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Research Trend Analysis for Fault Detection Methods Using Machine Learning (머신러닝을 사용한 단층 탐지 기술 연구 동향 분석)

  • Bae, Wooram;Ha, Wansoo
    • Economic and Environmental Geology
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    • v.53 no.4
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    • pp.479-489
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    • 2020
  • A fault is a geological structure that can be a migration path or a cap rock of hydrocarbon such as oil and gas, formed from source rock. The fault is one of the main targets of seismic exploration to find reservoirs in which hydrocarbon have accumulated. However, conventional fault detection methods using lateral discontinuity in seismic data such as semblance, coherence, variance, gradient magnitude and fault likelihood, have problem that professional interpreters have to invest lots of time and computational costs. Therefore, many researchers are conducting various studies to save computational costs and time for fault interpretation, and machine learning technologies attracted attention recently. Among various machine learning technologies, many researchers are conducting fault interpretation studies using the support vector machine, multi-layer perceptron, deep neural networks and convolutional neural networks algorithms. Especially, researchers use not only their own convolution networks but also proven networks in image processing to predict fault locations and fault information such as strike and dip. In this paper, by investigating and analyzing these studies, we found that the convolutional neural networks based on the U-Net from image processing is the most effective one for fault detection and interpretation. Further studies can expect better results from fault detection and interpretation using the convolutional neural networks along with transfer learning and data augmentation.

The Regional Folk Plants in Jeollabuk-do Province, Korea (전라북도 지역의 민속식물)

  • Chun, Young-Moon;Park, Moon-Su
    • Korean Journal of Environmental Biology
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    • v.32 no.3
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    • pp.250-262
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    • 2014
  • This study was carried out from March 2013 to July 2014 with the aim of examining folk plants used in Jeollabuk-do Province. The analysis of 885 surveys collected from 59 residents of 11 cities and counties shows that a total of 154 taxa composed of 137 genera, 140 species, 2 subspecies and 12 varieties belonging to 66 families are currently used in the province. Regionally, Wanju had the greatest variety with 135 taxa, followed by Gochang with 128, Muju with 104, and Jinan with 103. In terms of their use, the plants were most frequently used as food and medicine, with 112 taxa of edible, 62 taxa of medicine, 4 taxa of ornamental, 3 taxa of dye, 3 taxa of oil, 1 taxa of aroma, 1 taxa of sap, 1 taxa of spice, and 9 taxa of miscellaneous use. Regarding plant parts, leaves were used most often, followed by fruits, stems and roots. The coincidence degree between the standard names of plants and their local names was the highest in Muju at 59.4%, followed by Wanju at 51.8%, Buan at 51.0%, Gochang at 50.4% and Jinan at 46.3%. The information on how to use folk plants was almost always orally transmitted.

Morphological Changes of Accessory Genital Organs Induced by Treatment with Different Concentration of Estrogen Receptor Agonist in the Male Mouse (수컷 생쥐에서 에스트로겐 수용체 촉진제의 농도별 투여에 의한 부속 생식샘의 형태학적 변화)

  • Cho, Young-Kuk;Han, Ji-Yeon;Cho, Hyun-Wook
    • Applied Microscopy
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    • v.41 no.4
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    • pp.265-276
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    • 2011
  • The aim of the present study is to validate the effects of treatment with different concentration of estrogen receptor alpha agonist, propyl pyrazole triol (PPT) on the weight and histological structure in the accessory reproductive organs (ventral prostate, seminal vesicle and preputial gland) of male mouse. Treated groups received different doses of PPT 0.01 mg, 0.1 mg and 1.0 mg per week respectively, for 3, 5, and 8 weeks. In general, the weight of reproductive organs was increased in PPT 0.01 mg and 0.1 mg treatment, however decreased in PPT 1.0 mg treatment. Epithelial tissues in the ventral prostate were changed from simple columnar epithelium to squamous or cuboidal epithelium in the treated groups. On week 3, PPT groups caused decrease of epithelial cell height in the ventral prostate. Lumen of the seminal vesicle was narrowed in the treated group. Epithelial cell height of seminal vesicle was reduced in the PPT treatment. Acinus tissue of preputial gland in PPT 1.0 mg treatment was dramatically atrophied than that of control group. These results are useful as a reference to determine the administration concentration of PPT in experiments for understanding the physiological functions of estrogen in the male.

