• Title/Summary/Keyword: Test mining

검색결과 521건 처리시간 0.025초

Performance of laterally loaded piles considering soil and interface parameters

  • Fatahi, Behzad;Basack, Sudip;Ryan, Patrick;Zhou, Wan-Huan;Khabbaz, Hadi
    • Geomechanics and Engineering
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    • 제7권5호
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    • pp.495-524
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    • 2014
  • To investigate the soil-pile interactive performance under lateral loads, a set of laboratory model tests was conducted on remoulded test bed of soft clay and medium dense sand. Then, a simplified boundary element analysis had been carried out assuming floating pile. In case of soft clay, it has been observed that lateral loads on piles can initiate the formation of a gap, soil heave and the tension crack in the vicinity of the soil surface and the interface, whereas in medium dense sand, a semi-elliptical depression zone can develop. Comparison of test and boundary element results indicates the accuracy of the solution developed. However, in the boundary element analysis, the possible shear stresses likely to be developed at the interface are ignored in order to simplify the existing complex equations. Moreover, it is unable to capture the influence of base restraint in case of a socketed pile. To bridge up this gap and to study the influence of the initial stress state and interface parameters, a field based case-study of laterally-loaded pile in layered soil with socketed tip is explored and modelled using the finite element method. The results of the model have been verified against known field measurements from a case-study. Parametric studies have been conducted to investigate the influence of the coefficient of lateral earth pressure and the interface strength reduction factor on the results of the model.

Prediction Model for the Risk of Scapular Winging in Young Women Based on the Decision Tree

  • Gwak, Gyeong-tae;Ahn, Sun-hee;Kim, Jun-hee;Weon, Young-soo;Kwon, Oh-yun
    • 한국전문물리치료학회지
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    • 제27권2호
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    • pp.140-148
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    • 2020
  • Background: Scapular winging (SW) could be caused by tightness or weakness of the periscapular muscles. Although data mining techniques are useful in classifying or predicting risk of musculoskeletal disorder, predictive models for risk of musculoskeletal disorder using the results of clinical test or quantitative data are scarce. Objects: This study aimed to (1) investigate the difference between young women with and without SW, (2) establish a predictive model for presence of SW, and (3) determine the cutoff value of each variable for predicting the risk of SW using the decision tree method. Methods: Fifty young female subjects participated in this study. To classify the presence of SW as the outcome variable, scapular protractor strength, elbow flexor strength, shoulder internal rotation, and whether the scapula is in the dominant or nondominant side were determined. Results: The classification tree selected scapular protractor strength, shoulder internal rotation range of motion, and whether the scapula is in the dominant or nondominant side as predictor variables. The classification tree model correctly classified 78.79% (p = 0.02) of the training data set. The accuracy obtained by the classification tree on the test data set was 82.35% (p = 0.04). Conclusion: The classification tree showed acceptable accuracy (82.35%) and high specificity (95.65%) but low sensitivity (54.55%). Based on the predictive model in this study, we suggested that 20% of body weight in scapular protractor strength is a meaningful cutoff value for presence of SW.

자동적인 규칙 기반 방법을 이용한 지능형 침입탐지시스템 (The Intelligent Intrusion Detection Systems using Automatic Rule-Based Method)

