• 산업경영시스템학회지
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• 제44권4호
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• pp.169-176
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• 2021

Maritime monitoring requirements have been beyond human operators capabilities due to the broadness of the coverage area and the variety of monitoring activities, e.g. illegal migration, or security threats by foreign warships. Abnormal vessel movement can be defined as an unreasonable movement deviation from the usual trajectory, speed, or other traffic parameters. Detection of the abnormal vessel movement requires the operators not only to pay short-term attention but also to have long-term trajectory trace ability. Recent advances in deep learning have shown the potential of deep learning techniques to discover hidden and more complex relations that often lie in low dimensional latent spaces. In this paper, we propose a deep autoencoder-based clustering model for automatic detection of vessel movement anomaly to assist monitoring operators to take actions on the vessel for more investigation. We first generate gridded trajectory images by mapping the raw vessel trajectories into two dimensional matrix. Based on the gridded image input, we test the proposed model along with the other deep autoencoder-based models for the abnormal trajectory data generated through rotation and speed variation from normal trajectories. We show that the proposed model improves detection accuracy for the generated abnormal trajectories compared to the other models.

• 자원환경지질
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• 제46권6호
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• pp.485-494
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• 2013

주입된 $CO_2$가 환경에 영향을 미치지 않고 지하에서 안정적으로 저장되어 있는지를 총체적으로 모니터링 하는 주입 및 주입 후 관리 (Monitoring, Mitigation and Verification, MMV) 기술은 이산화탄소 지중저장 분야에서 경제적 및 환경적으로 매우 중요한 역할을 하고 있다. 특히, 해외 대규모 지중저장 프로젝트 사례를 보았을 때 주입한 $CO_2$의 거동을 가장 효율적으로 모니터링할 수 있는 방법 중의 하나로 탄성파를 이용한 시간 경과 (Time-lapse) 모니터링 기술이 그 핵심으로 떠오르고 있다. 이 연구에서는 캐나다 Estevan에 위치한 Aquistore 이산화탄소 주입 현장의 3차원 베이스라인 (baseline) 탄성파 자료를 수집하고 분석하여 국내 지중저장 탄성파 모니터링 실증화를 위한 기초 연구를 수행하였다. 이산화탄소 주요 저장 대상층은 탄성파 도달 시간 1,800 ~ 1,900 ms 깊이의 Winnipeg 와 Deadwood 사암층이다. Aquistore 탄성파 자료에 대한 에너지, 유사도(similarity)를 도출하고 주파수를 분해하여 $CO_2$ 주입 대상층의 특성을 규명하였다. 그 결과 등시선도 1,800 ms의 연구지역 북측, 1,850 ms의 남측에 탄성파 에너지가 큰 영역이 집중적으로 분포함을 확인할 수 있었고, 탄성파 에너지 속성을 도시하여 반사계수가 큰 사질 퇴적양상이 우세한 영역을 구분할 수 있었다. 또한 탄성파 기록의 유사도를 도출하여 두 개의 주요한 구조선이 북서-남동 방향으로 지중저장 대상층을 절단함을 확인하였다. 탄성파자료의 주파수를 성분별로 분해하고 5, 20 및 40 Hz 성분을 분석한 결과 연구지역의 중앙에서 동서 방향으로 발달하는 균질한 퇴적 양상이 구체화되었다. 베이스라인 자료의 경우 추가적으로 인위적인 잡음을 제거하고 층서 해석 결과를 통합하여 이산화탄소 지중저장 영역을 묘사한다면 시간경과 모니터링 자료와의 효율적인 대비가 가능할 것이다.

• 한국대기환경학회지
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• 제15권4호
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• pp.495-503
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• 1999

Airborne particulate matter $(PM_{10})$ collected using high volume air sampler and silica fiber filter were analyzed by Instrumental Neutron Activation Analysis(INAA), Inductively Coupled Plasma Atomic Emission Spectrometry(ICP-AES) and Atomic Absorption Spectrometry(AAS), and the results were compared with each other. 30~40 trace elements in environmental standard reference materials(NIST SRM 1648 and NIES CRM No.8) were analyzed for the analytical quality control. The relative error for two-third of elements detected was less than 10%, and the standard deviation was less than 15%. During the sampling period for 24 hours, the mass concentration of total suspended particulate was 36.1$\mu\textrm{g}$/㎥ and the value is lower than the critical level in Korea. In the results of NAA, the elements of Al, As, Ba, Fe, La, Mg, Na, Sb, Zn were well agreed with those of other methods. In statistical estimation between different methods, the deviation of Al, Ba, Cr, Fe was less than 10% and quite reliable.

