• Title/Summary/Keyword: Database Construction

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Comparison of physics-based and data-driven models for streamflow simulation of the Mekong river (메콩강 유출모의를 위한 물리적 및 데이터 기반 모형의 비교·분석)

  • Lee, Giha;Jung, Sungho;Lee, Daeeop
    • Journal of Korea Water Resources Association
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    • v.51 no.6
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    • pp.503-514
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    • 2018
  • In recent, the hydrological regime of the Mekong river is changing drastically due to climate change and haphazard watershed development including dam construction. Information of hydrologic feature like streamflow of the Mekong river are required for water disaster prevention and sustainable water resources development in the river sharing countries. In this study, runoff simulations at the Kratie station of the lower Mekong river are performed using SWAT (Soil and Water Assessment Tool), a physics-based hydrologic model, and LSTM (Long Short-Term Memory), a data-driven deep learning algorithm. The SWAT model was set up based on globally-available database (topography: HydroSHED, landuse: GLCF-MODIS, soil: FAO-Soil map, rainfall: APHRODITE, etc) and then simulated daily discharge from 2003 to 2007. The LSTM was built using deep learning open-source library TensorFlow and the deep-layer neural networks of the LSTM were trained based merely on daily water level data of 10 upper stations of the Kratie during two periods: 2000~2002 and 2008~2014. Then, LSTM simulated daily discharge for 2003~2007 as in SWAT model. The simulation results show that Nash-Sutcliffe Efficiency (NSE) of each model were calculated at 0.9(SWAT) and 0.99(LSTM), respectively. In order to simply simulate hydrological time series of ungauged large watersheds, data-driven model like the LSTM method is more applicable than the physics-based hydrological model having complexity due to various database pressure because it is able to memorize the preceding time series sequences and reflect them to prediction.

Priority Analysis for Infrastructure Recovery from Volcanic Disaster (사회기반시설의 화산재해 복구 우선순위 산정)

  • Park, Hyung Keun;Kang, Kyo Seok
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.34 no.3
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    • pp.989-998
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    • 2014
  • Recently volcanic eruptions and activities occurring in many parts of world have become a common global concern to many countries. The severity of these Volcanic disasters, such as of Mt. Eyjafjallajokull in Iceland and Mt. Merapi in Indonesia, have caused damages and causalities reaching astronomical levels. The infrastructure is categorized into 18sections that appropriately reflecting the survey data collected from various government agents, current inhabitant and engineers to accumulate a database on the priorities and preferences of restoring and reconstructing many kinds of infrastructure and facilities. The survey data was collect by using the "Likert 5 Scale Method" which emphasized the importance and priority of reconstruction and restoration for the specific facilities and infrastructures. The data was corrugated, organized and used in plotting and planning a strategic recovery agenda. The survey results were analyzed and verified to ensure the validity and reliability of the data by using chi-square test. This paper presents that recovery period and recovery cost to the total damage of infrastructure and facilities were used to make a recovery network with implemented construction management method. The research is expected that a more efficient and prompt recovery protocol and recovery plan can be executed and can be use as a reference and database.

Construction of DNA Profile Data Base of Strawberry Cultivars Using Microsatellite Markers (Microsatellite 마커를 이용한 딸기 품종의 DNA Profile Database 구축)

  • Hong, Jee-Hwa;Choi, Keun-Jin;Kwon, Yong-Sham
    • Horticultural Science & Technology
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    • v.32 no.6
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    • pp.853-863
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    • 2014
  • This study was carried out to construct a DNA profile database of 100 strawberry cultivars using microsatellite markers. Two hundred seventy four microsatellite primer pairs were screened with a set of 21 strawberry cultivars with different morphological traits. Twenty five primer pairs were selected because they produced reliable and reproducible fingerprints. These primer pairs were used to develop DNA profiles of 100 strawberry cultivars. Three to thirteen alleles were detected by each marker with an average of 7.50. The average polymorphism information content varied from 0.331 to 841 (average 0.706). Cluster analysis showed that the 100 cultivars were divided into 7 major groups reflecting geographic origin and pedigree information. Moreover, most of the cultivars could be discriminated by marker genotypes. These markers will be useful as a tool for the protection of plant breeders' intellectual property rights in addition to providing the means to intervene seed disputes relating to variety authentication.

