• KSII Transactions on Internet and Information Systems (TIIS)
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• 제16권2호
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• pp.632-657
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• 2022

Detecting web attacks is a major challenge, and it is observed that the use of simple models leads to low sensitivity or high false positive problems. In this study, we aim to develop a robust two-stage deep learning based stacked ensemble web application firewall. Normal and abnormal classification is carried out in the first stage of the proposed WAF model. The classification process of the types of abnormal traffics is postponed to the second stage and carried out using an integrated stacked ensemble model. By this way, clients' requests can be served without time delay, and attack types can be detected with high sensitivity. In addition to the high accuracy of the proposed model, by using the statistical similarity and diversity analyses in the study, high generalization for the ensemble model is achieved. Within the study, a comprehensive, up-to-date, and robust multi-class web anomaly dataset named GAZI-HTTP is created in accordance with the real-world situations. The performance of the proposed WAF model is compared to state-of-the-art deep learning models and previous studies using the benchmark dataset. The proposed two-stage model achieved multi-class detection rates of 97.43% and 94.77% for GAZI-HTTP and ECML-PKDD, respectively.

• 한국유체기계학회 논문집
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• 제11권5호
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• pp.50-56
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• 2008

Metal cutting operations involve generation of heat due to friction between the tool and the pieces. This heat needs to be carried away otherwise it creates white spots. To reduce this abnormal heat cutting fluid is used. Cutting fluid also has an important role in the lubrication of the cutting edges of machine tools and the pieces they are shaping, and in sluicing away the resulting swarf. As a cutting fluid, water is a great conductor of heat but is not stable at high temperatures, so to improve stability an emulsion type mixed fluid with water and oil is often used. It is pumped over the cutting site of cutting machines as a state of atomized water droplet coated with oil by using jet. In this paper, to develop cutting fluid supplying nozzle to obtain ultra thin oil film for coating water droplet, a numerical analysis of three dimensional mixed fluid Jet through multi-stage nozzle was carried out by using a finite volume method. Jet flow characteristics such as nozzle exit velocity, development of mixing region, re-entrance and jet intensity were analyzed. Detailed mixing process of fluids such as air, water and oil in the nozzle were also investigated. It is easy to understand complex flow pattern in multi-stage nozzle. Important flow Information for advance design of cutting fluid supplying nozzle was drawn.

• 항공우주시스템공학회지
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• 제11권6호
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• pp.34-41
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• 2017

기존 알루미늄 하니콤 코어를 이용한 착륙선 충격완충장치의 대체 방안으로서 실리콘 고무와 같은 초점탄성 재료의 다중압출 특성을 이용한 새로운 개념의 충격 완충장치를 고찰하였다. 초점탄성재료가 오리피스 단면을 통과하며 압출되는 과정에서 재료 변형에너지 및 하중-변위 특성이 기존 하니콤 코어 특성과 유사하여 충격 완충 성능을 극대화 할 수 있는 측면에서 유사성을 가지고 있음을 알 수 있었다. 본 논문에서는 충격완충장치의 설계 구현가능성을 평가하고, 에너지 변환을 통한 충격흡수 매커니즘을 이해하기 위하여 유한요소해석 및 준정적 압축시험 결과를 검토하였다.

• 국제학술발표논문집
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• The 4th International Conference on Construction Engineering and Project Management Organized by the University of New South Wales
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• pp.176-181
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• 2011

A role of cost modeler is that of facilitating design process by the systematic application of cost factors so as to maintain sensible and economic relationships between cost, quantity, utility and appearance. These relationships help to achieve the client's requirements within an agreed budget. The purpose of this study is to develop a parametric cost estimating model for the early design stage by using the multi-dimensional system of OLAP (On-line Analytical Processing) based on the case of quantity data related to architectural design features. The parametric cost estimating models have been adopted to support decision making in the early design stage. These models typically use a similar instance or a pattern of historical case. In order to effectively use this type of data model, it is required to set data classification and prediction methods. One of the methods is to find the similar class in line with attribute selection measure in the multi-dimensional data model. Therefore, this research is to analyze the relevance attribute influenced by architectural design features with the subject of case-based quantity data used for the parametric cost estimating model. The relevance attributes can be analyzed by Analytical Characterization. It helps determine what attributes to be included in the OLAP multi-dimension.

