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Features Reduction using Logistic Regression for Spam Filtering (로지스틱 회귀 분석을 이용한 스펨 필터링의 특징 축소)

  • Jung, Yong-Gyu;Lee, Bum-Joon
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.10 no.2
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    • pp.13-18
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    • 2010
  • Today, The much amount of spam that occupies the mail server and network storage occurs the lack of negative issues, such as overload, and for users to delete the spam should spend time, resources have a problem. Automatic spam filtering on the incidence to solve the problem is essential. A lot of Spam filters have tried to solve the problem emerged as an essential element automatically. Unlike traditional method such as Naive Bayesian, PCA through the many-dimensional data set of spam with a few spindle-dimensional process that narrowed the operation to reduce the burden on certain groups for classification Logistic regression analysis method was used to filter the spam. Through the speed and performance, it was able to get the positive results.

KOMPSAT-2 위성의 요각 계산방법 연구

  • Kim, Jong-Ah;Kang, Keum-Sil;Jang, Young-Jun;Yong, Sang-Soon;Kang, Song-Doug;Youn, Heong-Sik
    • Aerospace Engineering and Technology
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    • v.3 no.2
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    • pp.160-169
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    • 2004
  • In order to get the high resolution satellite image, MSC has TDI function in the KOMPSAT-2. So it is required to control the yaw angle of the attitude as operation concepts of KOMPSAT-2. This study was to explain the TDI function, to set up the geometric equation to satisfy the condition, and finally to determine the equation of yaw angle. The calculating program was developed and simulated with orbit and imaging attitude as input data, and the results were compared with the yaw steering values calculated in the on-board computer.

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A Study on the Improvement of Rules of Origin in the Korea Foreign Trade Act in the Global Trade Circumstances (국제무역환경 변화에 따른 대외무역법 원산지제도의 개선방안에 관한 연구)

  • Park, Kwang-So;Lee, Byung-Mun;Oh, Won-Suk
    • THE INTERNATIONAL COMMERCE & LAW REVIEW
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    • v.41
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    • pp.267-292
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    • 2009
  • It is a right time to improve the Korea Foreign Trade Act(KFTA) as a fundamental law on Rules of Origin(RoO) in the global trade circumstances which are summarized FTA and WTO. The KFTA's RoO constitutes the labelling system of the Country of Origin, the criterion of it, the issuing of certificate of origin and the punishing offender mainly around the importing goods. This study has focused on the problems of KFTA's RoO at the macro and practical level, and proposed the programs to improve the KFTA's RoO about importing, exporting and domestic production goods. KFTA need to create a purpose clause to protect consumers and industries also, and has to be located a general and top position in the RoO of Korea. In the concrete, the labelling system of the Country of Origin has to set limited in the point of minimum necessity view. The criterion of the Country of Origin also has to improve the wholly obtained criterion, the changing in tariff classification criterion, value added criterion and processing operation criterion to harmonize WTO Rules of Origin and FTA Rules of Origin. The punishment ceiling against offender has to raise to guarantee the effectiveness of RoO.

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Hybrid bolt-loosening detection in wind turbine tower structures by vibration and impedance responses

  • Nguyen, Tuan-Cuong;Huynh, Thanh-Canh;Yi, Jin-Hak;Kim, Jeong-Tae
    • Wind and Structures
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    • v.24 no.4
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    • pp.385-403
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    • 2017
  • In recent years, the wind energy has played an increasingly important role in national energy sector of many countries. To harvest more electric power, the wind turbine (WT) tower structure becomes physically larger, which may cause more risks during long-term operation. Associated with the great development of WT projects, the number of accidents related to large-scaled WT has also been increased. Therefore, a structural health monitoring (SHM) system for WT structures is needed to ensure their safety and serviceability during operational time. The objective of this study is to develop a hybrid damage detection method for WT tower structures by measuring vibration and impedance responses. To achieve the objective, the following approaches are implemented. Firstly, a hybrid damage detection scheme which combines vibration-based and impedance-based methods is proposed as a sequential process in three stages. Secondly, a series of vibration and impedance tests are conducted on a lab-scaled model of the WT structure in which a set of bolt-loosening cases is simulated for the segmental joints. Finally, the feasibility of the proposed hybrid damage detection method is experimentally evaluated via its performance during the damage detection process in the tested model.

Development of Unmanned Irrigation Technology Using Five Senses During the Disconnection of Communication Due to Disasters (재난재해로 인한 통신두절시 오감기술을 이용한 무인 수처리 기술 개발)

  • Kim, Jae-Yeol;You, Kwan-Jong;Jung, Yoon-Soo;Ahn, Tae-Hyoung
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.16 no.1
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    • pp.141-148
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    • 2017
  • Recently, localized heavy rain storms have been occurring frequently due to global warming, and it is difficult to shield a large number of facilities against disaster with limited manpower. The unmanned water treatment system uses five senses to analyze various judgment criteria, which are set according to field situations such as machine vibrations, the temperature of bearings, the sound of the operating machines, and the hydraulic pressure, current, and voltage of the hydraulic floodgates. It thus judges normal or abnormal operation status and conducts unmanned control of such machines. It automatically applies a system to the interruption of communications and therefore improves the reliability of its unmanned irrigation facilities. It maximizes the operational efficiency of managers responsible for various fields, enabling them to discharge water before the situation escalates to a crisis within the golden time, and to protect against damage to humans and property.