• JSTS:Journal of Semiconductor Technology and Science
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• 제13권4호
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• pp.395-401
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• 2013

In-situ optical emission spectroscopy (OES) is employed for leak detection in plasma etching system. A misprocessing is reported for significantly reduced silicon etch rate with chlorine gas, and OES is used as a supplementary sensor to analyze the gas phase species that reside in the process chamber. Potential cause of misprocessing reaches to chamber O-ring wear out, MFC leaks, and/or leak at gas delivery line, and experiments are performed to funnel down the potential of the cause. While monitoring the plasma chemistry of the process chamber using OES, the emission trace for nitrogen species is observed at the chlorine gas supply. No trace of nitrogen species is found in other than chlorine gas supply, and we found that the amount of chlorine gas is slightly fluctuating. We successfully found the root cause of the reported misprocessing which may jeopardize the quality of thin film processing. Based on a quantitative analysis of the amount of nitrogen observed in the chamber, we conclude that the source of the leak is the fitting of the chlorine mass flow controller with the amount of around 2-5 sccm.

• 대한산업공학회지
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• 제39권6호
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• pp.577-586
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• 2013

In a shipyard, it is hard to predict block movement due to the uncertainty caused during the long period of shipbuilding operations. For this reason, block movement is rarely scheduled, while main operations such as assembly, outfitting and painting are scheduled properly. Nonetheless, the high operating costs of block movement compel task managers to attempt its management. To resolve this dilemma, this paper proposes a new block movement analysis framework consisting of the following operations: understanding the entire process, log clustering to obtain manageable processes, discovering the process model and detecting exceptional processes. The proposed framework applies fuzzy mining and trace clustering among the process mining technologies to find main process and define process models easily. We also propose additional methodologies including adjustment of the semantic expression level for process instances to obtain an interpretable process model, definition of each cluster's process model, detection of exceptional processes, and others. The effectiveness of the proposed framework was verified in a case study using real-world event logs generated from the Block Process Monitoring System (BPMS).

• 한국화재조사학회학술대회
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• 한국화재조사학회 2011년도 제20회 추계학술대회
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• pp.63-79
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• 2010

345 kV 케이블의 종단접속부에서는 다수의 아크흔적이 발견된다. 재료분석에 의하면 케이블은 양호한 것으로 판정된다. 제조 및 설계상의 문제점은 없는 것으로 판단된다. 시공상의 결함요인 중 절연유 레벨이 낮은 것으로 추정되었다. XLPE에서는 다수의 Arc trace가 나타난 것을 확인하였다. 그러나 Soots mark가 없고, Yellow band 확인되지 않았으며, 방사형의 spider leg와 연결되지 않은 아크흔적이 없다. 이견사항으로는 XLPE의 내부에 보이드, 이물질 또는 돌기로 의심되는 것은 발견되지 않았다. 따라서 XLPE에서 이물질의 부착에 의한 절연파괴인 것으로 판단된다.

• International Journal of Aeronautical and Space Sciences
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• 제17권1호
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• pp.37-44
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• 2016

