOs)from 2018 to 2023,employing bibliometric and content analyses to illuminate their complexities and innovation in entrepreneurial finance.It identifies four key themes:(1)regulatory intricacies,market transformation,and strategic implications for emerging ventures;(2)the opportunities and challenges presented,and key factors influencing the success of ICOs;(3)ICOs and entrepreneurial finance;and finally,(4)review of reviews.By examining the intersection of legal frameworks,disruptive potential,and stakeholder challenges,this interdisciplinary perspective captures the essence of ICOs and charts a course for future inquiry.It serves as a pivotal reference for researchers,practitioners,and regulators to understand the multifaceted ICO landscape and its implications for the future of finance. 展开更多
关键词 Entrepreneurial finance Initial coin offerings icoS Tokenomics ico regulations Conceptual review
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Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation
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作者 ISLAM Md Tauhidul WU Da-Wen +6 位作者 TANG Qing-Qing ZHAO Kai-Yang YIN Teng LI Yan-Fei SHANG Wen-Yi LIU Jing-Yu ZHANG Hai-Xian 《四川大学学报(自然科学版)》 北大核心 2025年第1期79-95,共17页
Retinal blood vessel segmentation is crucial for diagnosing ocular and cardiovascular diseases.Although the introduction of U-Net in 2015 by Olaf Ronneberger significantly advanced this field,yet issues like limited t... Retinal blood vessel segmentation is crucial for diagnosing ocular and cardiovascular diseases.Although the introduction of U-Net in 2015 by Olaf Ronneberger significantly advanced this field,yet issues like limited training data,imbalance data distribution,and inadequate feature extraction persist,hindering both the segmentation performance and optimal model generalization.Addressing these critical issues,the DEFFA-Unet is proposed featuring an additional encoder to process domain-invariant pre-processed inputs,thereby improving both richer feature encoding and enhanced model generalization.A feature filtering fusion module is developed to ensure the precise feature filtering and robust hybrid feature fusion.In response to the task-specific need for higher precision where false positives are very costly,traditional skip connections are replaced with the attention-guided feature reconstructing fusion module.Additionally,innovative data augmentation and balancing methods are proposed to counter data scarcity and distribution imbalance,further boosting the robustness and generalization of the model.With a comprehensive suite of evaluation metrics,extensive validations on four benchmark datasets(DRIVE,CHASEDB1,STARE,and HRF)and an SLO dataset(IOSTAR),demonstrate the proposed method’s superiority over both baseline and state-of-the-art models.Particularly the proposed method significantly outperforms the compared methods in cross-validation model generalization. 展开更多
关键词 Vessel segmentation Data balancing Data augmentation Dual encoder Attention Mechanism Model generalization
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2024 US General Election and Changes in its Party Politics
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作者 Xie Tao 《Contemporary World》 2025年第1期44-48,共5页
The US 2024 general election ended with the Republican Party winning the presidential, House and Senate elections at the same time. In the presidential election, the Republican Party not only won more popular votes in... The US 2024 general election ended with the Republican Party winning the presidential, House and Senate elections at the same time. In the presidential election, the Republican Party not only won more popular votes in over 90% counties than in the 2020 general election, but also won seven highly contested swing States with greater edges. This also marks the first time since 2004 that the Republican Party has won a relative majority of popular votes in the presidential election. 展开更多
关键词 House elections US general election presidential election general election Senate elections republican party Republican Party popular votes
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A Generalized Satellite Digital Twin System for Satellite Operations
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作者 LIN Jiawei ZHANG Yujie +1 位作者 WU Xiaoming LIU Jianhua 《Aerospace China》 2025年第1期14-23,共10页
Digital twin shows broad application prospects in the aerospace field.This paper introduces a generalized satellite digital twin system in detail.With the innovative design concepts of modularization,generalization an... Digital twin shows broad application prospects in the aerospace field.This paper introduces a generalized satellite digital twin system in detail.With the innovative design concepts of modularization,generalization and modeling,on the one hand,the system has successfully achieved the reuse of software modules among different satellite models;on the other hand,it has achieved the reuse of software modules between the digital twin and the testing system,significantly improving the development efficiency of the digital twin system.The paper elaborates on the technical architecture and application fields of this digital twin system,and further prospects its future development.At the same time,through a real inorbit case,the engineering value of the digital twin system is strongly demonstrated. 展开更多
