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A Comprehensive Survey on Federated Learning in the Healthcare Area: Concept and Applications

Computer Modeling in Engineering & Sciences 2024年第9期140卷 2239-2274页

作者： Deepak Upreti Eunmok Yang Hyunil kim changho Seo Department of Convergence Science Kongju National UniversityChungcheongnam-doGongju-si32588South Korea Department of Information Security Cryptologyand MathematicsKookmin UniversitySeoul02707South Korea Department of Information and Communication Engineering Chosun UniversityGwangju61452South Korea Basic Science Research Institution Kongju National UniversityChungcheongnam-doGongju-si32588South Korea

Federated learning is an innovative machine learning technique that deals with centralized data storage issues while maintaining privacy and *** involves constructing machine learning models using datasets spread across several data centers,including medical facilities,clinical research facilities,Internet of Things devices,and even mobile *** main goal of federated learning is to improve robust models that benefit from the collective knowledge of these disparate datasets without centralizing sensitive information,reducing the risk of data loss,privacy breaches,or data *** application of federated learning in the healthcare industry holds significant promise due to the wealth of data generated from various sources,such as patient records,medical imaging,wearable devices,and clinical research *** research conducts a systematic evaluation and highlights essential issues for the selection and implementation of federated learning approaches in *** evaluates the effectiveness of federated learning strategies in the field of *** offers a systematic analysis of federated learning in the healthcare domain,encompassing the evaluation metrics *** addition,this study highlights the increasing interest in federated learning applications in healthcare among scholars and provides foundations for further studies.

关键词： Federated learning artificial intelligence machine learning privacy healthcare

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Appendectomy in patient with suspected COVID-19 with negative COVID-19 results: A case report

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World Journal of Clinical Cases 2020年第10期8卷 1944-1949页

作者： changho kim Jong Kun kim In Hwan Yeo Jae Young Choe Jeong Eun Lee So Jeong Kang Chan Sub Park Ki Tae Kwon Soyoon Hwang Department of Emergency Medicine School of MedicineKyungpook National UniversityDaegu 41944South Korea Department of Anesthesiology and Pain Medicine School of MedicineKyungpook National UniversityKyungpook National University HospitalDaegu 41944South Korea Department of Surgery School of MedicineKyungpook National UniversityKyungpook National University HospitalDaegu 41944South Korea Department of Internal Medicine School of MedicineKyungpook National UniversityDaeguKoreaDepartment of Infection ControlKyungpook National University Chilgok HospitalDaegu 41944South Korea

BACKGROUND Even at present,we are in the middle of the novel coronavirus disease 2019(COVID-19)pandemic and are facing challenges in trial and ***,emergency surgery for patients with suspected COVID-19 is burdensome not only for patients but also for healthcare ***,we established a surveillance system in the emergency room and established principles for managing patients suspected of COVID-19 who require emergency *** SUMMARY A 67-year-old man was diagnosed with appendicitis in March *** wife was diagnosed with COVID-1910 d earlier,and the patient was in close contact with *** patient tested negative twice on an upper respiratory COVID-19 reverse transcription–polymerase chain reaction screening test,but chest X-ray and chest computed tomography revealed patchy ground-glass opacity in both upper lobes of the patient’s *** same emergency surgery procedure for patients with confirmed COVID-19 was applied to this patient suspected of having the disease to ensure that surgery was not delayed while waiting for the reverse transcription–polymerase chain reaction results.A few hours after surgery,the upper respiratory tract specimen taken in the emergency room was negative for COVID-19 but the lower respiratory tract specimen was found to be positive for the *** When COVID-19 is suspected,emergency surgery should be performed as for confirmed COVID-19 without delay.