Optical fiber temperature sensing systems have incomparable advantages over traditional electrical-cable-based monitoring systems. However, the fiber optic interrogators and sensors have often been rejected as a temperature monitoring technology in real-world industrial applications because of high cost and over-specification. This study proposes a multiplexed fiber optic temperature monitoring sensor system using an economical Optical Time-Domain Reflectometer (OTDR) and Hard-Polymer-Clad Fiber (HPCF). HPCF is a special optical fiber in which a hard polymer cladding made of fluoroacrylate acts as a protective coating for an inner silica core. An OTDR is an optical loss measurement system that provides optical loss and event distance measurement in real time. A temperature sensor array with the five sensor nodes at 10-m interval was economically and quickly made by locally stripping HPCF clad through photo-thermal and photo-chemical processes using a continuous/pulse hybrid-mode laser. The exposed cores created backscattering signals in the OTDR attenuation trace. It was demonstrated that the backscattering peaks were independently sensitive to temperature variation. Since the 1.5-mm-long exposed core showed a 5-m-wide backscattering peak, the OTDR with a spatial resolution of 40 mm allows for making a sensor node at every 5 m for independent multiplexing. The performance of the sensor node included an operating range of up to $120^{\circ}C$, a resolution of $0.59^{\circ}C$, and a temperature sensitivity of $-0.00967dB/^{\circ}C$. Temperature monitoring errors in the environment tests stood at $0.76^{\circ}C$ and $0.36^{\circ}C$ under the temperature variation of the unstrapped fiber region and the vibration of the sensor node. The small sensitivities to the environment and the economic feasibility of the highly multiplexed HPCF temperature monitoring sensor system will be important advantages for use as system-integrated temperature sensors.

• 한국항행학회논문지
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• 제16권2호
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• pp.278-286
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• 2012

향후 대용량 정보 제공 서비스를 위한 선박용 광 네트워크 감시 시스템의 하드웨어와 소프트웨어를 설계 제작하였고, 개발된 광 네트워크 감시 시스템이 선박이라는 특수 상황과 관련 있는 선로 연장, 매크로밴딩, 이물질이 부착된 광 커넥터에 의한 손실 등 3가지의 이벤트를 정확히 모니터링하는지를 실험을 통해 확인해 보았다. 감시 시스템의 하드웨어는 선박의 네트워크 구조에 맞는 chained branch와 dark fiber 병합 방식으로 설계 제작하였고, 3가지 이벤트에 대한 감시 시험 결과 3가지 모두 5 m 이내의 범위로 모니터링하는 것을 확인하였다.

• Journal of Information Processing Systems
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• 제8권2호
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• pp.347-358
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• 2012

Recently, security researches have been processed on the method to cover a broader range of hacking attacks at the low level in the perspective of hardware. This system security applies not only to individuals' computer systems but also to cloud environments. "Cloud" concerns operations on the web. Therefore it is exposed to a lot of risks and the security of its spaces where data is stored is vulnerable. Accordingly, in order to reduce threat factors to security, the TCG proposed a highly reliable platform based on a semiconductor-chip, the TPM. However, there have been no technologies up to date that enables a real-time visual monitoring of the security status of a PC that is operated based on the TPM. And the TPB has provided the function in a visual method to monitor system status and resources only for the system behavior of a single host. Therefore, this paper will propose a m-TMS (Mobile Trusted Monitoring System) that monitors the trusted state of a computing environment in which a TPM chip-based TPB is mounted and the current status of its system resources in a mobile device environment resulting from the development of network service technology. The m-TMS is provided to users so that system resources of CPU, RAM, and process, which are the monitoring objects in a computer system, may be monitored. Moreover, converting and detouring single entities like a PC or target addresses, which are attack pattern methods that pose a threat to the computer system security, are combined. The branch instruction trace function is monitored using a BiT Profiling tool through which processes attacked or those suspected of being attacked may be traced, thereby enabling users to actively respond.

• 한국정보통신학회논문지
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• 제18권3호
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• pp.713-718
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• 2014

본 논문에서는 국내 겨울철 폭설과 같은 재난 발생시 각 지자체 별로 확보되어 있는 제설차량을 효과적으로 운영하고 제설현장 정보 및 차량의 이동성을 실시간으로 모니터링하여 폭설 재난현장에 대해 신속히 대처할 수 있는 실시간 모니터링 시스템을 제안하였다. 또한, 제안 시스템에서 중계단말의 효과적인 진단 및 각종 제어정보를 분석할 수 있는 중계단말 분석 도구를 설계하였다. 제안한 시스템은 폭설시 제설차량의 위치정보와 제설작업을 위한 차량제어정보 및 제설작업 상태정보를 실시간으로 모니터링 함으로써 짧은 시간에 효과적인 작업진행과 실시간 이동경로추적을 통하여 폭설 재난상황에 대한 효과적인 응급대처가 가능한 시스템이다.