• 한국산학기술학회논문지
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• 제21권7호
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• pp.692-698
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• 2020

본 논문은 커먼레일 단기통 디젤엔진에서 다단 파일럿 분할 분사 전략이 연소 및 배기가스 배출특성에 미치는 영향을 분석하는 데 초점을 두었다. 실린더 내부 최고 압력과 열발생률은 단일분사 조건에서 가장 높았으며, 파일럿 분사량이 균등하게 분할되어 분사 횟수가 증가할수록 감소하는 경향으로 나타났다. IMEP, 엔진 토크 및 연소 효율은 1단 파일럿 분사 조건에서 가장 낮게 나타나는 특성을 보였으나, 다단 파일럿 분할 분사 전략 적용 시 증가하는 경향으로 분석되었다. COV_IMEP는 연소 효율이 가장 낮은 1단 파일럿 분사 조건에서 가장 높았으며, 이는 연소 안정성이 낮다는 것을 의미한다. 배기가스 중 산소농도는 단일분사 조건에서 가장 낮았고, 이산화탄소는 가장 높게 배출되는 특성을 보였다. 다단 분할 분사 전략 적용 시 저온 연소과정이 진행되기 때문에 일산화탄소의 산화율은 낮아지게 되고 배출수준은 증가하는 특성을 보였다. 탄화수소는 국부적으로 농후한 혼합기가 형성되는 단일분사 조건에서 가장 높은 결과를 보였다. 질소산화물은 다단 파일럿 분할 분사 전략 중 3단 파일럿 분사 조건에서 55.6%까지 감소하는 특성을 보였다.

• BMB Reports
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• 제36권1호
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• pp.43-48
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• 2003

Understanding the process of carcinogenesis will involve both the accumulation of many scientific facts derived from molecular, biochemical, cellular, physiological, whole animal experiments and epidemiological studies, as well as from conceptual understanding as to how to order and integrate those facts. From decades of cancer research, a number of the "hallmarks of cancer" have been identified, as well as their attendant concepts, including oncogenes, tumor suppressor genes, cell cycle biochemistry, hypotheses of metastasis, angiogenesis, etc. While all these "hallmarks" are well known, two important concepts, with their associated scientific observations, have been generally ignored by many in the cancer research field. The objective of the short review is to highlight the concept of the role of human adult pluri-potent stem cells as "target cells" for the carcinogenic process and the concept of the role of gap junctional intercellular communication in the multi-stage, multi-mechanism process of carcinogenesis. With these two concepts, an attempt has been made to integrate the other well-known concepts, such as the multi-stage, multi-mechanisn or the "initiation/promotion/progression" hypothesis; the stem cell theory of carcinogenesis; the oncogene/tumor suppression theory and the mutation/epigenetic theories of carcinogenesis. This new "integrative" theory tries to explain the well-known "hallmarks" of cancers, including the observation that cancer cells lack either heterologous or homologous gap junctional intercellular communication whereas normal human adult stem cells do not have expressed or functional gap junctional intercellular communication. On the other hand, their normal differentiated, non-stem cell derivatives do express connexins and express gap junctional intercellular communication during their differentiation. Examination of the roles of chemical tumor promoters, oncogenes, connexin knock-out mice and roles of genetically-engineered tumor and normal cells with connexin and anti-sense connexin genes, respectively, seems to provide evidence which is consistent with the roles of both stem cells and gap junctional communication playing a major role in carcinogenesis. The integrative hypothesis provides new strategies for chemoprevention and chemotherapy which focuses on modulating connexin gene expression or gap junctional intercellular communication in the premalignant and malignant cells, respectively.

