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Anomaly Detection Based on Discrete Wavelet Transformation for Insider Threat Classification

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Computer Systems Science & Engineering 2023年第7期46卷 153-164页

作者： Dong-Wook Kim gun-yoon shin Myung-Mook Han Department of Computer Engineering Gachon UniversitySeongnam-si13120Korea Department of AI Software Gachon UniversitySeongnam-si13120Korea

Unlike external attacks,insider threats arise from legitimate users who belong to the *** individuals may be a potential threat for hostile behavior depending on their *** insider detection,many intrusion detection systems learn and prevent known scenarios,but because malicious behavior has similar patterns to normal behavior,in reality,these systems can be ***,because insider threats share a feature space similar to normal behavior,identifying them by detecting anomalies has *** study proposes an improved anomaly detection methodology for insider threats that occur in cybersecurity in which a discrete wavelet transformation technique is applied to classify normal *** *** discrete wavelet transformation technique easily discovers new patterns or decomposes synthesized data,making it possible to distinguish between shared *** verify the efficacy of the proposed methodology,experiments were conducted in which normal users and malicious users were classified based on insider threat scenarios provided in Carnegie Mellon University’s Computer Emergency Response Team(CERT)*** experimental results indicate that the proposed methodology with discrete wavelet transformation reduced the false-positive rate by 82%to 98%compared to the case with no wavelet ***,the proposed methodology has high potential for application to similar feature spaces.

关键词： Anomaly detection cybersecurity discrete wavelet transformation insider threat classification

Unknown Attack Detection:Combining Relabeling and Hybrid Intrusion Detection

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Computers, Materials & Continua 2021年第9期68卷 3289-3303页

作者： gun-yoon shin Dong-Wook Kim Sang-Soo Kim Myung-Mook Han Department of Computer Engineering Gachon UniversitySungnam-si13120Korea Agency for Defense Development Songpa Seoul05661Korea Department of Software Gachon UniversitySungnam-si13120Korea

Detection of unknown attacks like a zero-day attack is a research field that has long been ***,advances in Machine Learning(ML)and Artificial Intelligence(AI)have led to the emergence of many kinds of attack-generation tools developed using these technologies to evade detection *** detection and misuse detection are the most commonly used techniques for detecting intrusion by unknown *** anomaly detection is adequate for detecting unknown attacks,its disadvantage is the possibility of high false *** detection has low false alarms;its limitation is that it can detect only known *** overcome such limitations,many researchers have proposed a hybrid intrusion detection that integrates these two detection *** method can overcome the limitations of conventional methods and works better in detecting unknown ***,this method does not accurately classify attacks like similar to normal or known ***,we proposed a hybrid intrusion detection to detect unknown attacks similar to normal and known *** anomaly detection,the model was designed to perform normal detection using Fuzzy c-means(FCM)and identify attacks hidden in normal predicted data using *** misuse detection,the model was designed to detect previously known attacks using Classification and Regression Trees(CART)and apply Isolation Forest(iForest)to classify unknown attacks hidden in known *** an experiment result,the application of relabeling improved attack detection accuracy in anomaly detection by approximately 11%and enhanced the performance of unknown attack detection in misuse detection by approximately 10%.

关键词： Unknown attack hybrid intrusion detection fuzzy c-means relabeling CART iForest

Miniaturized multicolor fluorescence imaging system integrated with a PDMS light-guide plate for biomedical investigation

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npj Flexible Electronics 2023年第1期7卷 494-503页

作者： Hyogeun shin gun-Wook yoon Woongsun Choi Donghwan Lee Hoyun Choi Deok Su Jo Nakwon Choi Jun-Bo yoon Il-Joo Cho Department of Biomedical Sciences College of MedicineKorea UniversitySeoulRepublic of Korea School of Electrical Engineering Korea Advanced Institute of Science and Technology(KAIST)DeajeonRepublic of Korea Center for Brain Technology Brain Science InstituteKorea Institute of Science and Technology(KIST)SeoulRepublic of Korea Biotechnology Research Institute of CHROMACH Co. LtdSuwonRepublic of Korea School of Chemical Engineering Sungkyunkwan University(SKKU)SuwonRepublic of Korea KU-KIST Graduate School of Converging Science and Technology Korea UniversitySeoulRepublic of Korea Department of Anatomy College of MedicineKorea UniversitySeoulRepublic of Korea Noul Co. LtdYonginRepublic of Korea