Development of Long-Life Asphalt Pavements Method Using High Modulus Asphalt Mixes (고강성 기층재를 적용한 장수명 아스팔트포장 공법 개발)

  • Lee Jung-Hun;Lee Hyun-Jong
    • International Journal of Highway Engineering
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    • v.8 no.3 s.29
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    • pp.49-61
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    • 2006
  • This study suggests long-life asphalt pavement method which can save maintenance cost by increasing the design and performance period of pavements. The high modulus asphalt binder developed and then various physical tests are performed. Laboratory performance tests and accelerated pavement test are conducted for the high modulus and conventional mixtures. The test results show that dynamic modulus values of high modulus mixtures are higher than those of the conventional mixtures, The high modulus mixtures yield better fatigue, rutting and moisture damage performance than conventional mixtures. Structural analysis is performed and a database is built up for long life asphalt pavement design. Pavement response model is developed through a multiple regression analysis program, SPSS using the database. A design software for the long life pavements is developed based on the pavement response model and laboratory and field performance tests results. In addition, optimum pavement sections and materials are suggested. The suggested AC thickness of long life asphalt pavement is 29cm. A Life cycle cost analysis(LCCA) is conducted to check the economical efficiency of the long life pavement section. The LCCA result shows that initial construction costs of long life and conventional pavements are almost equal, but long life pavement is more profitable in terms of the LCCA.

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Landslide Susceptibility Mapping and Verification Using the GIS and Bayesian Probability Model in Boun (지리정보시스템(GIS) 및 베이지안 확률 기법을 이용한 보은지역의 산사태 취약성도 작성 및 검증)

  • Choi, Jae-Won;Lee, Sa-Ro;Min, Kyung-Duk;Woo, Ik
    • Economic and Environmental Geology
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    • v.37 no.2
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    • pp.207-223
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    • 2004
  • The purpose of this study is to reveal spatial relationships between landslide and geospatial data set, to map the landslide susceptibility using the relationship and to verify the landslide susceptibility using the landslide occurrence data in Boun area in 1998. Landslide locations were detected from aerial photography and field survey, and then topography, soil, forest, and land cover data set were constructed as a spatial database using GIS. Various spatial parameters were used as the landslide occurrence factors. They are slope, aspect, curvature and type of topography, texture, material, drainage and effective thickness of soil. type, age, diameter and density of wood, lithology, distance from lineament and land cover. To calculate the relationship between landslides and geospatial database, Bayesian probability methods, weight of evidence. were applied and the contrast value that is >$W^{+}$->$W^{-}$ were calculated. The landslide susceptibility index was calculated by summation of the contrast value and the landslide susceptibility maps were generated using the index. The landslide susceptibility map can be used to reduce associated hazards, and to plan land cover and construction.

Construction of a Full-length cDNA Library from Korean Stewartia (Stewartia koreana Nakai) and Characterization of EST Dataset (노각나무(Stewartia koreana Nakai)의 cDNA library 제작 및 EST 분석)