A Study on Pyrolysis of Styrene Dimer Fraction (SDF) (스티렌 이량체 유분의 열분해 연구)

  • Pei, Hai-Song;Kang, Yong;Cho, Deug-Hee;Choi, Myong-Jae;Lee, Sang-Bong
    • Applied Chemistry for Engineering
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    • v.17 no.3
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    • pp.321-326
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    • 2006
  • Thermal degradation of styrene dimer fraction (SDF, main compound: 47 wt% of 1,3-diphenylpropane), 5~15% of total products produced during decomposition of waste expanded polystyrene (WEPS) was investigated. Reaction condition of $360^{\circ}C$, and 152 kPa to 202 kPa was an optimum for high pressure degradation. Under this operating condition, the yield of oil was 73.8% and the selectivities to Ben, Tol, EB, SM, and AMS were 0.4, 30.9, 15.0, 19.6, and 4.2%, respectively. Non-catalytic fixed bed continuous degradation was conducted at reaction temperatures of $510{\sim}610^{\circ}C$ and contact time ranges of 2~24 min, where the yield was increased by increasing of reaction temperature and contact time. A $Cr_2O_3$ catalyst showed the highest activity and SM yield among acid, base, and redox catalysts. The conversion of 74.6% and the yield of Ben, Tol, EB, SM, and AMS were 0.4, 21.6, 9.7, 17.9, and 3.5%, respectively at $560^{\circ}C$ and contact time of 24 min. It is thought that styrene is converted to EB and other secondary products throughout the formation of diradicals of styrene.

Catalytic Oxidation of Volatile Organic Compounds Over Spent Three-Way Catalysts (배기가스 정화용 폐 자동차 촉매를 이용한 휘발성 유기화합물의 제거)

  • Shim, Wang Geun;Kim, Sang Chai
    • Applied Chemistry for Engineering
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    • v.19 no.5
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    • pp.574-581
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    • 2008
  • The optimum regeneration conditions for the regeneration of three way spent catalysts (TWCs), which were taken from automobiles with different driving conditions, were investigated to evaluate the suitability as alternative catalysts for removing VOCs. The spent catalysts were washed with five different acids ($HNO_3$, $H_2SO_4$, $C_2H_2O_4$, $C_6H_8O_7$, and $H_3PO_4$) to remove contaminants and examine the optimum conditions for recovering the catalytic activity. The physicochemical properties of spent and its regenerated TWCs were evaluated by using nitrogen adsorption-desorption isotherms, XRD, and ICP. The relative atomic ratios of contaminants and platinum group metals (PGMs) of the spent TWCs were greatly dependent on the placed positions. The main contaminants formed were lubricant oil additives and metallic components. Also, the regeneration treatment increased the PGMs ratio, BET surface area, and average pore diameter of TWCs. The catalytic activity results indicated that the spent TWCs have the possibility for removing VOCs. Moreover, the employed acid treatments greatly enhanced the catalytic activity of the spent TWCs. Especially, nitric and oxalic acids provided the most improvement in the catalytic behavior. The catalytic activities of the regenerated TWCs were significantly influenced by the containing platinum ratios rather than the removal ratios of contaminants and the changes in the structural properties offered by the acid treatments.