Miniaturized fluorescence imaging systems are promising platforms that overcome the limited use of conventional microscopes in the biomedical ***,there are physical limitations for multicolor fluorescence imaging in existing miniaturized imaging systems because multiple filters have to be integrated into a small ***,we present a miniaturized multicolor fluorescence imaging system integrated with single polydimethylsiloxane(PDMS)light-guide plate(LGP)for multicolor fluorescence *** PDMS LGP allows guiding the transmitted light from the light source only to the fluorescent samples regardless of the wavelength of the light ***,our system is capable of multicolor fluorescence imaging without multiple filters that block the excitation *** demonstrated the usability of our system in the biomedical field by observing green-and red-labeled cells in the *** proposed system can be used in a wide range of applications for studies that require multicolor fluorescence imaging in the biomedical field.

关键词： structure field system

Synaptic a-Si:H/a-Ga_(2)O_(3) phototransistor inspired by the phototaxis behavior of organisms with all-optical and all-electrical stimulation modes

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Nano Research 2024年第8期17卷 7631-7642页

作者： Youngbin yoon Youngki Kim Soowon Choi Jungdae Kwon Myunghun shin School of Electronics and Information Engineering Korea Aerospace UniversityGoyang10540Republic of Korea Nano Materials Division Korea Institute of Materials ScienceChangwon 51508Republic of Korea Department of Materials Science and Engineering Pusan National UniversityBusan 46241Republic of Korea

To improve neuromorphic computing performance,neuromorphic system components should mimic the behaviors of organic *** this study,a synaptic a-Si:H/a-Ga_(2)O_(3)phototransistor featuring all-optical and-electrical emulation is fabricated in a manner advantageous for complementary metal-oxide-semiconductor process *** phototransistor exhibits excitatory and inhibitory synaptic behaviors under stimulation by both optical and electrical *** mimics several essential synaptic functions,including excitatory postsynaptic current,inhibitory postsynaptic current,short-term memory,long-term memory,pairedpulse facilitation,and spike-timing-dependent *** optical and electrical modulation mechanisms are confirmed to arise from the a-Si:H/a-Ga_(2)O_(3) heterojunction structure and interface effects,and the device is shown to operate at low power in both optical and electrical *** all-optical weight modulation function is applied to the wavelength-differential behavior response of zebrafish,successfully mimicking the color perception process of the ***,to verify the translation of the optoelectrical-derived synaptic behaviors of the phototransistor into artificial neuromorphic computation,handwritten digit image recognition of the Modified National Institute of Standards and Technology dataset is performed by a convolutional neural network,with a demonstrated average learning accuracy of 98.46%.These findings verify the applicability of the synaptic a-Si:H/a-Ga_(2)O_(3) phototransistor in neuromorphic computing.

关键词： synaptic phototransistor artificial synapse phototaxis neuromorphic computing interface charge state optoelectronic synaptic device

Efficient and secure source authentication scheme for multicast user authentication

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Journal of Central South University 2013年第10期20卷 2741-2746页

作者： JEONG yoon-su LEE Sang-hyuk shin Seung-soo Department of Information Communication Engineering Mokwon University Department of Electrical and Electronic Engineering Xi’an Jiaotong-Liverpool University Department of Information Security Tongmyong University

Multicast technology application has been widely utilized in broadband internet. Source authentication is one of the most needs for many multicast applications transferring real-time information such as stream video and online news. Because multicast current services provided to the group members are changed dynamically, data transferring by a group member is not used by the recipient. In order to verify the identity of the sender who sent the packet and to make sure that the data have not been tampered, an optimized source authentication scheme has been proposed to transfer the authentication information not to the next-door packet. The proposed method for multiple packets authenticates the source with a limited number of electronic signatures. The proposed method can reduce overhead compared to the method by adding a digital signature for every packet. In addition, by sending the generated electronic signature to the first packet and the last packet, it prevents the loss of consecutive packets, as well as a source authentication can be provided in real-time services.

