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On the prediction of unconfined compressive strength of silty soil stabilized with bottom ash, jute and steel fibers via artificial intelligence

  • Gullu, Hamza;Fedakar, Halil ibrahim
    • Geomechanics and Engineering
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    • v.12 no.3
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    • pp.441-464
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    • 2017
  • The determination of the mixture parameters of stabilization has become a great concern in geotechnical applications. This paper presents an effort about the application of artificial intelligence (AI) techniques including radial basis neural network (RBNN), multi-layer perceptrons (MLP), generalized regression neural network (GRNN) and adaptive neuro-fuzzy inference system (ANFIS) in order to predict the unconfined compressive strength (UCS) of silty soil stabilized with bottom ash (BA), jute fiber (JF) and steel fiber (SF) under different freeze-thaw cycles (FTC). The dosages of the stabilizers and number of freeze-thaw cycles were employed as input (predictor) variables and the UCS values as output variable. For understanding the dominant parameter of the predictor variables on the UCS of stabilized soil, a sensitivity analysis has also been performed. The performance measures of root mean square error (RMSE), mean absolute error (MAE) and determination coefficient ($R^2$) were used for the evaluations of the prediction accuracy and applicability of the employed models. The results indicate that the predictions due to all AI techniques employed are significantly correlated with the measured UCS ($p{\leq}0.05$). They also perform better predictions than nonlinear regression (NLR) in terms of the performance measures. It is found from the model performances that RBNN approach within AI techniques yields the highest satisfactory results (RMSE = 55.4 kPa, MAE = 45.1 kPa, and $R^2=0.988$). The sensitivity analysis demonstrates that the JF inclusion within the input predictors is the most effective parameter on the UCS responses, followed by FTC.

Research on the development of the properties of PLA composites for automotive interior parts (자동차 내장재 적용을 위한 PLA 복합재료의 물성개선에 관한 연구)

  • Jung, Jae-Won;Kim, Seong-Ho;Kim, Si-Hwan;Park, Jong-Kyoo;Lee, Woo-Il
    • Composites Research
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    • v.24 no.3
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    • pp.1-5
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    • 2011
  • Since the environmental problems and new stricter regulations are forcing the industries to introduce more ecological materials for their products, biodegradable materials have attracted increasing attention. Among these materials, Polylactic acid(PLA) is a promising candidate for its modulus, strength, chemical resistance. However, PLA could not be used for automobile industries for its low heat resistance and impact strength. In this study natural fibers were (jute fiber was) introduced as reinforcements in order to improve heat resistance and impact strength of PLA. Especially for improving the adhesion between PLA and jute, various surface treatments were tried. With each treatment, we verified that the impact strength of composite was improved. With annealing treatment, we found a remarkable increase of heat resistance of PLA composite.

Effects of Rootball Media and Covering Materials for Air-layering on Rooting and Growth of Miniature Tree Material of Carpinus coreana (공중취목 피복재료가 소사나무 분재소재의 발근 및 생장에 미치는 영향)

  • 최병철;홍성각;김종진
    • Journal of Korea Foresty Energy
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    • v.21 no.1
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    • pp.32-40
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    • 2002
  • This study was carried out to investigate the effects of rootball media and covering materials for air-layering on the rooting and growth responses of miniature tree material. The experiment was performed with Carpinus coreana Nakai in the vinyl-house condition. The covering material, jute tape increased the diameter growth at 1cm above the girdling part of the tree material. The combined use of the soil mixture of peatmoss and perlite(2:1, by volume) as rootball medium and jute tape increased the dry weight of current year leaves and shoots. The number of shoot shorter than 10cm and that of leaves from the shoot were produced more by using a sphagnum moss for rootball medium than the soil mixture. The use of jute tape shortened the period required for rooting and increased the number of fine roots and the total root dry weight at girdling part of the tree material. On the other hand, the number of long roots was produced more by using the sphagnum moss than the soil mixture.

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Effects of Different Mat-Types on the Rooting and Growth in Dendranthema grandiflorum 'Ford' (식생매트가 국화 'Ford'의 발근 및 생육에 미치는 영향)

  • Nam, Yu-Kyeong;Lee, Jin-Hee;Jeong, Gi-Ryeong
    • Journal of Bio-Environment Control
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    • v.20 no.4
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    • pp.341-345
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    • 2011
  • This study was aimed to select the optimal mat condition using existing plant-mats for the efficient planting of bedding Chrysanthemum. At fifty days after cutting with Dendranthema grandiflorum 'Ford', root formation among the treatments using eight different mats outstood with the treatment using 10 mm thick coir net, which has medium inserted between mat layers - called C treatment, compared to other treatments; this treatment had the highest values in the plant height and shoot fresh weight, which were 29 cm and 5.6 g, respectively. On the contrary, in 40 days after transplanting root-formed mats to field, 12 mm thick jute net, which has medium inserted between mat layers, had the highest plants compared to other treatments. However, there was no significant difference in shoot weight compared to C treatment. In experiment of different lengths of cut, the results of growth after transplanting showed that 5 cm long cut performed best compared to 3 and 8 cm long cuts.