关键词 satellite operation generalIZATION digital twin
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Exploration and Practice of General Education Courses on Cybersecurity in Higher Education Institutions
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作者 Xuejing Zhang Yueqin Li +1 位作者 Fang Yang Jingjing Wu 《Journal of Contemporary Educational Research》 2025年第11期306-310,共5页
Strengthening cybersecurity education for college students holds significant importance in achieving the strategic goal of building China into a cyber power.This article begins by discussing the significance and neces... Strengthening cybersecurity education for college students holds significant importance in achieving the strategic goal of building China into a cyber power.This article begins by discussing the significance and necessity of implementing cybersecurity education for university students.Drawing on disciplinary characteristics and student learning analysis,it presents a comprehensive construction process and countermeasures for a general cybersecurity education course,covering aspects such as teaching content development,teaching resource creation,and pedagogical approaches.The aim is to provide reference and guidance for other universities in developing general cybersecurity education courses. 展开更多
关键词 CYBERSECURITY general education Security awareness
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Stress-Induced Endogenous Cannabinoid Signaling Contributes to Fear Generalization
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作者 Yanan Yue Xia Zhang Yuan Dong 《Neuroscience Bulletin》 2025年第6期1123-1126,共4页
The phenomenon of fear memory generalization can be defined as the expansion of an individual's originally specific fear responses to a similar yet genuinely harmless stimulus or situation subsequent to the occurr... The phenomenon of fear memory generalization can be defined as the expansion of an individual's originally specific fear responses to a similar yet genuinely harmless stimulus or situation subsequent to the occurrence of a traumatic event[1].Fear generalization within the normal range represents an adaptive evolutionary mechanism to facilitate prompt reactions to potential threats and to enhance the likelihood of survival. 展开更多
关键词 STRESS adaptive mechanism originally specific fear responses fear memory generalization endogenous cannabinoid signaling fear generalization adaptive evolutionary mechanism enhance likelihood survival
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StM:a benchmark for evaluating generalization in reinforcement learning
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作者 YUAN Kaizhao ZHANG Rui +5 位作者 PAN Yansong YI Qi PENG Shaohui GUO Jiaming HE Wenkai HU Xing 《High Technology Letters》 2025年第2期118-130,共13页
The challenge of enhancing the generalization capacity of reinforcement learning(RL)agents remains a formidable obstacle.Existing RL methods,despite achieving superhuman performance on certain benchmarks,often struggl... The challenge of enhancing the generalization capacity of reinforcement learning(RL)agents remains a formidable obstacle.Existing RL methods,despite achieving superhuman performance on certain benchmarks,often struggle with this aspect.A potential reason is that the benchmarks used for training and evaluation may not adequately offer a diverse set of transferable tasks.Although recent studies have developed bench-marking environments to address this shortcoming,they typically fall short in providing tasks that both ensure a solid foundation for generalization and exhibit significant variability.To overcome these limitations,this work introduces the concept that‘objects are composed of more fundamental components’in environment design,as implemented in the proposed environment called summon the magic(StM).This environment generates tasks where objects are derived from extensible and shareable basic components,facilitating strategy reuse and enhancing generalization.Furthermore,two new metrics,adaptation sensitivity range(ASR)and parameter correlation coefficient(PCC),are proposed to better capture and evaluate the generalization process of RL agents.Experimental results show that increasing the number of basic components of the object reduces the proximal policy optimization(PPO)agent’s training-testing gap by 60.9%(in episode reward),significantly alleviating overfitting.Additionally,linear variations in other environmental factors,such as the training monster set proportion and the total number of basic components,uniformly decrease the gap by at least 32.1%.These results highlight StM’s effectiveness in benchmarking and probing the generalization capabilities of RL algorithms. 展开更多
关键词 reinforcement learning(RL) generalIZATION BENCHMARK environment
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