• 제목/요약/키워드: Prediction of strength

검색결과 1,671건 처리시간 0.021초

A predictive model for compressive strength of waste LCD glass concrete by nonlinear-multivariate regression

  • Wang, C.C.;Chen, T.T.;Wang, H.Y.;Huang, Chi
    • Computers and Concrete
    • /
    • 제13권4호
    • /
    • pp.531-545
    • /
    • 2014
  • The purpose of this paper is to develop a prediction model for the compressive strength of waste LCD glass applied in concrete by analyzing a series of laboratory test results, which were obtained in our previous study. The hyperbolic function was used to perform the nonlinear-multivariate regression analysis of the compressive strength prediction model with the following parameters: water-binder ratio w/b, curing age t, and waste glass content G. According to the relative regression analysis, the compressive strength prediction model is developed. The calculated results are in accord with the laboratory measured data, which are the concrete compressive strengths of different mix proportions. In addition, a coefficient of determination $R^2$ value between 0.93 and 0.96 and a mean absolute percentage error MAPE between 5.4% and 8.4% were obtained by regression analysis using the predicted compressive analysis value, and the test results are also excellent. Therefore, the predicted results for compressive strength are highly accurate for waste LCD glass applied in concrete. Additionally, this predicted model exhibits a good predictive capacity when employed to calculate the compressive strength of washed glass sand concrete.

적산온도법에 의한 경량 폴리머 모르터의 초기강도 예측에 관한 연구 (A Study on the Early Strength Prediction of Lightweight Polymer Mortars by the Maturity Method)

  • 이윤수;대빈가언;연규석
    • 콘크리트학회지
    • /
    • 제10권6호
    • /
    • pp.191-202
    • /
    • 1998
  • 콘크리트의 강도발현을 양생온도와 재령의 함수로 나타내는 적산온도 방법은 시멘트 콘크리트의 강도추정에 폭넓게 사용되어 왔다. 본 연구에서는 열경화성인 불포화 폴리에스터 수지를 결합재로 한 경량 폴리머 모르터를 대상으로 하여 적산온도법에 의한 초기강도 추정방법을 구명하였다. 폴리머 모르터의 압축강도는 가사시간 및 강도발현성에 영향을 미치는 촉매 및 촉진제 첨가량을 변화시켜 실험하였으며, 또한 적산온도 이론식에 사용되는 기준온도를 산출하였다. 적산온도는 추정된 기준온도를 적용시킨 적산온도 이론식에의해 산출하였으며 경량폴리머 모르터의 압축강도는 적산온도-압축강도의 관계로부터 추정할 수 있었다. 이 연구에서 얻어진 적산온도법에 의한 경량 폴리머 모르터의 강도추정식은 열경화성 수지를 이용한 각종 폴리머 모르터나 콘크리트에도 적용가능할 것으로 판단된다.

초음파속도법에 의한 부순모래 콘크리트의 강도 추정에 관한 연구 (A Study on the Strength Prediction of Crushed Sand Concrete by Ultra-sonic Velocity Method)

  • 김명식;백동일;염치선
    • 한국구조물진단유지관리공학회 논문집
    • /
    • 제11권4호
    • /
    • pp.71-78
    • /
    • 2007
  • 현재 건설현장에서는 부순모래 콘크리트의 비파괴 강도 추정을 일반적으로 슈미트 해머를 이용한 반발경도법이나 초음파를 이용한 초음파속도법, 이 둘을 조합한 복합법을 이용하고 있으며 기존의 천연골재를 사용한 콘크리트에 의해 얻어진 여러 가지 제안식들에 적용시켜 추정하고 있다. 따라서 본 연구의 목적은 전형적인 파괴시험과 코어채취 그리고 초음파속도법을 이용하여 부순모래 콘크리트의 강도 추정식을 제안하고자 하였다. 실험의 변수는 양생재령과 양생조건 그리고 콘크리트의 설계기준강도이다.

일반강도 슬래브로 간섭받은 모서리 기둥의 유효압축강도 (Effective Compressive Strength of Corner Columns with Intervening Normal Strength Slabs)

  • 이주하
    • 한국구조물진단유지관리공학회 논문집
    • /
    • 제19권3호
    • /
    • pp.122-129
    • /
    • 2015
  • 본 연구에서는 일반강도 슬래브가 기둥 사이로 지나가는 형태의 모서리 기둥에 대한 유효압축강도 예측식을 개발하고자 하였다. 예측식 개발을 위해서 고강도 기둥-일반강도 슬래브 접합부와 조적조 구조의 유사성을 이용하였으며, 이에 더하여 기둥 단면치수에 대한 슬래브 두께의 형상비를 고려하였다. 제안된 식에 의한 예측값과 실험값의 비교를 통해 신뢰도를 확인하였으며, 설계기준 및 타 연구자들에 의한 제안식과 비교를 통해 우수성을 검증하였다. 연구결과, 제안식은 예측치에 대한 실험값의 비가 평균 1.02, 표준편차 0.15를 보여 콘크리트 구조기준 (2012)을 포함한 타 유효압축강도 예측식들에 비해 정확도 및 일관성 모두 우수한 결과를 나타냈다.

