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Thermal Imagery-based Object Detection Algorithm for Low-Light Level Nighttime Surveillance System (저조도 야간 감시 시스템을 위한 열영상 기반 객체 검출 알고리즘)

  • Chang, Jeong-Uk;Lin, Chi-Ho
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.19 no.3
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    • pp.129-136
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    • 2020
  • In this paper, we propose a thermal imagery-based object detection algorithm for low-light level nighttime surveillance system. Many features selected by Haar-like feature selection algorithm and existing Adaboost algorithm are often vulnerable to noise and problems with similar or overlapping feature set for learning samples. It also removes noise from the feature set from the surveillance image of the low-light night environment, and implements it using the lightweight extended Haar feature and adaboost learning algorithm to enable fast and efficient real-time feature selection. Experiments use extended Haar feature points to recognize non-predictive objects with motion in nighttime low-light environments. The Adaboost learning algorithm with video frame 800*600 thermal image as input is implemented with CUDA 9.0 platform for simulation. As a result, the results of object detection confirmed that the success rate was about 90% or more, and the processing speed was about 30% faster than the computational results obtained through histogram equalization operations in general images.

A Comparative Study of Safe Factor of Slope according to Analysis Methods (해석 방법에 따른 비탈면 최소안전율 비교 연구)

  • Ryu, Hang Taek;Jang, Jeong Wook;Chung, Youn In
    • Journal of Korean Society of Coastal and Ocean Engineers
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    • v.30 no.5
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    • pp.207-216
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    • 2018
  • This research compared and analyzed safety ratio of slope with Talren97 and SoilWorks based on limit equilibrium analysis and Midas GTS based on finite element analysis. For the analysis variables, there are slope height, berm condition, soil parameter, groundwater level, slope inclination. All of slope stability analysis were performed by dividing into dry season and rainy season. As the result of the analysis of Talren97 and SoilWorks based on same theory, safety ratio of slope shows same value, so there was no difference between the programs. In comparison with limit equilibrium analysis, the result of finite element analysis showed somewhat high ratio of safety and it was higher by about 2.4% averagely. The difference between the result of limit equilibrium analysis and that of finite element analysis is in the range which can ignored in practical work.

Large-Scale Text Classification with Deep Neural Networks (깊은 신경망 기반 대용량 텍스트 데이터 분류 기술)

  • Jo, Hwiyeol;Kim, Jin-Hwa;Kim, Kyung-Min;Chang, Jeong-Ho;Eom, Jae-Hong;Zhang, Byoung-Tak
    • KIISE Transactions on Computing Practices
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    • v.23 no.5
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    • pp.322-327
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    • 2017
  • The classification problem in the field of Natural Language Processing has been studied for a long time. Continuing forward with our previous research, which classifies large-scale text using Convolutional Neural Networks (CNN), we implemented Recurrent Neural Networks (RNN), Long-Short Term Memory (LSTM) and Gated Recurrent Units (GRU). The experiment's result revealed that the performance of classification algorithms was Multinomial Naïve Bayesian Classifier < Support Vector Machine (SVM) < LSTM < CNN < GRU, in order. The result can be interpreted as follows: First, the result of CNN was better than LSTM. Therefore, the text classification problem might be related more to feature extraction problem than to natural language understanding problems. Second, judging from the results the GRU showed better performance in feature extraction than LSTM. Finally, the result that the GRU was better than CNN implies that text classification algorithms should consider feature extraction and sequential information. We presented the results of fine-tuning in deep neural networks to provide some intuition regard natural language processing to future researchers.

Valuing the Health Effects on Air Quality Improvement - Using Conjoint Analysis - (수도권 대기오염 개선으로 인한 건강효과의 경제적 가치평가 - 컨조인트 분석법을 이용하여 -)

  • Cho, Seung-Kuk;Chang, Jeong-In;Kim, Jeong-In
    • Environmental and Resource Economics Review
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    • v.15 no.5
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    • pp.859-884
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    • 2006
  • This study attempts to apply a conjoint analysis, especially using choice experiment, to quantify the economic benefits of health effects(mortality by lung cancer, asthma, acute bronchitis, chronic bronchitis) on air quality improvement in Seoul and Metropolitan area. The yearly willingness to pay for the highest improvement level which is available is estimated as 38,856 won per household. The aggregated value of Seoul and Metropolitan area is measured as 252.8 billion won annually. The quantitative result provided in this study can be usefully employed in policy-making process related to air pollution. Especially, it provides a methodological framework to estimate the benefits for various alternatives in health effects.

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The Effect of Wall Friction on Deformation Characteristics of the Cellular Bulkhead (Cell 구조물의 변형특성에 미치는 셀 벽면 마찰의 영향)

  • Son, Dae-San;Jang, Jeong-Wook;Kim, Kyong-Yeol;Kim, Hyun-Guk;Chung, Youn-In
    • Journal of Korean Society of Coastal and Ocean Engineers
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    • v.22 no.4
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    • pp.230-234
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    • 2010
  • This study examined the effect of wall friction on deformation characteristics of the cellular bulkhead, in terms of artificial wall friction based on the results of model tests according to the existing penetration ratio and loading height. 1. The effect of wall friction on deformation characteristics of the cellular bulkhead turned out to be less as the loading height decreases and the penetration ratio increases. The yield load also becomes less as wall friction decreases. 2. The ratio of the rotational displacement to the horizontal displacement of the cellular bulkhead becomes less as the loading height decreases and the penetration ratio increases. Hence it is concluded that the effect of wall friction has close relationship with the rotational displacement.