Effects of Vegetation Mat Conditions on Growth Characteristics of Six Sedum Cultivars (식생매트 조건이 상록성 Sedum 6품종의 생장 특성에 미치는 영향)

  • Nam, Yu-Kyeong;Lee, Jin-Hee;Park, Young-Seuk
    • Journal of agriculture & life science
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    • v.46 no.2
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    • pp.35-42
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    • 2012
  • This study was conducted to investigate growth responses at 45 days after cutting in six Sedum cultivars (S. reflexum 'Blue Spruce', S. rupestre 'Angelina', S. sexangulare, S. sexangulare var. elatum, S. spurium 'Atropurpureus', S. takesimense) using vegetation mats (individual coir tape and jute treated with different thicknesses and soil compositions) to broaden usefulness of evergreen Sedum cultivars. All the treatments including both single and interaction between treatments showed significant effects (p<0.001) on the number of branches, plant height, and shoot fresh weight except the number of branches treated with different mat types. No. of branches was showed two times in compost than in sand regardless of cultivars and mat types with the exception of S. takesimense showing no added branches in all treatments. Each plant height of all the cultivars except 'Angelina' showed the highest value under the conditions treated with 5 mm thick coir tape using compost. The fresh weight of 'Blue Spruce' treated with 5 mm thick coir tape using compost was 13.19 g of which value was the highest in all treatments. The better growth response in all Sedum cultivars was shown in the treatment of 5 mm thick coir tape than with jute net treatment.

Experimental Study on Characteristics of Natural Fiber Mat (수평 천연섬유배수재의 공학적 특성 평가를 위한 실험적 연구)

  • Kim, Ju Hyong;Cho, Sam-Deok
    • Journal of the Korean Geosynthetics Society
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    • v.4 no.2
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    • pp.3-9
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    • 2005
  • Natural fiber mat made with compressed coconut mat and jute filter is in the spotlight recently as an alternative material for sand mat, which is getting expensive in Korea. Tensile strength and permeability tests for the natural fiber mat were carried out to evaluate for its practical use in this study. Despite of very low tensile strength of coconut mat, that of jute filter was satisfied with conventional criteria of geotextile suggested by Christopher and Holtz(1985). Besides, permeability of fiber mat under high compressive pressure was greater than that of conventional sand material used as sand mat. It was found that the fiber mat has a great potential in substituting the conventional sand material.

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Determination of Ratios of Natural Ingredients for Loess(Hwangtoh) as Environmental-Friendly materials (친환경 건축자재로서 황토마감재 개발을 위한 천연혼화재 비율설정에 관한 연구)

  • Lee, Tae-Goo
    • KIEAE Journal
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    • v.6 no.2
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    • pp.51-57
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    • 2006
  • With people's awareness of environment-friendly buildings recently increasing, there is a need to develop environment-friendly construction materials to reduce indoorair pollution levels. Thus, efforts to develop loess finishing materials that can replace the finishing materials currently being used (e.g., gypsum boards and chemical products) are underway. An analysis of the characteristics of domestic loess products,however, revealed that the cracks on loess products can be lessened and their strength can be improved by adding chemical ingredients to them. Thus, this research sought to use 100% natural materials and to develop loess finishing materials. In the experiments that were conducted in this study, appropriate mixture ratios of loess and sand/silica sand were found, and cracks and contraction ratio changes in samples were analyzed by differentiating the ratios of natural ingredients, such as lime, fine jute threads, gypsum, and jute cuttings. Loess'particle size distribution was found to have a high correlation with loess decoration, and it was discovered that the mixture of lime and fine chute threads could improve the contraction ratio. Through this study, which made use of natural ingredients, environment-friendly construction materials that can exercise the original function of loess were developed.

A Textile Analysis of Woolen Carpet Excavated from Seongjeonggak Hall, in Changdeokgung Palace (창덕궁 성정각 출토 모담(毛毯) 직물 분석)

  • Pak, Seonghee;Lee, Ryangmi;An, Boyeon;Cho, Misook
    • Journal of Conservation Science
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    • v.37 no.2
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    • pp.120-134
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    • 2021
  • A Woolen carpet from the late Joseon Dynasty was unearthed in the process of repairing Seongjeonggak in Changdeokgung. Since relics are rarer than documentary records, the woolen carpet is highly valued as a relics. It is presumed to have been woven in the late 19th or early 20th century because there is a record of repairing Seongjeonggak in 1907. In the carpet, a pattern is made by inserting colored yarn dyed yellow and red onto a reddish-purple ground weave. The selvage of the woolen carpet used cotton thread, and jute is used for the warp and weft of the ground weave. The colored patterns is made of wool in the form of loop pile. Cut piles may appear occasionally when the colored yarn changes, but are almost invisible from the surface because they are pressed tightly with a shuttered weft. Making carpets with jute and wool is thought to be influenced by the Brussels carpets of the mid-18th century. Furthermore, the woolen carpet is torn and the pattern is completely unclear; however, it is understandable that the pattern is partially repeated. Microscopic and Fourier transform-Infrared spectrometer(FT-IR) analyses were performed for the above investigation. To identify the dyes used in relics, we compared them with natural dyed fabric samples based on chromaticity measurements and Ultraviolet/Visible spectrophotometer(UV-Vis) analysis. These analyses revealed that the woolen carpet's dyed green yarn did not use indigo, and reddish-purple ground weave is estimated to have used Caesalpinia sappan.