Effect of Wrapping Treatment on the Dispersion of MWNT in CNT/ABS/SAN Composites (CNT/ABS/SAN계의 분산성에 미치는 MWNT Wrapping 전처리 효과)

  • Kim, Sung Tae;Park, Hae Youn;No, Tae Kyeong;Kang, Dong Gug;Jeon, Il Ryeon;Seo, Kwan Ho
    • Applied Chemistry for Engineering
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    • v.23 no.4
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    • pp.372-376
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    • 2012
  • Carbon nanotubes (CNT) are considered as one of ideal nano-fillers in the field of composites with their excellent electrical, mechanical, and thermal properties. Therefore CNT composites are increasingly used in fabricating conductive materials, structural materials with high strength and low weight, and multifunctional materials. The main problem of the CNT composites is difficulty in the dispersion of CNT in the polymer matrix. In this study multi-walled carbon nanotubes (MWNT) were pretreated by the physical process utilizing a wrapping method. After the pretreatment polymer/MWNT nanocomposites were prepared by melt processing. The effect of functionalization MWNT by wrapping with styrene acrylonitrile (SAN) on the mechanical and electrical properties of acrylonitrile butadiene styrene resin (ABS)/MWNT composites was studied by comparing the properties of ABS mixed with the neat MWNT. Electrical and mechanical properties of ABS/MWNT nanocomposites were studied as a function of the functionalization and content of MWNT. The tensile strength of the ABS/MWNT nanocomposites increased, but the impact strength decreased. The polymer wrapping in ABS system has little effect on the improvement of electrical properties.

Efficient Triplet-triplet Annihilation-based Upconversion in Vegetable Oils (식물성 오일에서 구현되는 삼중항-삼중항 소멸법에 의한 Upconversion 분석)

  • Shin, Sung Ju;Choe, Hyun Seok;Park, Eun-Kyoung;Kyu, Hyun;Han, Sangil;Kim, Jae Hyuk
    • Applied Chemistry for Engineering
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    • v.27 no.6
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    • pp.639-645
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    • 2016
  • We herein report efficient triplet-triplet annihilation upconversion (TTA-UC) achieved in various non-toxic and non-volatile vegetable oils as a UC media using platinum-octaethylporphyrin (PtOEP) and 9,10-diphenylanthracene (DPA) as a sensitizer and acceptor, respectively. Green-to-blue UC was readily achieved from PtOEP/DPA solution in vegetable oils with the quantum yield of 8% without any deoxygenation process. The UC efficiency was found to be significantly dependent on the contents of unsaturated hydrocarbon in vegetable oils and viscosity of the solution, as well. Though the Stern-volmer constant and quantum yield in vegetable oils were measured to be lower than those measured in the deaerated organic solvent, the quenching efficiency was still high enough to be 93%. In the sunflower oil, the UC threshold intensity ($I_{th}$) was approx. $100mW/cm^2$, which is far larger than the sunlight intensity, but we believe that the UC achieved in non-toxic and air-saturated media was still highly applicable to nontraditional visualization techniques such as bioimaging.

Storage Stability of Intermediate Moisture Deep-Fried Mackerel (고등어튀김 중간수분식품(中間水分食品)의 저장안정성(貯藏安定性))

  • Lee, Eung-Ho;Chung, Sook-Hyun;Cho, Soon-Yeong;Cha, Yong-Jun;Kim, Se-Kwon
    • Korean Journal of Food Science and Technology
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    • v.15 no.4
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    • pp.353-358
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    • 1983
  • This study indicated that mackerel flesh can be prepared as an intermediate moisture deep-fried product. The fillet were cut into $2{\times}2{\times}1.5cm$ (about 4g each): then submerged in an infusion solution (lg flesh: 1ml solution) containing 45.9% of water, 6% of sodium chloride, 40% of sorbitol, 2.4% of propylene glycol, 0.7% of potassium sorbate, 3% of sugar, 2% of monosodium glutamate, and $0.6m{\ell}$ of alcoholic extracts from red pepper, and heated for 10 min at $105^{\circ}C$. The infused flesh was drained for 15 min and then coated with batter and crumb. The pieces were deep fried in soybean oil for 3 min at $170^{\circ}C$ and cooled on absorbent paper. The initial water activity of the product was 0.86. Judging from the results of experimental data such as peroxide value, TBA value, viable cell count and sensory evaluation, the quality of products were stable for 50 days at room temperature ($25{\pm}2^{\circ}C$).

