• 제목/요약/키워드: Regression Analysis Method

검색결과 4,631건 처리시간 0.028초

Estimation of saturated hydraulic conductivity of Korean weathered granite soils using a regression analysis

  • Yoon, Seok;Lee, Seung-Rae;Kim, Yun-Tae;Go, Gyu-Hyun
    • Geomechanics and Engineering
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    • 제9권1호
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    • pp.101-113
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    • 2015
  • Saturated soil hydraulic conductivity is a very important soil parameter in numerous practical engineering applications, especially rainfall infiltration and slope stability problems. This parameter is difficult to measure since it is very highly sensitive to various soil conditions. There have been many analytical and empirical formulas to predict saturated soil hydraulic conductivity based on experimental data. However, there have been few studies to investigate in-situ hydraulic conductivity of weathered granite soils, which constitute the majority of soil slopes in Korea. This paper introduces an estimation method to derive saturated hydraulic conductivity of Korean weathered granite soils using in-situ experimental data which were obtained from a variety of slope areas of South Korea. A robust regression analysis was performed using different physical soil properties and an empirical solution with an $R^2$ value of 0.9193 was suggested. Besides that this research validated the proposed model by conducting in-situ saturated soil hydraulic conductivity tests in two slope areas.

연속 강 플레이트거더교에서 내부지점보강과 외부프리스트레싱의 적용에 관한 해석적 연구 (An Analytical Study on Application of Section Increment at Internal Support with External Prestressing Method to Continuous Steel Plate Girder Bridge)

  • 심재중;홍성남;박선규
    • 한국구조물진단유지관리공학회 논문집
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    • 제14권2호
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    • pp.128-136
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    • 2010
  • 본 연구에서는 해석의 결과 내부 지점부 보강과 외부프리스트레싱의 도입이 일반 플레이트거더교의 단면보다 단면감소의 효과가 있음을 확인하였으며 특히 외부프리스트레싱의 도입으로 얻은 솟음은 교량의 처짐을 감소시켜 사용성 측면에서 긍정적인 효과를 나타냄을 확인하였다. 해석결과를 바탕으로 하여 거더 개수 별 적용가능 단면을 도시하였으며, 거더 개수가 4개일 경우에 한하여 회귀분석을 시행해 회귀식을 제시함으로써 추후에 이와 같은 단면을 사용할 때 응력예측을 가능할 수 있게 하였다.

Refined identification of hybrid traffic in DNS tunnels based on regression analysis

  • Bai, Huiwen;Liu, Guangjie;Zhai, Jiangtao;Liu, Weiwei;Ji, Xiaopeng;Yang, Luhui;Dai, Yuewei
    • ETRI Journal
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    • 제43권1호
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    • pp.40-52
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    • 2021
  • DNS (Domain Name System) tunnels almost obscure the true network activities of users, which makes it challenging for the gateway or censorship equipment to identify malicious or unpermitted network behaviors. An efficient way to address this problem is to conduct a temporal-spatial analysis on the tunnel traffic. Nevertheless, current studies on this topic limit the DNS tunnel to those with a single protocol, whereas more than one protocol may be used simultaneously. In this paper, we concentrate on the refined identification of two protocols mixed in a DNS tunnel. A feature set is first derived from DNS query and response flows, which is incorporated with deep neural networks to construct a regression model. We benchmark the proposed method with captured DNS tunnel traffic, the experimental results show that the proposed scheme can achieve identification accuracy of more than 90%. To the best of our knowledge, the proposed scheme is the first to estimate the ratios of two mixed protocols in DNS tunnels.

회귀분석을 이용한 단순화된 연성법에 의한 전면기초의 설계 (Design of Mat Foundation by Simplified Flexible Method Using Regression Analysis)

  • 문경태;박상렬
    • 대한토목학회논문집
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    • 제35권1호
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    • pp.153-164
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    • 2015
  • 전면기초의 설계 방법은 사용되는 가정에 따라 강성법과 연성법으로 구분된다. 강성법에서는 전면기초가 무한 강체이며 기초저면의 접지압 분포를 평면형으로 가정한다. 그러나 실제 기초는 강체가 아니므로 접지압이 평면형이 아닌 곡면형인 경우가 대부분으로, 강성법를 적용하는 것은 정밀한 해석이 될 수 없으며 발생되는 오차를 감수해야 한다. 한편, 연성법에서는 전면기초를 탄성지반 위에 놓인 판으로 생각하는데, 이 탄성판이론은 탄성지반 위에 무한 폭을 가진 평판에 집중하중이 작용하는 경우에 해당한다. 그런데 연성법에 의해 구하려는 모멘트, 전단력, 처짐 함수식은 매우 복잡하여 설계자가 이용하는데 많은 어려움이 있다. 또한 구조물 기초설계기준에서 복잡한 수식대신 설계를 위해 제공되는 그래프는 최대모멘트나 최대전단력을 나타내는 위험단면에서 그 함수값을 포함하고 있지 않아 이를 활용할 수 없다. 따라서, 본 연구에서는 연성법을 설계자가 보다 쉽게 이용하기 위해 회귀분석을 통하여 모멘트와 전단력, 처짐의 단순화된 함수식을 제안하였으며, 제안된 함수식들은 매우 단순화되어 활용하기 쉽고 매우 정확한 값을 제공하고 있다.

