• Title/Summary/Keyword: label system

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Intelligent Intrusion Detection and Prevention System using Smart Multi-instance Multi-label Learning Protocol for Tactical Mobile Adhoc Networks

  • Roopa, M.;Raja, S. Selvakumar
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.12 no.6
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    • pp.2895-2921
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    • 2018
  • Security has become one of the major concerns in mobile adhoc networks (MANETs). Data and voice communication amongst roaming battlefield entities (such as platoon of soldiers, inter-battlefield tanks and military aircrafts) served by MANETs throw several challenges. It requires complex securing strategy to address threats such as unauthorized network access, man in the middle attacks, denial of service etc., to provide highly reliable communication amongst the nodes. Intrusion Detection and Prevention System (IDPS) undoubtedly is a crucial ingredient to address these threats. IDPS in MANET is managed by Command Control Communication and Intelligence (C3I) system. It consists of networked computers in the tactical battle area that facilitates comprehensive situation awareness by the commanders for timely and optimum decision-making. Key issue in such IDPS mechanism is lack of Smart Learning Engine. We propose a novel behavioral based "Smart Multi-Instance Multi-Label Intrusion Detection and Prevention System (MIML-IDPS)" that follows a distributed and centralized architecture to support a Robust C3I System. This protocol is deployed in a virtually clustered non-uniform network topology with dynamic election of several virtual head nodes acting as a client Intrusion Detection agent connected to a centralized server IDPS located at Command and Control Center. Distributed virtual client nodes serve as the intelligent decision processing unit and centralized IDPS server act as a Smart MIML decision making unit. Simulation and experimental analysis shows the proposed protocol exhibits computational intelligence with counter attacks, efficient memory utilization, classification accuracy and decision convergence in securing C3I System in a Tactical Battlefield environment.

A Study on the Food Labelling System (식품표시(食品表示) 제도(制度)에 관한 연구(硏究))

  • Choi, Young-Lan;Kim, Hyang-Sook
    • Korean Journal of Human Ecology
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    • v.3 no.1
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    • pp.59-69
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    • 1994
  • The purpose of this study was to examine the food labelling system and its regulations based on Food Hygine Law in Korea and to compare them with those of USA and JAPAN. This study was carried out to suggest desirable direction for improvement of food labelling system in Korea by reviewing literatures and regulations related to the subject of this study. The results are as follows: 1. The indication of shelf-life in Korean lavelling system appeared ineffective from the point of view of consumer protection and resource preservation compared with dual system of indicating shelf-life in USA and Japan. 2. The standard of labelling general food in Korea does not give sufficient nutritive information to the consumers, compared with that in USA and Japan. 3. Only five ingredients including additives are to be listed on the food label in Korea whereas all the ingredients and additives are in the USA and Japan. 4. The way of Listing food additives on food label is neither specifically required nor standardized in Korea and, food additives are classified into only 7 groups in Korea while 18 in the USA. Based on the above results of literature review, the followings are suggested to improve food labelling system in Korea. 1. Indication of shelf-life should have dual system, in which perishable food should not be permitted to be sold after its shelf-life while the processed food or dried food to be preserved for a long time should be indicated with more or less flexible term about shelf-life. 2. Standard of labelling general food should include calorie, fat, protein, and the content of major vitamins and minerals. 3. All ingredients and their contents, including food additives should be listed on the food labels. 4. The standard of indication of food additives in Korea should include the name, usage and content of all additives used in foods.

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Real-Time Two Hands Tracking System

  • Liu, Nianjun;Lovell, Brian C.
    • Proceedings of the IEEK Conference
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    • 2002.07c
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    • pp.1491-1494
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    • 2002
  • The paper introduces a novel system of two hands real-time tracking based on the unrestricted hand skin segmentation by multi color systems. After corer-based segmentation and pre-processing operation, a label set of regions is created to locate the two hands automatically. By the normalization, template matching is used to find out the left or right hand. An improved fast self-adaptive tracking algorithm is applied and Canny filter is used for hand detection.