  • 양지홍;한명묵
    • 한국지능시스템학회논문지
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    • 제12권6호
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    • pp.531-536
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    • 2002
  • 본 연구는 유전자 알고리즘을 IDS에 적용된 오용 탐지 기법을 처음으로 제안하고 구현한 점에서 의미가 있다. 세계적인 대회인 KBD 콘테스트의 데이터를 사용하여 실험하였으며, 그에 따른 가능한 한 같은 환경 하에서 실험을 실시하였다. 실험은 레코드집합을 하나의 유전자로, 즉 하나의 공격패턴으로 간주하고 유전자 알고리즘을 활용하여 진화 시켜 침입 패턴,즉 침입 규칙(Rules)을 생성한다. 데이터 마이닝 기법중 분류(Classification)에 초점을 맞추어 분석과 실험을 하였다. 이 데이터를 중심으로 침입 패턴을 생성하였다. 즉, 오용탐지(Misuse Detection) 기법을 실험하였으며, 생성된 규칙은 침입데이터를 대표하는 규칙로 비정상 사용자와 정상 사용자를 분류하게 된다. 규칙은 "Time Based Traffic Model", "Host Based Traffic Model", "Content Model" 이 세가지 모듈에서 각각 상이한 침입 규칙을 생성하게 된다. 규칙 생성의 지속적인 업데이트가 힘든 오용탐지 기법에 지속적으로 성장하며 변화해 가는 규칙을 자동적으로 생성하는 시스템으로서, 생성된 규칙은 430M Test data 집합에서 테스트한 결과 평균 약 94.3%의 탐지율을 보였다. 테스트한 결과 평균 약 94.3%의 탐지율을 보였다.

벤치발파 설계에서 발파계수 설정에 관한 연구 (Blast Coefficient for Bench Blasting)

  • 김희도;김정규;고영훈;노유송;신명진;양형식
    • 화약ㆍ발파
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    • 제33권1호
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    • pp.1-12
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    • 2015
  • 본 연구에서는 국내 77개소의 벤치발파 현장을 조사하여 암석의 종류 및 산업별로 발파계수 C값을 설정하였고, 대표적인 산업용 화약류에 대한 실험데이터와 화약류 제조사의 데이터를 이용하여 폭약위력계수 e값을 설정하였다. 그 결과로 발파계수 C값은 화강암 등 대표적으로 조사한 암석 5종에 대한 평균적인 값의 범위가 0.21~0.30이었다. 그리고 석산, 광업 및 건설현장의 산업별로 산출한 발파계수 C값은 각각 평균 0.22, 0.13 및 0.26이었다. 한편, 폭약위력계수 e값은 화약류의 반응에너지, 탄동구포비, 폭발속도 및 Langefors 단위 중량당 강도 등 4가지로 산출하였고, 대표적인 화약류인 일반에멀젼은 1, 고성능에멀젼은 0.9 그리고 ANFO는 1로 산출되었다.

Direct shear testing of brittle material samples with non-persistent cracks

  • Haeri, Hadi;Sarfarazi, Vahab;Shemirani, Alireza Bagher;Zhu, Zheming
    • Geomechanics and Engineering
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    • 제15권4호
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    • pp.927-935
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    • 2018
  • The mechanical behavior of the brittle material samples containing the internal and edge cracks are studied under direct shear tests. It is tried to investigate the effects of stress interactions and stress intensity factors at the tips of the pre-existing cracks on the failure mechanism of the bridge areas within these cracks. The direct shear tests are carried out on more than 30 various modeled samples each containing the internal cracks (S models) and edge cracks (E models). The visual inspection and a low power microscope are used to monitor the failure mechanisms of the tested samples. The cracks initiation, propagation and coalescences are being visualized in each test and the detected failure surfaces are used to study and measure the characteristics of each surface. These investigations show that as the ratio of the crack area to the total shear surface increases the shear failure mode changes to that of the tensile. When the bridge areas are fixed, the bridge areas in between the edge cracks have less strength than those of internal cracks. However, the results of this study show that for the case of internal cracks as the bridge area is increased, the strength of the material within the bridge area is decreased. It has been shown that the failure mechanism and fracture pattern of the samples depend on the bridge areas because as the bridge area decreases the interactions between the crack tip stress fields increases.