Development and Evaluation of A Group Intervention Program for Substance Abusing Women on Probation (보호관찰 여성의 약물남용 재발예방을 위한 집단개입 프로그램의 개발 및 효과분석)

  • Kim, Yong-Seok;Chang, Jung-Yeon
    • Korean Journal of Social Welfare
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    • v.57 no.2
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    • pp.321-350
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    • 2005
  • This study developed a relapse prevention program for substance abusing women and evaluated its effectiveness. The major contents of the program include to enhance cognitive and behavioral coping skills, to identify and expand supportive social networks, and to deal with women-related issues. The program was operated 3 times with 24 female clients in a probation office in Seoul from August 2003 to October 2004. The program changed the participants' attitudes toward substance use and improved their drug-refusal skills. This study mentions that the findings may be useful for practitioners as well as researchers because this study was first one that dealt with a women-only group in Korea. Finally, this study suggests that more studies be conducted in order to provide better understandings on substance abusing women and more effective interventions skills.

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An On-demand Station Location Management scheme using 6-address structure of IEEE 802.11s (IEEE 802.11s 6-Address 구조를 이용한 On-demand 방식 단말 위치 관리기법)

  • Jang, Jeong-Hun;Kong, Jong-Min;Kim, Jong-Deok
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.17 no.4
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    • pp.829-836
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    • 2013
  • Wireless mesh networks(WMNs) are wireless backbone networks technology consisting of a multi-hop routers. Location management is essential to provide a service to the terminal in WMNs. IEEE 802.11s standards have two basic location management scheme for location management - the proxy registration procedure and the associated station discovery protocol. These basic schemes, however, suffer from serious drawbacks including redundancy control message, ineffective location information maintenance, additional delay time. This paper propose an on-demand station location management scheme using 6-address structure of IEEE 802.11s. Through analysis and experimental evaluation on simulation, we show that proposal scheme reduce control message and forwarding delay time.

CMOS Interface Circuit for MEMS Acceleration Sensor (MEMS 가속도센서를 위한 CMOS 인터페이스 회로)

  • Jeong, Jae-hwan;Kim, Ji-yong;Jang, Jeong-eun;Shin, Hee-chan;Yu, Chong-gun
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2012.10a
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    • pp.221-224
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    • 2012
  • This paper presents a CMOS interface circuit for MEMS acceleration sensor. It consists of a capacitance to voltage converter(CVC), a second-order switched-capacitor (SC) integrator and comparator. A bandgap reference(BGR) has been designed to supply a stable bias to the circuit and a ${\Sigma}{\Delta}$ Modulator with chopper - stabilization(CHS) has also been designed for more suppression of the low frequency noise and offset. As a result, the output of this ${\Sigma}{\Delta}$ Modulator increases about 10% duty cycle when the input voltage amplitude increases 100mV and the sensitivity is x, y-axis 0.45v/g, z-axis 0.28V/g. This work is designed and implemented in a 0.35um CMOS technology with a supply voltage of 3.3V and a sampling frequency of 3MHz sampling frequency. The size of the designed chip including PADs is $0.96mm{\times}0.85mm$.

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Multi-Domain Security Management Framework and Its Performance Evaluation for Protecting BcN Infrastructure (BcN 인프라 보호를 위한 다중 도메인 보안 관리 프레임워크와 성능평가)

  • Jang Jung-Sook;Jeon Yong-Hee;Jang Jong-Soo
    • The KIPS Transactions:PartC
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    • v.12C no.6 s.102
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    • pp.817-826
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    • 2005
  • BcN(Broadband convergence Network) is being developed in order to support a variety of network applications, with enhanced capabilities of QoS(Quality of Service) provisioning and security, and IPv6. In a high-speed network environment such as BcN, it if more likely for the network resources to be exposed to various intrusion activities. The propagation speed of intrusion is alto expected to be much faster than in the existing Internet In this paper, we present a multi-domain security management framework which my be used for a global intrusion detection at multiple domains of BcN and describe its characteristics. For the performance evaluation, we first present test results for the security node and compare with other products. Then we design and Implement an OPNET simulator for the proposed framework, and present some simulation results. In the simulation model, we focus on the performance of alert information in the security overlay network.

Cycle Property in the (n,k)-star Graph ((n,k)-스타 그래프의 사이클 특성)

  • Chang, Jung-Hwan
    • The Transactions of the Korea Information Processing Society
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    • v.7 no.5
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    • pp.1464-1473
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    • 2000
  • In this paper, we analyze the cycle property of the (n,k)-star graph that has an attention as an alternative interconnection network topology in recent years. Based on the graph-theoretic properties in (n,k)-star graphs, we show the pancyclic property of the graph and also present the corresponding algorithm. Based on the recursive structure of the graph, we present such top-down approach that the resulting cycle can be constructed by applying series of "dimension expansion" operations to a kind of cycles consisting of sub-graphs. This processing naturally leads to such property that the resulting cycles tend to be integrated compactly within some minimal subset of sub-graphs, and also means its applicability of another classes of the disjoint-style cycle problems. This result means not only the graph-theoretic contribution of analyzing the pancyclic property in the underlying graph model but also the parallel processing applications such a as message routing or resource allocation and scheduling in the multi-computer system with the corresponding interconnection network.

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