关键词： multicast packet source authentication broadband Internet

SARS-CoV-2 aberrantly elevates mitochondrial bioenergetics to induce robust virus propagation

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Signal Transduction and Targeted Therapy 2024年第6期9卷 2702-2715页

作者： Hye Jin shin Wooseong Lee Keun Bon Ku gun Young yoon Hyun-Woo Moon Chonsaeng Kim Mi-Hwa Kim yoon-Sun Yi Sangmi Jun Bum-Tae Kim Jong-Won Oh Aleem Siddiqui Seong-Jun Kim Department of Convergent Research of Emerging Virus Infection Korea Research Institute of Chemical TechnologyDaejeon 34114Republic of Korea Gyeongnam Biohealth Research Center Gyeongnam Branch InstituteKorea Institute of ToxicologyJinju 52834Republic of Korea Center for Research Equipment Korea Basic Science InstituteCheongjuChungcheongbuk-do 28119Republic of Korea Department of Biotechnology Yonsei UniversitySeoul 03722Republic of Korea Division of Infectious Diseases School of MedicineUniversity of CaliforniaSan DiegoLa JollaCA 92093USA Present address:Department of Microbiology Chungnam National University School of MedicineDaejeon 35015Republic of Korea

Severe acute respiratory syndrome coronavirus 2(SARS-CoV-2)is a‘highly transmissible respiratory pathogen,leading to severe multiorgan ***,knowledge regarding SARS-CoV-2-induced cellular alterations is *** this study,we report that SARSCoV-2 aberrantly elevates mitochondrial bioenergetics and activates the EGFR-mediated cell survival signal cascade during the early stage of viral ***-CoV-2 causes an increase in mitochondrial transmembrane potential via the SARS-CoV-2 RNAnucleocapsid cluster,thereby abnormally promoting mitochondrial elongation and the OXPHOS process,followed by enhancing ATP ***,SARS-CoV-2 activates the EGFR signal cascade and subsequently induces mitochondrial EGFR trafficking,contributing to abnormal OXPHOS process and viral *** EGFR inhibitors remarkably reduce SARS-CoV-2 propagation,among which vandetanib exhibits the highest antiviral *** of SARS-CoV-2-infected cells with vandetanib decreases SARS-CoV-2-induced EGFR trafficking to the mitochondria and restores SARS-CoV-2-induced aberrant elevation in OXPHOS process and ATP generation,thereby resulting in the reduction of SARS-CoV-2 ***,oral administration of vandetanib to SARS-CoV-2-infected hACE2 transgenic mice reduces SARS-CoV-2 propagation in lung tissue and mitigates SARS-CoV-2-induced lung *** also exhibits potent antiviral activity against various SARS-CoV-2 variants of concern,including alpha,beta,delta and omicron,in in vitro cell culture *** together,our findings provide novel insight into SARS-CoV-2-induced alterations in mitochondrial dynamics and EGFR trafficking during the early stage of viral infection and their roles in robust SARS-CoV-2 propagation,suggesting that EGFR is an attractive host target for combating COVID-19.

关键词： alterations aberrant thereby

Linearization of T-S fuzzy systems and robust H_∞ control

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Journal of Central South University 2011年第1期18卷 140-145页

作者： yoon Tae-Sung 王法广 PARK Seung-Kyu KWAK gun-Pyong AHN Ho-Kyun School of Mechatronics Changwon National University

Takagi-Sugeno(T-S) fuzzy model is difficult to be linearized because of membership functions ***,novel T-S fuzzy state transformation and T-S fuzzy feedback are proposed for the linearization of T-S fuzzy *** novel T-S fuzzy state transformation is the fuzzy combination of local linear transformation which transforms local linear models in the T-S fuzzy model into the local linear controllable canonical *** fuzzy combination of local linear controllable canonical model gives controllable canonical T-S fuzzy model and then nonlinear feedback is obtained *** the linearization of T-S fuzzy model,a robust H∞ controller with the robustness of sliding model control(SMC) is *** a result,controlled T-S fuzzy system shows the performance of H∞ control and the robustness of SMC.