  • Im, Su-Bin;Kim, Joon-Ki;Choi, Young-In;Choi, Sun-Hee;Kwon, Hye-Jin;Song, Ho-Kyung;Lim, Yong-Pyo
    • Horticultural Science & Technology
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    • v.29 no.2
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    • pp.116-122
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    • 2011
  • In this study, we report the generation and analysis of 1,392 expressed sequence tags (ESTs) from Korean Stewartia (Stewartia koreana Nakai). A cDNA library was generated from the young leaf tissue and a total of 1,392 cDNA were partially sequenced. EST and unigene sequence quality were determined by computational filtering, manual review, and BLAST analyses. Finally, 1,301 ESTs were acquired after the removal of the vector sequence and filtering over a minimum length 100 nucleotides. A total of 893 unigene, consisting of 150 contigs and 743 singletons, was identified after assembling. Also, we identified 95 new microsatellite-containing sequences from the unigenes and classified the structure according to their repeat unit. According to homology search with BLASTX against the NCBI database, 65% of ESTs were homologous with known function and 11.6% of ESTs were matched with putative or unknown function. The remaining 23.2% of ESTs showed no significant similarity to any protein sequences found in the public database. Annotation based searches against multiple databases including wine grape and populus sequences helped to identify putative functions of ESTs and unigenes. Gene ontology (GO) classification showed that the most abundant GO terms were transport, nucleotide binding, plastid, in terms biological process, molecular function and cellular component, respectively. The sequence data will be used to characterize potential roles of new genes in Stewartia and provided for the useful tools as a genetic resource.

A Study on the Korean Local Foods for the Construction of a Traditional Korean Food Data Integration System (한국 전통음식 통합 검색 시스템 구축을 위한 향토음식 연구)

  • Shin, Seung-Mee;Joung, Kyung-Hee
    • The Korean Journal of Food And Nutrition
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    • v.21 no.2
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    • pp.227-242
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    • 2008
  • This study was conducted to construct database of Korean local foods, and to investigate the total kinds of local foods using a traditional Korean food classification system. A total of 2,137 kinds of local foods were investigated. The results for 10 local provinces are as follows. Seoul had a total of 116 kinds of local foods that were investigated including 13 main dishes, 41 side dishes, 22 kinds of ttdok lyou, 20 kinds of hangwa lyou, and 19 kinds of emuchong lyou. The Gyeonggi local foods totaled 209 kinds: 37 kind main dishes, 130 kind side dishes, 26 kinds of ttdok lyou, 7 kinds of hangwa lyou, and 9 kinds of emuchong lyou. The Gangwon local foods included a total of 198 kinds: 37 main dishes, 111 side dishes, 35 kinds of tteok lyou, 8 kinds of hangwa lyou, and 7 kinds of eumchong lyou. The Chungbuk local foods included a total of 123 kinds: 19 main dishes, 68 side dishes, 17 kinds of tteok lyou, 14 kinds of hangwa lyou, and 5 kinds of eumchong lyou. The Chungnam local foods totaled 185 kinds: 26 main dishes, 124, side dishes, 16 kinds of tteok lyou, 14 kinds of hangwa lyou, and 5 kinds of eumchong lyou. The Gyongbuk local foods investigated included 314 kinds: 52 main dishes, 170 side dishes, 52 kinds of tteok lyou, 21 kinds of hangwa lyoll, and 19 kinds of eumchong lyou. The Gyongnam local foods totaled 342 kinds: 63 main dishes, 234 side dishes, 16 kinds of tteoks lyou, 15 kinds of hangwa lyou and 14 kinds of eumchong lyou. The Jeonbuk local foods totaled 146 kinds: 25 main dishes, 85 side dishes, 18 kinds of tteok lyou, 14 kinds of hangwa lyou, and 4 kinds of eumchong lyou, The Jeonnam local foods totaled 309 kinds: 32 main dish, 207 side dishes,20 kinds of tteok lyou, 27 kinds of hangwa lyou, and 23 kinds of eumchong lyou. Finally, the Jeju local foods totaled 195 kinds: 36 main dishes, 123 side dishes, 19 kinds of tteok lyou, 10 kinds of hangwa lyou and 7 kinds of eumchong lyou.