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Production of ${\gamma}$-Linolenic Acid by Mortierella isabellina IFO 8183 (Mortierella isabellina IFO 8183에 의한 ${\gamma}$-Linolenic Acid 생산)

  • Yang, Dong-Hyun;Nam, Hee-Sop;Lee, Sang-Hyub;Bang, Won-Gi
    • Korean Journal of Food Science and Technology
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    • v.21 no.6
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    • pp.808-814
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    • 1989
  • To produce ${\gamma}-linolenic$ acid by a mold, cultural conditions of Mortierella isabellina IFO 8183 were investigated. It was found that the increase of initial pH resulted in the decrease of the ${\gamma}-Linolenic$ acid content and the increase of the C/N ratio of medium resulted in the increase of the lipid content. Addition of sodium acetate into the medium resulted in the increased of cell yield, lipid yield, ${\gamma}-Linolenic$ acid content and ${\gamma}-Linolenic$ acid productivity. Under the optimum coditions(glucose, $NH_4NO_3$, C/N ratio of 40, pH 6.0, $30^{\circ}C$ and 0.5% of sodium acetate), the following results were obtained: cell yield, 0.347(g dry biomass/g glucose; lipid yield, 0.18(g lipid/g glucose); lipid content, 0.52(g lipid/g dry biomass); ${\gamma}-linolenic$ acid content, 60(mg ${\gamma}-linolenic$ acid/g lipid); maximum ${\gamma}-linolenic$ acid concentration, 347mg/l after incubation of 8 days.

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Growth Characteristics and Nutritive Value of Chufa (Cyperus esculentus L.) for Forage Resource (사료자원으로서 Chufa (Gyperus esculentus L.)의 생장특성과 사료가치)

  • 이성규;황의경
    • Journal of The Korean Society of Grassland and Forage Science
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    • v.22 no.1
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    • pp.1-8
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    • 2002
  • Chufa (Cyperus esculentus L.) belongs to one of the sedge family and pows well in summer. The aboveground part of chufa is mostly consisted of leaves and the underground part is mostly composed of a clump of fibrous root with tuber. At the seeding year, it does not reproductive development but produces a lot of tuber. It produced many tillers from the tuber and grows in clumps as a bunch type. The plant height of mature chufa was 73 to 75cm and it grown fully in the middle of July. The number of tillers were increased rapidly until the end of July and still increased slowly after August but it showed very poor growth. The final fresh weight and dry matter yield of aboveground part of chufa were 40.3 tou/ha and 12.1 tou/ha. respectively. The regrowth of aboveground part was vigorous in the early stage of growth after 1st cutting but it was decreased rapidly after the second cutting. In control plot, the number of tubers per a clump were 722 at final stage and their fresh and drymatter yields per m: were 4.2kg and 1.9kg, respectively. In experimental plots, the amount of tubers was decreased steadily according to delay of cutting date, but late cutting date was not affect the tuber formation severely because the tuber produced already early in August. The nutritive value of chufa in vegetative growth stage was good but it was decreased according to growing up. The contents of crude protein(CP), neutral detergent fiber(NDF), dry matter digestibility (DMD) and total digestible nutrients(TDN) of aboveground part of chufa harvested finally were 6.1%, 51.5%, 39.8%, 33.2% and 39.4%, respectively. The contents of crude protein(CP), neutral detergent fiber(NDF), dry matter digestibility(DMD) and total digestible nutrients(TDN) of tubers of chufa were 6.1%, 81.5%, 39.8%, 33.2% and 39.4%, respectively and the content of oil was as high as 16.2%, especially.