关键词： COVID-19 Appendicitis Appendectomy Emergency room Infection control Case report

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Cardinality compensation method based on information-weighted consensus filter using data clustering for multi-target tracking

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Chinese Journal of Aeronautics 2019年第9期32卷 2164-2173页

作者： Sunyoung kim changho KANG Changook PARK Department of Mechanical and Aerospace Engineering Seoul National UniversitySeoul 08826Republic of Korea BK21+Transformative Training Program for Creative Mechanical and Aerospace Engineers Seoul National UniversitySeoul 08826Republic of Korea Automation and Systems Research Institute Seoul 08826Republic of Korea Institute of Advanced Aerospace Technology Seoul 08826Republic of Korea

In this paper, a cardinality compensation method based on Information-weighted Consensus Filter(ICF) using data clustering is proposed in order to accurately estimate the cardinality of the Cardinalized Probability Hypothesis Density(CPHD) filter. Although the joint propagation of the intensity and the cardinality distribution in the CPHD filter process allows for more reliable estimation of the cardinality(target number) than the PHD filter, tracking loss may occur when noise and clutter are high in the measurements in a practical situation. For that reason, the cardinality compensation process is included in the CPHD filter, which is based on information fusion step using estimated cardinality obtained from the CPHD filter and measured cardinality obtained through data clustering. Here, the ICF is used for information fusion. To verify the performance of the proposed method, simulations were carried out and it was confirmed that the tracking performance of the multi-target was improved because the cardinality was estimated more accurately as compared to the existing techniques.

关键词： Cardinality compensation Cardinalized probability hypothesis density filter Data clustering Information-weighted consensus filter Multi-target tracking

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Bird-mimetic Wing System of Flapping-wing Micro Air Vehicle with Autonomous Flight Control Capability

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Journal of Bionic Engineering 2016年第3期13卷 458-467页

作者： Sriyulianti Widhiarini Ji Hwan Park Bum Soo Yoon Kwang Joon Yoon ll-Hyun Paik Jong Heon kim Chan Yik Park Seung Moon Jun changho Nam Department of Aerospace Engineering Konkuk University Gwangjin-gu Seoul South Korea Deptartment of PGM Technology Hanwha Corp. R&D Center Daejeon South Korea Agency for Defense Development Daejeon South Korea Department of Engineering Technology Arizona State University Mesa Arizona

A micro air vehicle with a bird-mimetic up-down and twisting wing drive system was developed in this study. The Flap- ping-wing Micro Air Vehicle （FMAV）, with a 50 cm wingspan and a double-crank drive system, performed successful flights of up to 23 min. The performance and capabilities of the FMAV were enhanced by adapting a number of unique features, such as a bird-mimetic wing shape with a span-wise camber and an up-down and twisting wing drive mechanism with double-crank linkages, This lift-enhancing design by mimicking the flapping mechanism of a bird＇s wing enabled the 210 g FMAV to fly autonomously in an outdoor field under wind speeds of less than 5 m.s-1. Autonomous flight was enabled by installing a flight control computer with a micro-electro-mechanical gyroscope and accelerometers, along with a micro video camera and an ultralight wireless communication system inside the fuselage. A comprehensive wind tunnel test shows that the FMAV with a high-camber wing and double-crank mechanism generates more lift and less net thrust than the FMAV with a flat wing and single-crank mechanism, which confirms the improved performance of the developed FMAV, as well as the superior slow flying or hovering capabilities of the FMAV with a high-camber wing and double-crank wing drive system.

关键词： flapping-wing MAV autonomous flight biomimetic wing double crank wing

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关于曲线的L(2,l)-标注(英文)

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长春理工大学学报（自然科学版） 2005年第1期28卷 120-124页

作者：徐昌浩金锡佑公主市国立大学应用数学系韩国韩世大学信息处

假设曲线G=(V,E),G的L(2,1)-标注是方程式f:V(G)→[0,∞],那么如果(x,y)∈E,则|f(x)-f(y)|≥2,如果dG(x,y)=2,则|f(x)-f(y)|≥1,此处的dG(x,y)是G曲线中x和y之间最短的距离。L(2,1)-标注数字λ(G)是最小数字m,那么G则有最大{f(v)|v∈V}=m的L(2,1)-标注f。格里戈斯和叶[6]及山凯[2]曾通过各种曲线对这个问题进行过研究。本文中我们提高了弦曲线λ(G)的已知上界并提供了曲线λ(G)的第一个上界。

关键词：弦曲线置换曲线

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