关键词： T-S fuzzy control linearization H∞ control sliding mode control

Liver stiffness and perfusion changes for hepatic sinusoidal obstruction syndrome in rabbit model

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World Journal of Gastroenterology 2020年第7期26卷 706-716页

作者： Jaeseung shin Haesung yoon yoon Jin Cha Kyunghwa Han Mi-Jung Lee Myung-Joon Kim Hyun Joo shin Department of Radiology Severance HospitalResearch Institute of Radiological ScienceYonsei University College of MedicineSeoul 03722South Korea Department of Pathology Gangnam Severance HospitalYonsei University College of MedicineSeoul 06273South Korea Department of Radiology Severance HospitalResearch Institute of Radiological ScienceCenter for Clinical Imaging Data ScienceSeoul 03722South Korea

BACKGROUND Hepatic sinusoidal obstruction syndrome(SOS)is caused by damage to hepatic sinusoidal endothelial cells that results in fibrous obliteration of intrahepatic venules and necrosis of *** the diagnosis is primarily based on nonspecific clinical features and invasive liver ***,noninvasive imaging methods are required for the early diagnosis and severity assessment of hepatic *** To determine the effectiveness of supersonic shear wave imaging(SSI)and dual energy computed tomography(DECT)for diagnosing hepatic SOS using a rabbit *** Among nine New Zealand white rabbits(3-4 kg,male),three in control group ingested normal saline for 20 d and six in the SOS group ingested 6-thioguanine(5 mg/kg/d)for 20 *** stiffness was measured using SSI on days 0,3,10,and *** the same days,liver perfusion was evaluated from virtual monochromatic images of 55 keV and iodine map using *** changes in the liver were assessed using *** pathology scores were compared between the two *** stiffness and perfusion parameters were compared according to the groups,days,and pathology *** Final pathology scores were significantly higher in the SOS than the control group(median 22 vs 2,P=0.024).No gross morphologic changes were seen in *** stiffness,Hounsfield Unit values,and iodine concentrations were higher in the SOS compared to the control group on days 10 and 20(all,P≤0.007).Compared to day 0,liver stiffness and perfusion parameters were higher on day 20 in the SOS group(all,P≤0.001).Correlation coefficients for liver stiffness(r=0.635),Hounsfield Unit values(r=0.587),and iodine concentration(r=0.611)with final pathology scores were positive without significance(all,P>0.05).CONCLUSION Liver stiffness and perfusion parameters were significantly increased in the livers of a rabbit SOS *** and DECT might aid in early diagnosis of hepatic SOS.

关键词： Hepatic sinusoidal obstruction syndrome Elasticity imaging techniques Iodine Computed tomography Liver Animals

Sodium-Coordinated Polymeric Phthalocyanines as Stable High-Capacity Organic Anodes for Sodium-Ion Batteries

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Energy & Environmental Materials 2023年第4期6卷 22-30页

作者： Jeongyeon Lee yoonbin Kim Soyong Park Kang Ho shin gun Jang Min Jun Hwang Daekyu Kim Kyung-Ah Min Ho Seok Park Byungchan Han Dennis K.P.Ng Lawrence yoon Suk Lee Department of Applied Biology and Chemical Technology and Research Institute for Smart Energy The Hong Kong Polytechnic UniversityHung HomKowloon Hong Kong SAR China Department of Chemistry The Chinese University of Hong KongShatinNew Territories Hong Kong SAR China Convergence Research Center for Energy and Environmental Sciences Sungkyunkwan UniversitySuwon Korea Department of Chemical and Biomolecular Engineering Yonsei UniversitySeoul Korea School of Chemical Engineering Sungkyunkwan UniversitySuwon Korea

Sodium-ion batteries(SIBs)have attracted considerable interest as an alternative to lithium-ion batteries owing to their similar electrochemical performance and superior long-term cycle *** materials are regarded as promising anode materials for constructing SIBs with high capacity and good ***,utilization of organic materials is rather limited by their low energy density and poor stability at high current *** overcome these limitations,we utilized a novel polymeric disodium phthalocyanines(pNaPc)as SIB anodes to provide stable coordination sites for Na ions as well as to enhance the stability at high current *** varying the linker type during a one-pot cyclization and polymerization process,two pNaPc anodes with O-(O-pNaPc)and S-linkers(S-pNaPc)were prepared,and their structural and electrochemical properties were *** O-pNaPc binds Na ions with a lower binding energy compared with S-pNaPc,which leads to more facile Na-ion coordination/dissociation when engaged as SIB *** use of O-pNaPc significantly improves the redox kinetics and cycle stability and allows the fabrication of a full cell against Na_(3)V_(2)(PO_(4))_(2)F_(3)/C cathode,which demonstrates its practical application with high energy density(288 Wh kg^(-1))and high power density(149 W kg^(-1)).

关键词： coordination chemistry organic anode phthalocyanine polymerization sodium ion battery