• 한국소성가공학회:학술대회논문집
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• 한국소성가공학회 2003년도 춘계학술대회논문집
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• pp.278-282
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• 2003

There is a strong industrial demands for the development of light-vehicle to improve fuel efficiency. It is more effective to reduce weight of the parts directly driven by an automobile engine. So the saving in weight of wheels which is operated by an automobile engine improve fuel efficiency more than other parts. There are many step of sheet metal forming in fabricating automotive wheel, so that it is difficult to design process and tools of multi-stage stamping. Traditionally, design process and tools have depended on the experience of skilled workers and it has done by trial and error methods. However, it needs too much costs and time. Taguchi methods has an advantage of the number of required experiments and reliability compared with trial and error method. In this study, Taguchi methods and response surface methods are applied to design process and tools of automotive wheel. As a result, the principal variables are selected and process conditions are optimized.

• 한국시뮬레이션학회:학술대회논문집
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• 한국시뮬레이션학회 1996년도 춘계학술대회
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• pp.15-15
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• 1996

A shop floor control system (SFCS) is the central part of a CIM system used to control the activities of several pieces of manufacturing equipment (e.g., NC machines, robots, conveyors, AGVs, AS/RS). The SFCS receives orders and related process plans, and then performs selecting a specific process routing, allocating resources, scheduling the workpieces, downloading the processing instructions (e.g., RS-274 instructions for NC machines, VAL II programs for robot), monitoring the progress of activities, detecting and recovering from errors, and preparing reports on the status of the manufacturing system. Simulation has been utilized in discovering control policies used for resolving shop floor be control problems such as resource contentions, part dispatching, deadlock. The simulation model must be designed to respond to real-time data coming from a shop floor. However, to rapidly build a realtime simulation model of SFCS cannot be easily accomplished. This talk is to address an automatic program generator of discrete event simulation model for shop floor control from process plans and resource models. The program generator is capable of constructing complete discrete simulation models for multi-product and multi-stage flexible manufacturing systems.

• 한국지리정보학회지
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• 제17권2호
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• pp.1-14
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• 2014

본 연구에서는 효율적인 도시 관리를 위하여 대구시 도시공간구조의 시계열적 공간변화 특성을 도시계획과 연계하여 분석하였다. Getis-Ord $G_i^*$ 방법론을 활용하여 1970년부터 2010년까지 대구시의 도시성장과정을 분석한 결과, 대구시는 도시성장단계 중에서 역도시화 단계에 해당하는 것을 확인하였다. 하지만 대구시는 도시계획적 차원에서 다핵도시를 지향함으로써 역도시화가 나타난 2000 이후의 도시성장단계는 더 이상 전통적인 이론으로 설명하기 어려웠다. 이에 2000년 이후 다핵권역의 세부적인 공간구조변화를 분석하기 위하여 인구, 지가, 고용 요인의 변화를 바키측 정치를 이용하여 분석하였다. 분석결과 대구시는 다핵화가 진행 중이었으며 도심권역과 칠곡권역은 분산형, 안심 달서권역은 집중형, 성서권역은 집중 분산형태로의 공간구조변화가 나타났다. 지역에 따라 다른 도시공간구조를 나타내는 도시의 효율적인 관리를 위해서는 권역별 특성을 고려한 도시계획과 개발계획이 필요한 것으로 판단된다.

• 한국정밀공학회:학술대회논문집
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• 한국정밀공학회 2006년도 춘계학술대회 논문집
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• pp.567-568
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• 2006

Generally, progressive type GMP process is more efficient than batch type because there are advantages that problems of each stage(heating, press, cooling etc.) are easily grasped and a time of production is shortened. But if single cavity is used in progressive type GMP process, there is disadvantage that productivity is decreased. So, in order to improve productivity of progressive type GMP process, it is essential to secure multi cavity mold technic. In this study, as a fundamental study to develop multi cavity used in glass lens molding, we conducted a compression test for PBK40.