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Characteristics of Protein G-modified BioFET

  • Sohn, Young-Soo
    • Journal of Sensor Science and Technology
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    • v.20 no.4
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    • pp.226-229
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    • 2011
  • Label-free detection of biomolecular interactions was performed using BioFET(Biologically sensitive Field-Effect Transistor) and SPR(Surface Plasmon Resonance). Qualitative information on the immobilization of an anti-IgG and antibody-antigen interaction was gained using the SPR analysis system. The BioFET was used to explore the pI value of the protein and to monitor biomolecular interactions which caused an effective charge change at the gate surface resulting in a drain current change. The results show that the BioFET can be a useful monitoring tool for biomolecular interactions and is complimentary to the SPR system.

SNP (Single Nucleotide Polymorphism) Detection Using Indicator-free DNA (비수식화 DNA를 이용한 SNP의 검출)

  • Choi, Yong-Sung;Park, Dae-Hee;Kwon, Young-Soo
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2003.11a
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    • pp.224-226
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    • 2003
  • In this paper, we succeeded SNP discrimination of DNA hybridization on microarray using new electrochemical system. Using the electrochemical method with a label-free DNA has Performed DNA chip microarray. This method is based on redox of an electrochemical ligand. We developed scanning system with high performance.

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Opponent Move Prediction of a Real-time Strategy Game Using a Multi-label Classification Based on Machine Learning (기계학습 기반 다중 레이블 분류를 이용한 실시간 전략 게임에서의 상대 행동 예측)

  • Shin, Seung-Soo;Cho, Dong-Hee;Kim, Yong-Hyuk
    • Journal of the Korea Convergence Society
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    • v.11 no.10
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    • pp.45-51
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    • 2020
  • Recently, many games provide data related to the users' game play, and there have been a few studies that predict opponent move by combining machine learning methods. This study predicts opponent move using match data of a real-time strategy game named ClashRoyale and a multi-label classification based on machine learning. In the initial experiment, binary card properties, binary card coordinates, and normalized time information are input, and card type and card coordinates are predicted using random forest and multi-layer perceptron. Subsequently, experiments were conducted sequentially using the next three data preprocessing methods. First, some property information of the input data were transformed. Next, input data were converted to nested form considering the consecutive card input system. Finally, input data were predicted by dividing into the early and the latter according to the normalized time information. As a result, the best preprocessing step was shown about 2.6% improvement in card type and about 1.8% improvement in card coordinates when nested data divided into the early.

Localized Surface Plasmon Resonance (LSPR) Biosensors on Metal Nanoparticles with the Design of Bioreceptors

  • Kim, Min-Gon;Park, Jin-Ho;Byun, Ju-Young;Shin, Yong-Beom
    • Proceedings of the Korean Vacuum Society Conference
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    • 2014.02a
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    • pp.126-126
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    • 2014
  • Label-free biomolecular assay based localized surface plasmon resonance (LSPR) of noble metal nanoparticles enables simple and rapid detection with the use of simple equipment. Nanosized metal nanoparticles exhibit a strong absorption band when the incident light frequency is resonant with the collective oscillation of the electrons, which is known as the LSPR. Here we demonstrate localized surface plasmon resonance (LSPR) substrates such as plasmonic Au nanodisks fabricated by a nanoimprinting process and gold nanorod-immobilized surfaces and their applications to highly sensitive and/or label-free biosensing. To increase detection sensitivity various bioreceptors weree designed. A single chain variable fragment (scFv) was used as a receptor to bind C-reactive protein (CRP). The results of this effort showed that CRP in human serum could be quantitatively detected lower than 1 ng/ml. Aptamers, which were immobilized on gold nanorods, were used to detect mycotoxins. The specific binding of ochratoxin A (OTA) to the aptamer was monitored by the longitudinal wavelength shift of LSPR peak in the UV-Vis spectra resulting from the changes of local refractive index near the GNR surface induced by accumulation of OTA and G-quadruplex structure formation of the aptamer. According to our results, OTA could be quantitatively detected lower than 1 nM level. Additionally, aptamer-functionalized GNR substrate was quite robust and can be regenerated many times by rinsing at 70 OC to remove bound target. During seven times of washing steps, the developed OTA sensing system could be reusable. Moreover, the proposed biosensor exhibited selectivity over other mycotoxins with an excellent recovery for detection in grinded corn samples, suggesting that the proposed LSPR based aptasensor plays an important role in label-free detection of mycotoxins.

