• Geomechanics and Engineering
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• 제33권2호
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• pp.183-194
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• 2023

This study presents the prediction of the California bearing ratio (CBR) of coarse- and fine-grained soils using artificial intelligence technology. The group method of data handling (GMDH) algorithm, an artificial neural network-based model, was used in the prediction of the CBR values. In the design of the prediction models, various combinations of independent input variables for both coarse- and fine-grained soils have been used. The results obtained from the designed GMDH-type neural networks (GMDH-type NN) were compared with other regression models, such as linear, support vector, and multilayer perception regression methods. The performance of models was evaluated with a regression coefficient (R²), root-mean-square error (RMSE), and mean absolute error (MAE). The results showed that GMDH-type NN algorithm had higher performance than other regression methods in the prediction of CBR value for coarse- and fine-grained soils. The GMDH model had an R² of 0.938, RMSE of 1.87, and MAE of 1.48 for the input variables {G, S, and MDD} in coarse-grained soils. For fine-grained soils, it had an R² of 0.829, RMSE of 3.02, and MAE of 2.40, when using the input variables {LL, PI, MDD, and OMC}. The performance evaluations revealed that the GMDH-type NN models were effective in predicting CBR values of both coarse- and fine-grained soils.

• 한국산학기술학회논문지
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• 제12권2호
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• pp.927-935
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• 2011

노상층의 지지력을 평가하는 일반적인 방법의 하나로 현장 CBR(California Bearing Ratio) 시험이 널리 이용되고 있다. 그러나 현장 CBR은 시간과 비용이 많이 소모되어 포장층의 강도특성을 단시간에 파악하기에는 어려운 단점이 있다. 최근에는 보다 신속하고 경제적인 방법으로 동적 콘관입시험(Dynamic Cone Penetrometer, DCP)이 많이 이용되고 있다. 본 논문에서는 폐석회를 혼합한 현장모형 노상토에 대하여 현장 CBR 시험과 DCP 시험을 수행하여 현장 지지력을 평가하였으며, 현장 CBR 값과 DCP 지수에 대한 상관관계를 분석하였다. 사용한 폐석회는 인천의 화학공장에서 소다회($Na_2CO_3$)를 생산하는 공정에서 부수적으로 발생하는 부산물이며, 현장시험에서는 현장함수비, 현장밀도, 현장 CBR 시험, DCP 시험을 수행하였다. 시험결과로부터 폐석회 활용도로 노상층에 대한 DCP지수를 제안하였다.

• 한국해양공학회지
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• 제29권1호
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• pp.78-84
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• 2015

Geosynthetics such as geogrids or geotextiles have been widely used to improve the bearing capacity of soft ground. This study investigated the California bearing ratio (CBR) of waste fishing net (WFN)-reinforced sand. CBR tests were carried out to evaluate the improvement in the bearing capacity of WFN-reinforced sand with different embedded depths. The experimental results indicated that the CBR increased as the embedded depth of the WFN decreased. The bearing capacity ratio (BCR) is the ratio of the bearing capacity of reinforced ground to that of unreinforced ground. The BCR at the penetration depths of 2.5 mm, 5 mm, and the peak point decreased with an increase in the embedded depth.

• 한국도로학회논문집
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• 제8권4호
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• pp.75-85
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• 2006

포장하부구조의 지지력을 평가하기 위해 많이 사용되는 방법은 평판재하시험(Plate Bearing Test) 현장 CBR시험(California Bearing Ratio Test) 등이 있으나, 시험을 수행하는데 있어 많은 인력과 시간이 소비되는 단점이 있어, 많은 연구자들은 현장에서 포장하부구조의 강성을 측정할 수 있는 간편한 방법으로 동적 콘 관입시험(Dynamic Cone Penetrometer Test)을 제안하였다. 이에 본 연구에서는 DCP의 현장적용성을 평가하기 위해, 총 4개 현장의 노상층과 보조기층에서 DCP, 평판재하시험, 현장CBR시험, FWD시험을 동시에 수행하여 그 결과를 상호 비교 분석하였다. 그 결과 DCPI, $M{FWD},\;PBT\underline{\;}K_{30}$은 서로 일정한 상관관계가 존재하는 것으로 나타났으나, CBR은 다른 결과 값들과 비교한 결과 상관관계가 매우 낮은 것으로 나타났다. 본 연구에서는 이 결과로부터 $DCPI-M_{FWD},\;DCPI-PBT\underline{\;}K_{30}$ 관계식을 다음과 같이 제안하였다. $$M_{FWD}=993.10\Big(\frac{1}{DCPI}\Big)+33.95\;R^2=0.774$ $$M_{FWD}=3.7533K_{30}+23.085\;R^2=0.69$$

• 한국지반공학회:학술대회논문집
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• 한국지반공학회 2001년도 봄 학술발표회 논문집
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• pp.433-440
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• 2001

This study was to analyze characteristics of soils reinforced by FPF(Fibrillated Polypropylene Fiber). Laboratory test, model test and field tests were performed on soils reinforced by fibers, to evaluate the shear strength characteristics. For the silty sand, clayey sand and silty clay, the influence of fiber shape, fiber length and fiber content were evaluated from compaction test, direct shear test, uniaxial test, california bearing ratio(CBR) test. Fibrillated type fiber, 5cm long with a content of 0.5% shows 5∼30% increase of friction angle and 7∼55 percent increase of CBR value.