A Study on the Field Strength Prediction of a Ground-wave Based Time Broadcasting Transmitter Station in the Korean Peninsula

  • Lee, Sun Yong;Choi, Yun Sub;Hwang, Sang-Wook;Yang, Sung-Hoon;Lee, Chang-Bok;Lee, Sang Jeong
    • Journal of Positioning, Navigation, and Timing
    • /
    • 제3권2호
    • /
    • pp.83-90
    • /
    • 2014
  • In this study, to improve an existing ground-wave based time broadcasting system, a study that predicts the field distribution and field strength of the transmitted signal of a new ground-wave based time broadcasting system was performed. The prediction area was assumed to be the Korean peninsula; and to reflect the mountainous terrain of the Korean peninsula in the prediction of the variations of field distribution and field strength, a new prediction method based on the Monteath model was proposed and utilized. As field distribution changes depending on the position of a transmitter station, potential sites for the transmitter station were selected considering the geographical characteristics. In this regard, the ground conductivity information of North Korea cannot be obtained, and thus, the ground conductivity of the North Korean region was reflected considering the geological characteristics of South Korea and North Korea. Based on this, the variations of field distribution and field strength were predicted by setting the Korean peninsula as the prediction area, and the prediction results depending on the position of the transmitter station were discussed.

일축압축강도에 의한 선행압밀응력 예측 및 분석 (Prediction and Analysis of Pre-Consolidation by Unconfined Compressive Strength)

  • 송창섭;김명환
    • 한국농공학회논문집
    • /
    • 제58권6호
    • /
    • pp.71-77
    • /
    • 2016
  • This study was to evaluate the feasibility of pre-consolidation pressure distribution characteristic of western and southern coastal region, using correlation of unconfined compressive strength and preceding research equation. Pre-consolidation of western and southern region showed similar trends undrained shear strength and pre-consolidation pressure in proportion to unconfined compressive strength. Predicted results of U.S. NAVY. (1982) equation revealed a small error western 9.7 % and southern 0.4 %. Prediction correlation results of pre-consolidation using unconfined compressive strength revealed an error western 16.8 % and southern 0.7 %. It was reported that less than 20 percent of pre-consolidation pressure prediction result of Casagrande forecasting error. Estimates of pre-consolidation pressure are possible, before the standard consolidation test, because it was reported that less than 20 % of the forecasting errors of Casagrande.

응결시간과 겉보기 활성화 에너지를 이용한 고로슬래그 콘크리트의 압축강도 예측에 관한 연구 (Prediction of Compressive Strength Using Setting Time and Apparent Activation Energy of Blast Furnace Slag Concrete)

  • 김한솔;양현민;이한승
    • 한국건축시공학회:학술대회논문집
    • /
    • 한국건축시공학회 2021년도 가을 학술논문 발표대회
    • /
    • pp.101-102
    • /
    • 2021
  • The compressive strength of concrete is greatly affected by the temperature inside the concrete at the initial age immediately after pouring. The apparent activation energy of cement and the setting time of concrete are major factors influencing the development of compressive strength of concrete. This study measured the apparent activation energy and setting time according to the change in W/B for each mixing rate of Ground Granulated Blast-Furnace Slag (GGBFS). And after calculating the compressive strength prediction model, the accuracy of the prediction model was evaluated by comparing the predicted compressive strength and the compressive strength.

  • PDF

Modeling properties of self-compacting concrete: support vector machines approach

  • Siddique, Rafat;Aggarwal, Paratibha;Aggarwal, Yogesh;Gupta, S.M.
    • Computers and Concrete
    • /
    • 제5권5호
    • /
    • pp.461-473
    • /
    • 2008
  • The paper explores the potential of Support Vector Machines (SVM) approach in predicting 28-day compressive strength and slump flow of self-compacting concrete. Total of 80 data collected from the exiting literature were used in present work. To compare the performance of the technique, prediction was also done using a back propagation neural network model. For this data-set, RBF kernel worked well in comparison to polynomial kernel based support vector machines and provide a root mean square error of 4.688 (MPa) (correlation coefficient=0.942) for 28-day compressive strength prediction and a root mean square error of 7.825 cm (correlation coefficient=0.931) for slump flow. Results obtained for RMSE and correlation coefficient suggested a comparable performance by Support Vector Machine approach to neural network approach for both 28-day compressive strength and slump flow prediction.

배합조건이 다른 콘크리트의 물 시멘트비와 압축강도를 고려한 염화물 확산계수 예측모델식 구성 (Construction of Prediction Model Formula of Chloride Diffusion Coefficient Considering Water-Cement Ratio and Compressive Strength of Different Mix Conditions)

  • 이택우;박승범;윤의식
    • 한국콘크리트학회:학술대회논문집
    • /
    • 한국콘크리트학회 2005년도 봄학술 발표회 논문집(II)
    • /
    • pp.185-188
    • /
    • 2005
  • This study selected three different specified concrete strength types of mixture which were applied to domestic seawater concrete structure and measured compressive strength and chloride diffusion coefficient and composed the formula of prediction model of chloride diffusion coefficient in order to provide the useful data for concrete mix decision of seawater structures. As a result, the formula of prediction model of chloride diffusion coefficient which set W/C and compressive strength as parameters and performed multiplex regression analysis which was based on the mathematical theory was confirmed more reliable than the formula of prediction which was composed existing water-cement ratio function.

  • PDF

Prediction of the Effective Concrete Strength for Column-Slab Connections

  • Lee, Joo-Ha;Lee, Seung-Hoon;Sohn, Yu-Shin;Yoon, Young-Soo
    • 한국콘크리트학회:학술대회논문집
    • /
    • 한국콘크리트학회 2009년도 춘계 학술대회 제21권1호
    • /
    • pp.577-578
    • /
    • 2009
  • For cases where the column concrete strength exceeds 1.4 times the slab concrete strength, the KCI Code requires that either: puddled high-strength concrete(HSC) be used in the slab, or the use of vertical dowels and spirals through the joint, or the use of an effective concrete strength in the joint. This paper studies on the third strategy. A prediction model of the effective concrete strength for interior columns was proposed using an analogy of brick and mortar in brick masonry. The proposed prediction model is verified by comparison with experimental results and various design equations.

  • PDF