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MPLS and Video Stream broadcast multicast transport optimization through convergence (MPLS와 멀티캐스트 융합을 통한 Video Stream 방송 전송 최적화)

  • Hwang, Seong-Kyu;Han, Seung-Jo
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.18 no.6
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    • pp.1330-1336
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    • 2014
  • QoS techniques and transmitted in real-time communication with the advancement of technology a variety of applications and services are available these days, mobile devices bogeuphwa LTE technology to the development of multimedia services with high quality can be realized. In order to satisfy this condition simply with a router with an increased bandwidth expansion by considering the increase in the routing table of the network scalability problems included. Burst traffic data to be distributed according to the environment is to be centered. To do this, the destination -based routing method to transmit the current paper -based (Source routing) routing settings are required. In this paper, published by the IETF, IP switching system based on standardized protocol Label Switching Multi-Protocol Label Switching (MPLS) network by using the existing Best Effect is difficult to guarantee QoS for multimedia transmission in MPLS network environment using optimized QoS guarantees to transmit the multicast.

A Simplified QoS Model for MPLS Networks (MPLS 네트워크를 위한 간략화된 QoS 모델)

  • Seo Seung-Joon;Kang Chul-Hee
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.30 no.4B
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    • pp.235-245
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    • 2005
  • In this paper, a simplified QoS model of MPLS-based backbone network. Conventional scheme proposed by IETF(IETF schem) is to embed a DiffServ model in MPLS network. However, this approach results in overall upgrade of MPLS system and so it is difficult to deploy this approach. Our proposed model, however, uses a Vidual Link which is a set of Label Switched Path(LSP) connected from an Ingress Label Edge Router(LER) to an Egress LER. In this model, Per-Hop-Behavior(PHB) is implemented only at each LSP in ingress LER and Core Label Switch Routers(LSRs) just guarantee each LSP's bandwidth, not service. This bandwidth guarantee service is fully provided by legacy MPLS model. Also we propose flow allocation mechanism and the flow distribution among LSPs of the virtual link by the flow according to the network status. To evaluate the simplified approach, the characteristics of the approach are compared logically with these of IETF's one through simulations.

The Effect of Consumer Perceived Naturalness on Benefits, Attitude, and Willingness to Pay a Premium for Smart Farm Vegetables: Low Carbon Label as a Moderating Variable (스마트팜 채소에 대한 소비자의 지각된 자연성이 혜택과 태도 및 추가지불의도에 미치는 영향 : 저탄소 라벨의 조절효과 검증)

  • Shin, Chaeyoung;Hwang, Johye
    • Journal of Korean Society for Quality Management
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    • v.52 no.2
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    • pp.201-220
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    • 2024
  • Purpose: Smart farming is related to the low carbon certification system as it provides many opportunities to cultivate and manage crops in an eco-friendly, thereby reducing carbon footprint. However, there is a significant lack of consumer perception research on low carbon labels for smart farms vegetables. Therefore, this study aims to investigate consumer perceptions of smart farm vegetable and low carbon labels. Methods: This study manipulated cultivation type(general vs. smart farm) and low carbon labels (yes vs. no) as experimental stimuli. Measurement questions and the research model were validated through confirmatory factor analysis and reliability analysis. Hypotheses testing were conducted using SPSS 29.0, AMOS 28.0. Results: The results of the study showed no significant difference in consumers perceived naturalness based on cultivation types, and there was also no moderating effect of the low carbon label. There was no difference between environmental benefits and health benefits according to the cultivation type. Perceived naturalness had a significant effect on both environmental and health benefits, and environmental benefits showed a higher impact relationship. These benefits positively affected attitudes and willingness to pay a premium, Environmental benefits had a higher impact on attitudes, while health benefits had a higher impact on willingness to pay a premium. Lastly, attitudes were found to have a significant impact on the willingness to pay a premium. Conclusion: This study is valuable in that it investigated consumer perceptions of smart farms and low carbon labels that have not been previously studied. It compares the environmental and health benefits, confirming their influence on attitudes and willingness to pay a premium. The results suggest a potential expansion in academic research on smart farming and low carbon labels, offering practical insights for marketing strategies and policies for relevant companies.