• 한국도로학회논문집
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• 제6권3호
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• pp.17-26
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• 2004

아스팔트 포장에서 노상층의 상태를 평가하는 방법 중 하나로 현장 CBR(California Bearing Ratio)시험이 이용되고 있다. 그러나 현장 CBR 시험의 경우 시험특성상 시간과 비용이 많이 소모되어 광활한 구간에서의 각 구간별 포장층의 현장강도 특성을 일일이 파악하기란 매우 힘든 단점이 있다. 이에 현장에서 보다 신속하고 경제적으로 포장 지지력을 측정하는 방법으로 동적관입시험 (Dynamic Cone Penetrometer DCP)이 많이 사용되고있다. 이미 외국의 경우 많은 실내 외 시험을 통하여 CBR 값과 DCP 시험을 통한 DCP지수(DCP Index, mm/blow)간의 상관관계가 연구되어 왔으며 최근에 국내에서도 연구가 수행되었으나 실내에 국한된 것이었다. 따라서 본 연구에서는 국내현장에서 사용중인 노상토에 대한 현장 CBR값과 DCP지수에 대한 상관관계를 파악하는 연구를 수행하였다. 이를 통해 국외 자료와 비교하며 국내에서 노상토의 지지력을 평가하기 위한 DCP지수를 제안하고자 하였다. 연구결과, 노상층에서의 CBR 시험방법과 동적관입시험법간 상관관계식을 제시하였으며 국내 노상토의 지지력은 현장CBR값이 20$\sim$45% 범위로 설계시 CBR값을 고려한다면 상당히 우수한 것으로 나타났다.

• Geomechanics and Engineering
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• 제3권3호
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• pp.207-218
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• 2011

This article describes laboratory research done on strength evaluations for stabilized samples made of tropical fibrous peat. The stabilizing agents used were ordinary Portland cement (OPC) as binding agent and blast furnace slag (BFS) as additive. Stabilized samples were tested for their strength through unconfined compressive strength (UCS) and California bearing ratio (CBR). Different dosage rates of OPC and BFS were used in trial and error experiments for the most effective combination for stabilized peat samples that were at their natural moisture content. Stabilized trial samples were air cured for 90 days. After detecting the most effective dosage rate in the trial samples, their values were used to prepare CBR samples at their optimum moisture content (OMC). CBR samples were then air cured from 1 to 90 days and tested under un-soaked and soaked conditions. The most effective dosage rate for the stabilized peat samples was found to be close to when 75% for OPC and 25% of BFS per total weight of OPC, and BFS. As an example, if 11.25% OPC, and 3.75% BFS are mixed with peat and compacted at their OMC and air cured for 90 days, stabilized peat will have an increase in CBR of 0.8% to 45 % for un-soaked and 20% for soaked conditions.

• Geomechanics and Engineering
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• 제14권6호
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• pp.533-544
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• 2018

The importance of using materials cost effectively to enhance the strength and reduce the cost, and weight of earth fill materials in geotechnical engineering led researchers to seek for modifying the soil properties by adding proper additives. Lightweight fill materials made of soil, binder, water, and Expanded polystyrene (EPS) beads are increasingly being used in geotechnical practices. This paper primarily investigates the behavior of sandy soil, modified by EPS particles. Besides, the mechanical properties of blending sand, EPS and the binder material such as fly ash and cement were examined in different mixing ratios using a number of various laboratory studies including the Modified Standard Proctor (MSP) test, the Unconfined Compressive Strength (UCS) test, the California Bearing Ratio (CBR) test and the Direct Shear test (DST). According to the results, an increase of 0.1% of EPS results in a reduction of the density of the mixture for 10%, as well as making the mixture more ductile rather than brittle. Moreover, the compressive strength, CBR value and shear strength parameters of the mixture decreases by an increase of the EPS beads, a trend on the contrary to the increase of cement and fly ash content.

• Geomechanics and Engineering
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• 제12권1호
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• pp.111-125
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• 2017

Swelling and shrinkage characteristics of expansive fine grained soil cause volumetric changes followed by distress and damage to the structures. Soil stabilization can be explained as the alteration of the soil properties by chemical, mechanical or any other means in order to enhance the engineering properties of the soil. Utilization of industrial wastes in soil stabilization is cost effective and environment friendly. This paper presents an experimental study on stabilization of expansive soil using industrial wastes, viz. fly ash and dolochar. The paper includes the evaluation of engineering properties like unconfined compressive strength and California bearing ratio (CBR) of expansive soil collected from Balasore district of Odisha stabilized with fly ash and dolochar in different proportions and to predict the influence of these additives on engineering properties and strength characteristics of expansive soil. Both fly ash and dolochar were found to increase the CBR and decrease many index properties such as liquid limit, plastic limit, plasticity index, swelling index and UCS, thus enhancing the strength parameters of expansive soil.

• Geomechanics and Engineering
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• 제2권4호
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• pp.321-335
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• 2010

This article describes a laboratory research on stabilizing tropical peat using ordinary Portland cement (OPC) as a binding agent, and polypropylene and steel fibres as chemically inert additives. California bearing ratio (CBR) and unconfined compressive strength (UCS) tests were carried out to evaluate the increase in the strength of the stabilized samples compacted at their optimum moisture contents and air cured for up to 90 days. The results show that the UCS values of stabilized peat samples increased by as high as 748.8% by using OPC (5%), polypropylene fibres (0.15%), and steel fibres (2%). The CBR values of the samples stabilized with OPC (5%), polypropylene fibres (0.15%), and steel fibres (4%) showed an increase of as high as 122.7%. The stabilized samples showed a shrinkage in volume upon air curing and this shrinkage was measured by an index called, volume shrinkage index (VSI). The highest VSI recorded was 36.19% for peat without any additives; and the minimum was 0% for the sample containing 30% OPC, 0.15% polypropylene fibres and 2% steel fibres. The technique of stabilizing peat with OPC, polypropylene and fibres, coupled with air curing, appears to be cost-effective compared with other frequently used techniques.