APPLICATION OF A DUAL-ENERGY MONOCHROMATIC XRAY CT ALGORITHM TO POLYCHROMATIC X-RAY CT: A FEASIBILITY STUDY

  • Chang, S.;Lee, H.K.;Cho, G.
    • Nuclear Engineering and Technology
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    • 제44권1호
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    • pp.61-70
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    • 2012
  • In this study, a simple post-reconstruction dual-energy computed tomography (CT) method is proposed. A dual-energy CT algorithm for monochromatic x-rays was adopted and applied to the dual-energy CT of polychromatic x-rays by assigning a representative mono-energy. The accuracy of algorithm implementation was tested with mathematical phantoms. To test the sensitivity of this algorithm to the inaccuracy of representative energy value in energy values, a simulation study was performed with mathematical phantom. To represent a polychromatic x-ray energy spectrum with a single-energy, mean energy and equivalent energy were used, and the results were compared. The feasibility of the proposed method was experimentally tested with two different micro-CTs and a test phantom made of polymethyl methacrylate (PMMA), water, and graphite. The dual-energy calculations were carried out with CT images of all possible energy pairs among 40, 50, 60, 70, and 80 kVp. The effective atomic number and the electron density values obtained from the proposed method were compared with theoretical values. The results showed that, except the errors in the effective atomic number of graphite, most of the errors were less than 10 % for both CT scanners, and for the combination of 60 kVp and 70 kVp, errors less than 6.0 % could be achieved with a Polaris 90 CT. The proposed method shows simplicity of calibration, demonstrating its practicality and feasibility for use with a general polychromatic CT.

유료노인장기요양보호서비스 이용의사 결정요인 (Determining Factors of Intention to Actual Use of Charged Long-term Care Services for the Aged)

  • 유진영;전진호
    • Journal of Preventive Medicine and Public Health
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    • 제38권1호
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    • pp.16-24
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    • 2005
  • Objectives : To help develop strategies to cope with the changes arising from the rapid aging process by predicting the determining factors of intention to actual use of the charged long-term care services for elderly as perceived by the middle aged who play the major role of supports. Methods : Subjects were the parents (men 177, women 507) in their 40s of the students selected from a university of Busan city. A questionnaire survey was conducted for 4 weeks in October 2003 about the knowledge for long-term care service, the intention of actual use, and the preferences about the type of service suppliers. Data analysis was performed with frequency, chi-square test, and t-test using SPSS program (ver 10.0K), along with data mining using decision tree of Enterprise Miner V8.2 by SAS. Results : About half of the subjects (53.7%) had the actual experiences of elderly supports. Intentions to use the charged services were relatively high in home visiting nursing care service (40.1%) and long-term care facilities service (40.4%), and were influenced by previous knowledge about the services. The intentions were stronger in women, those with higher education, and those with greater income levels. Actual elderly supports were mostly (80%) done by women, and the perceived burdens for the supports were bigger in women and those of lower socioeconomic level. Desired charges were about 10,000 won for the bath service, 20,000 won for the rests services per day, and about 500,000 won for the long-term care facilities service per month. From the result of decision tree analysis, the job professionalism was the most important determining factor of intention to actual use of the services with validation as $63{\sim}71%$. Health and welfare mixed type facilities were preferred, and the most important consideration was the level of professionalism. Conclusions : Intention to actual use of the charged services was largely determined by the aspects of time and cost. Polices to increase the number of service suppliers and to decrease the burdens perceived by actual supporters were strongly recommended.

김포(金浦))지역 대동누층군(大同累層群)에 대한 고자적(古磁的) 연구 (Palaeomagnetism of the Taedong Supergroup in the Kimpo Area)