Development of River Management System with Operation of an Experimental Watershed (시험유역의 운영을 통한 하천관리시스템의 개발)

  • Kim, Sang Ho;Choi, Hung Sik;Lee, Eul Rae
    • Journal of Wetlands Research
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    • v.8 no.1
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    • pp.59-71
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    • 2006
  • River Management System was developed to achieve water quality analysis that reflects physical characteristics of river flow. The Gyecheon basin which is located at the upstream of Hoengseong dam was selected as an experimental watershed and hydrologic and water quality monitoring network was set up for acquisition of real time data. The observed data have been stored in the system until present. The hydraulic and water quality models were constructed for an experimental watershed, and the calibration and verification was performed using past flood events and observed water quality data. Graphic User Interface(GUI) was developed with ArcView in a study area. Developed system can be effectively used to water quality monitoring and management in Hoengseong Lake.

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Pragmatic Reachability Analysis of Bounded Petri Nets based on Unfoldings (언폴딩에 기반한 유한페트리넷의 실용적 도달가능성 분석)

  • Kim, Eui-Seok;Lee, Jeong-Gun;Lee, Dong-Ik
    • Journal of KIISE:Computer Systems and Theory
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    • v.27 no.6
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    • pp.599-607
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    • 2000
  • This paper suggests an efficient reachability analysis method of bounded petri nets. Reachability analysis is a fundamental basis for studying the dynamic properties of any discrete event systems. However, it takes at least exponential execution time and memory space to verify in general petri nets. That is, state space explosion problem may occur. In this paper, we attack problems of previous approaches - state space explosion and restrictions to applicable petri net classes - by formulating the reachability problem as set operation over structural relations among places on an unfolding.

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A Study on the Equipment Type of Stream Purification System that Applies Combined Physicochemical and Biological Treatment (물리·화학적 및 생물학적 처리가 결합된 장치형 하천정화 시스템에 관한 연구)

  • Eom, Han Ki;Kim, Sung Chul;Kim, Sung Su;Kim, Sam Ju
    • Journal of Korean Society on Water Environment
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    • v.33 no.3
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    • pp.273-281
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    • 2017
  • The objective of this study is to evaluate the performance of stream purification equipment system combined MBP (Micro Bubble Process) and AGBP (Aerobic Granular Biofilm Process). Based on results, the optimal HRT (Hydraulic Retention Time) of MBP and AGBP set as 0.72 and 2.4 h, respectively. In the results of continuous operation on combined MBP and AGBP, it is possible to achieve a BOD, TSS and T-P removal efficiency of 85, 90 and 94%, respectively. It also confirmed that the water quality of the stream can be purified with increasing circulation flow through water simulation evaluation applied the QUAL-NIER model. Consequently this purification system can resolve the stream purification and dry stream problem.

REVIEW OF SPENT FUEL INTEGRITY EVALUATION FOR DRY STORAGE

  • Kook, Donghak;Choi, Jongwon;Kim, Juseong;Kim, Yongsoo
    • Nuclear Engineering and Technology
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    • v.45 no.1
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    • pp.115-124
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    • 2013
  • Among the several options to solve PWR spent fuel accumulation problem in Korea, the dry storage method could be the most realistic and applicable solution in the near future. As the basic objectives of dry storage are to prevent a gross rupture of spent fuel during operation and to keep its retrievability until transportation, at the same time the importance of a spent fuel integrity evaluation that can estimate its condition at the final stage of dry storage is very high. According to the national need and technology progress, two representative nations of spent fuel dry storage, the USA and Japan, have established different system temperature criteria, which is the only controllable factor in a dry storage system. However, there are no technical criteria for this evaluation in Korea yet, it is necessary to review the previously well-organized methodologies of advanced countries and to set up our own domestic evaluation direction due to the nation's need for dry storage. To satisfy this necessity, building a domestic spent fuel test database should be the first step. Based on those data, it is highly recommended to compare domestic data range with foreign results, to build our own criteria, and to expand on evaluation work into recently issued integrity problems by using a comprehensive integrity evaluation code.

The Effects of Blanket Application on Reducing Cold Discomfort after Cesarean Section (제왕절개술후 적용한 담요의 종류가 저온불편감 회복에 미치는 효과)

  • Kim Myung-Hee;Kim Ju-Sung
    • Journal of Korean Academy of Fundamentals of Nursing
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    • v.9 no.2
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    • pp.237-245
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    • 2002
  • Purpose: This study was to examine the changes in cold discomfort according to the type of blanket used after surgery. Methods : Women scheduled for Cesarean Section were divided into two groups. After the surgery, 30 patients were covered with a warming blanket which was set at $40^{\circ}C$ by the warmer and the other 30 patients were covered with an ordinary blanket. Both group's cold discomfort was measured at 5 time points using a mercury thermometer, shivering scale. and subjective thermal sensation scale. Data were analyzed by using mean scores with t-test, paired t-test using the SPSS/WIN program. Result: At 30 min after being covered with the blanket, the axillary temperature had returned to the pre-operation temperature in both groups. At 45 min after being covered with the blanket, the women in the warming blanket group had no further shivering but for those in the ordinary blanket group shivering continued. At 45 min after being covered with the blanket, the women in the warming blanket group had returned to the condition before surgery, but those in the ordinary blanket group continued to complain of cold sensation. Conclusion: This study suggests that use of a warming blanket helps to relieve cold discomfort following surgery. This study is also expected to enhance understanding of the Importance of subjective data by exploring the difference between subjective complaints and objective data about cold discomfort.

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