Extraction of an Underwater Transient Signal Using Sound Mask-filter (사운드 마스크 필터를 이용한 수중 과도 신호 추출)

  • Bok, Tae-Hoon;Kim, Juho;Paeng, Dong-Guk;Lee, Chong Hyun;Bae, Jinho;Kim, Seongil
    • The Journal of the Acoustical Society of Korea
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    • v.31 no.8
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    • pp.532-541
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    • 2012
  • An underwater transient signal is distinguished from an ambient noise. Database for the underwater transient signal is required since the underwater transient signal shows various characteristics depending on acoustic features. In the paper, hence, sound mask-filter was applied to extract the transient signals which exist temporally and locally in the ocean. The standard signal was chosen and cross-correlated with the raw signal. A mask-filter for a transient signal was obtained using the threshold which was decided by the maximum likelihood method in the envelope of the cross-correlated signal. Using the sound mask-filter, the transient signal of a sea catfish {Galeichthys felis (Linnaeus)} was extracted from the underwater ambient noise. Similarly, the man-made signal was added into the noise and it was extracted by the same method. We also have demonstrated the significance of the transient signal through comparing the extracted signals depending on the standard signal. In the results, the proposed method, sound mask-filtering, could be utilized as a database construction of the transient signals in underwater noise. Particularly, this study would be useful to extract the wanted signal from arbitrary signals.

Development of an Application System for Efficient Management of Underground Water Supply Facility - Pilot Study in Chonju City - (상수도 지하시설물의 효율적 관리를 위한 응용시스템 개발 -전주시를 대상으로-)

  • 오권호;진철하;이근상;정승현;조기성
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.18 no.2
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    • pp.111-120
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    • 2000
  • Water, waste, electric and gas facilities are urban based facilities that needed in our life and are often located in underground. Therefore, underground facilities are more difficult to manage efficiently than ground facilities. It is needed to carry out survey/probe into underground facilities and to build database in order to prevent city-misfortunes being occurred because of negligent management and in order to minimize budget-waste and a traffic jam according to repetition of road excavation constructions. Also, the development of application system is required to manage efficiently underground facility. Chonju city has launched underground water supply facility computerizing project as a part of National Geographic Information System project until December 1998 and executed survey/probe into 402.89 km water supply that is 80 mm up inside central town area 39.6 $km^2$. Also, chonju city built database into 537 km water supply that is 80 mm below based on water supply card without other survey/probe works. Also, existing work process each department is changed into GIS applied work process and underground water supply facility management system is developed by its work process basis. Water supply underground facility management system that is developed is composed of sub-system like base-map management, water supply inspect, water supply management and water supply inquiry, construction work management, administration management and map management. This research presents the procedure and method of underground water supply facility survey/probe and problem being occurred during survey/probe procedure and also show the functions of each sub-systems composing underground water supply facility management system.

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Study on the Selection of the Basin Characteristics Parameters in River Basin Using Satellite Images and GIS (위성영상(衛星映像)과 GIS를 이용한 하천유역(河川流域)의 유역특성인자(流域特性因子) 추출(抽出)추출 관한 연구(硏究))

  • Jo, Myung-Hee;Ahn, Seung-Seop
    • Journal of the Korean association of regional geographers
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    • v.4 no.1
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    • pp.121-134
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    • 1998
  • In this study, the satellite images and the GIS technique are used to select the basin characteristics parameters as the basis of water resources management of river basin. The study area is Geum-ho river basin and the hydrologic characteristics data are computed through the database of the basin characteristics parameters classified by subjects with 35 maps correspond to the study basin of 1:25,000 scale as the basic map. As the result, the drawing up of land use map through satellite image processing that provides the quantitative informations for the land is very efficient to analysis the extensive land use information of the basin, and exact analysis of mass surface data is possible and the feasibility of statistic computation between spatial subjects as it superpose on other subject map is ascertained. It is thought also that the analysis of the basin characteristics data can be utilized very effectively for the basin management and the analysis of basin surface area, once it is expressed numerically for database, since the superposition analysis with different subject map and the correlative analysis with the property data are possible although the tracing process of each subject in the basic map is not efficient. Especially, modification and renewal of the data for the change of land surface become easy, therefore more rapid and exact selection of the basin characteristics data and the construction of more efficient basin management plan are possible.

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