  • 김인수;민경덕;이미영;강희철;전희영
    • 자원환경지질
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    • 제26권2호
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    • pp.193-206
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    • 1993
  • A total of 111 independently oriented core samples were drilled at 12 sites in fue Kimpo area ($37.70^{\circ}N$, $126.55^{\circ}E$) of the Taedong Supergroup. The Taedong strata are composed of sandstone, conglomeratic sandstone, shale and thin coal seams. The age of the strata is known to be Late Triassic-Early Jurassic according to freshwater Esfuerites and plant fossil (Dictyophyllum-Clathropteris flora) contents. Through AF and thermal demagnetization, an area-mean ChRM direction of $D=48.3^{\circ}\;I=40.3^{\circ}\;{\alpha}_{95}=7.9^{\circ}\;k=59.5$, n=7 was obtained. It passed fold and reversal test in the formation-mean level. Fold test was not significant in the area-mean level. The palaeomagnetic north pole calculated from the area-mean lies at $46.3^{\circ}N$, $222.0^{\circ}E$ with dp=5.7, $dm=9.5^{\circ}$. This pole position is very similar to those of the South China Block (SCB) in Triassic times. Palaeolatitude of the Kimpo area in the Taedong times was $23.0^{\circ}N$, again very similar to the palaeolatitude of the South China Block in the Late Triassic. This low latitude of the study area at the time of deposition explains the tropical-subtropical nature of fossil contents of the Taedong Supergroup.

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A fracture mechanics simulation of the pre-holed concrete Brazilian discs

  • Sarfarazi, Vahab;Haeri, Hadi;Shemirani, Alireza Bagher;Nezamabadi, Maryam Firoozi
    • Structural Engineering and Mechanics
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    • 제66권3호
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    • pp.343-351
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    • 2018
  • Brazilian disc test is one of the most widely used experiments in the literature of geo-mechanics. In this work, the pre-holed concrete Brazilian disc specimens are numerically modelled by a two-dimensional discrete element approach. The cracks initiations, propagations and coalescences in the numerically simulated Brazilian discs (each containing a single cylindrical hole and or multiple holes) are studied. The pre-holed Brazilian discs are numerically tested under Brazilian test conditions. The single-holed Brazilian discs with different ratios of the diameter of the holes to that of the disc radius are modelled first. The breakage load in the ring type disc specimens containing an internal hole with varying diameters is measured and the crack propagation mechanism around the wall of the ring is investigated. The crack propagation and coalescence mechanisms are also studied for the case of multi-holes' concrete Brazilian discs. The numerical and experimental results show that the breaking mechanism of the pre-holed disc specimens is mainly due to the initiation of the radially induced tensile cracks which are growth from the surface of the central hole. Radially cracks propagated toward the direction of diametrical loading. It has been observed that for the case of disc specimens with multiple holes under diametrical compressive loading, the breaking process of the modelled specimens may occur due to the simultaneous cracks propagation and cracks coalescence phenomena. These results also show that as the hole diameter and the number of the holes increases both the failure stress and the crack initiation stress decreases. The experimental results already exist in the literature are quit agree with the proposed numerical simulation results which validates this simulation procedure.

하이브리드 SOM을 이용한 효율적인 지식 베이스 관리 (An Efficient Knowledge Base Management Using Hybrid SOM)

  • 윤경배;최준혁;왕창종
    • 정보처리학회논문지B
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    • 제9B권5호
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    • pp.635-642
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    • 2002
  • 정보 기술 분야의 지능화 요구는 매우 빠르게 증가하고 있다. 특히 대량의 데이터로부터 지식을 찾아내어 최적의 의사결정을 해야하는 KDD(Knowledge Discovery in Database)분야에서는 그 요구가 더욱 더 크게 된다. 지능화된 의사결정을 위해서는 대용량 지식 베이스(Knowledge Base)의 효율적인 관리가 무엇보다도 중요하다. 본 논문에서는 이러한 지식 베이스로부터 의사결정 관리에 필요한 지식을 얻기 위해 효율적으로 지식 베이스를 검색하고 갱신하는 관리 방법을 위해 자율학습 신경망인 자기조직화 지도에 확률적 분포 이론을 결합한 하이브리드(Hybrid) SOM을 제안한다. 제안 방법을 이용한 효율적 지식 베이스의 관리를 시뮬레이션 실험을 통하여 수행하였다. 실험을 통해 본 논문에서 제안하는 Hybrid SOM이 지식 베이스 관리에 효율적인 성능을 나타냄이 증명되었다.