The Effect of the Cutting Parameters on Performance of WEDM

  • Tosun, Nihat
    • Journal of Mechanical Science and Technology
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    • 제17권6호
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    • pp.816-824
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    • 2003
  • In this study, variations of cutting performance with pulse time, open circuit voltage, wire speed and dielectric fluid pressure were experimentally investigated in Wire Electrical Discharge Machining (WEDM) process. Brass wire with 0.25 mm diameter and AISI 4140 steel with 10 mm thickness were used as tool and work materials in the experiments. The cutting performance outputs considered in this study were surface roughness and cutting speed. It is found experimentally that increasing pulse time, open circuit voltage, wire speed and dielectric fluid pressure increase the surface roughness and cutting speed. The variation of cutting speed and surface roughness with cutting parameters is modeled by using a regression analysis method. Then, for WEDM with multi-cutting performance outputs, an optimization work is performed using this mathematical models. In addition, the importance of the cutting parameters on the cutting performance outputs is determined by using the variance analysis (ANOVA).

유입량에 따른 빈도별 저수용량 결정에 관한 연구 (A Study on Determination of Frequency Storage Capacities by Inflows)

  • 최한규;최용묵;전광제
    • 산업기술연구
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    • 제20권A호
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    • pp.131-138
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    • 2000
  • A past monthly data is not faithful so much for a short term. But, the stochastic generation technique was provide of a long-term data. Thus this study is used a data which generated a monthly inflow amounts data by Thomas-Fiering model. This model is needed a certain process which determination of distribution, decision of continuous durability, etc. It was generated a inflow data every one month as Thomas-Fiering method. The generated inflow data was used input data for a monthly cumulative analysis. This analysis obtained a storage capacities which would be required during droughts having various return periods. It was presented a equation of fitting regression that was carried out regression analysis of 5, 10, 20, 50 years period.

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유통산업의 서비스품질 수준 비교와 전환장벽에 관한 연구 -백화점과 대형할인점을 중심으로- (A Study on the Service Quality Level and Switching Barriers in the Retail Industry -Comparing Department Store with Discount Store-)

  • 유한주;송광석
    • 품질경영학회지
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    • 제32권2호
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    • pp.109-131
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    • 2004
  • This research tried to clarify the impact of service quality on the customer satisfaction, customer retention and switching barriers in the competitive structure between department store and discount store. We measured the level of service quality by using the methodology which had been adopted in the service quality research area. Using the internet survey method, we gathered data from 750 consumers of each industry. We used various analysis methods such as the regression analysis, t-test, and hierarchical regression analysis. The results reveal different patterns in the two sectors in the retail industry with respect to switching barriers. We conclude that switching barriers play an important role in consumer satisfaction and retention.

DEVELOPMENT OF A SOUND QUALITY INDEX FOR THE EVALUATION OF BOOMING NOISE OF A PASSENGER CAR BASED ON REGRESSIVE CORRELATION

  • LEE J. K.;PARK Y. W.;CHAI J. B.;JANG H. K.
    • International Journal of Automotive Technology
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    • 제6권4호
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    • pp.367-374
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    • 2005
  • This paper proposes a sound quality index to evaluate the vehicle interior noise. The index was developed using a correlation analysis of an objective measurement and a subjective evaluation data. First, the objective set of measurements was obtained at two specified driving conditions. One is from a wide-open test condition and the other is from a constant-speed test condition. At the same time, subjective evaluation was carried out using a score of ten scale where 17 test engineers participated in the experiment. The correlation analysis between the psycho-acoustic parameters derived from the objective measurement and the subjective evaluation was performed. The most critical factors at both test conditions were determined, and the corresponding equations for the sound quality were obtained from the multiple factor regression method. Finally, a comparative work between previous index and present index was performed to validate the effectiveness of the proposed index.

A correlation-based analysis on wind-induced interference effects between two tall buildings

  • Xie, Z.N.;Gu, M.
    • Wind and Structures
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    • 제8권3호
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    • pp.163-178
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    • 2005
  • Wind-induced mean and dynamic interference effects of tall buildings are studied in detail by a series of wind tunnel tests in this paper. Interference excitations of several types of upwind structures of different sizes in different upwind terrains are considered. Comprehensive interference characteristics are investigated by artificial neural networks and correlation analysis. Mechanism of the wakes vortex-induced resonance is discussed, too. Measured results show significant correlations exist in the distributions of the interference factors of different configurations and upwind terrains and, therefore, a series of relevant regression equations are proposed to simplify the complexity of the multi-parameter wind induced interference effects between two tall buildings.

SH(shear horizontal) 초음파를 이용한 압력용기용 재료의 피로손상 예측 (The Prediction of Fatigue Damage for Pressure Vessel Materials using Shear Horizontal Ultrasonic Wave)

  • 강용호;정용근;송정일
    • 한국정밀공학회지
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    • 제26권6호
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    • pp.90-96
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    • 2009
  • Ultrasonic method using SH(shear horizontal) wave has been developed to determine the surface damage in fatigued material. Fatigue damages based on propagation energy were analyzed by multi-regression analysis in interrupted fatigue test specimen including CrMoV and 12Cr alloy steel. From the test results, as the fatigue damage increased the propagation time of the launched waves increased and amplitude of wavelet decreased. Also, analysis for the waveform modulation showed a reliable estimation, with confidence limit of 97% for 12Cr steel and 95% for CrMoV steel, respectively. Therefore, It is thought that SH ultrasonic wave technique can be applied to determine fatigue damage of in-service component nondestructively.