• 제목/요약/키워드: Geotechnical data

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DEVELOPMENT OF A GIS-BASED GEOTECHNICAL INFORMATION ENTRY SYSTEM USING THE GEOTECHNICAL INVESTIGATION RESULT FORM AND METADATA STANDARDIZATION

  • YongGu Jang;HoYun, Kang
    • 국제학술발표논문집
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    • The 3th International Conference on Construction Engineering and Project Management
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    • pp.1388-1395
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    • 2009
  • In March 2007, Korea's Ministry of Construction & Transportation (MOCT) established "Guidelines on the Computerization and Use of Geotechnical Investigation Results," which took effect as official instructions. The 2007 Geotechnical Information DB Construction Project is underway as a model project for a stable geotechnical information distribution system based on the MOCT guidelines, accompanied by user education on the geotechnical data distribution system. This study introduces a geotechnical data entry system characterized by the standardization of the geotechnical investigation form, the standardization of metadata for creating the geotechnical data to be distributed, and the creation of borehole space data based on the world geodetic system according to the changes in the national coordinate system, to define a unified DB structure and the items for the geotechnical data entry system and to computerize the field geotechnical investigation results using the MOCT guidelines. In addition, the present operating status of the geotechnical data entry system and entry data processing statistics are introduced through an analysis of the model project, and the problems of the project are analyzed to suggest improvements. Education on, and the implementation of, the model project for the geotechnical data entry system, which was developed via the standardization of the geotechnical investigation results form and the metadata for institutions showed that most users can use the system easily. There were problems, however, including those related to the complexity of metadata creation, partial errors in moving to the borehole data window, partial recognition errors in the installation program for different computer operating systems, etc. Especially, the individual standard form usage and the specificity of the person who enters the geotechnical information for the Korea National Housing Corporation, among the institutions under MOCT, required partial improvement of the geotechnical data entry system. The problems surfaced from this study will be promptly addressed in the operation and management of the geotechnical data DB center in 2008.

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지반정보 3차원 영상화 및 해석기술 개발 (3D Visualization and Analysis of Geotechnical Information)

  • 김광은;송원경;신희순
    • 한국지반공학회:학술대회논문집
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    • 한국지반공학회 1999년도 가을 학술발표회 논문집
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    • pp.371-378
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    • 1999
  • A prototype computer program was developed which visualizes various kinds of geotechnical information using 3D object graphics techniques. The program integrates various kinds of geotechnical data such as surface geology map, boreholes data, geophysical data as well as man made subsurface structures. It also reads NGIS DXF map and generates digital elevation model from iso-elevation line layer of the DXF map. All the data are put into a 3D model as 3D objects. The created 3D model can be viewed and analysed in a interactive 3D way.

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충청도 내 일반국도 절토사면의 현황자료와 위험도간의 상관성분석 (Correlation Analysis between Inventory data and danger grade of Cut slope in Chungcheongdo)

  • 김진환;이종현;김승현;이정엽;구호본
    • 한국지반공학회:학술대회논문집
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    • 한국지반공학회 2008년도 추계 학술발표회
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    • pp.980-983
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    • 2008
  • KICT has been carrying out inventory research on the cut slopes of national roads. Inventory research results are basic data used in cut slope management system. Inventory data are classified by general status, cut slope characteristics and inspector opinion. Cut slope inventory data are utilized to figure out dangerous slopes and decide survey ranking of detailed safety diagnostication. This paper will draw dangerous cut slope and more important inventory data in Chungcheongdo via correlation analysis.

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AI 및 텍스트 마이닝 기법을 활용한 지반조사보고서 데이터 추출 자동화 (Automated Data Extraction from Unstructured Geotechnical Report based on AI and Text-mining Techniques)

  • 박지민;서완혁;서동희;윤태섭
    • 한국지반공학회논문집
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    • 제40권4호
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    • pp.69-79
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    • 2024
  • 현장 지반정수 데이터는 다양한 현장 및 실내시험을 통해 획득된 후 지반조사보고서의 형태로 작성되어 유통된다. 효율적인 설계 및 시공을 위해선 지반정수의 디지털 데이터베이스화가 필수적이나, 현재 지반조사보고서 데이터는 수동 입력 방식으로 많은 시간과 인력이 소요되며, 오류가 발생하기도 한다. 본 연구는 이미지 기반 딥러닝 모델 및 텍스트 마이닝 기법을 사용하여 지반조사보고서에서 데이터를 자동으로 추출하는 방법을 제안하였다. 딥러닝 기반의 페이지 분류 모델과 텍스트 서칭 알고리즘을 사용하여 지반조사보고서 부록 내 세부 지반시험 결과 보고서를 100%의 정확도로 분류할 수 있었다. 컴퓨터 비전 알고리즘을 통해 보고서 페이지 내 유효한 데이터 영역을 결정하고, 텍스트 분석을 통해 추출 데이터 항목과 상응하는 지반 데이터를 짝지어 데이터를 추출했다. 제안한 모델은 205개의 지반조사 보고서로 구성된 데이터셋을 통해 검증되었으며, 평균 93.0%의 데이터 추출 정확도를 기록하였다. 마지막으로, 추출 모델의 실무 적용성을 위해 사용자 인터페이스 기반 프로그램을 개발하였다. 프로그램 내 사용자 상호작용을 통해 지반조사보고서 PDF 파일을 업로드하고 자동으로 보고서를 분석 및 데이터를 추출, 편집할 수 있도록 했다. 이를 통해 지반조사보고서의 디지털화 및 지반 데이터베이스 구축이 더욱 효율적이고 정확하게 이루어질 수 있을 것으로 판단된다.

Multi-sensor data fusion based assessment on shield tunnel safety

  • Huang, Hongwei;Xie, Xin;Zhang, Dongming;Liu, Zhongqiang;Lacasse, Suzanne
    • Smart Structures and Systems
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    • 제24권6호
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    • pp.693-707
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    • 2019
  • This paper proposes an integrated safety assessment method that can take multiple sources data into consideration based on a data fusion approach. Data cleaning using the Kalman filter method (KF) was conducted first for monitoring data from each sensor. The inclination data from the four tilt sensors of the same monitoring section have been associated to synchronize in time. Secondly, the finite element method (FEM) model was established to physically correlate the external forces with various structural responses of the shield tunnel, including the measured inclination. Response surface method (RSM) was adopted to express the relationship between external forces and the structural responses. Then, the external forces were updated based on the in situ monitoring data from tilt sensors using the extended Kalman filter method (EKF). Finally, mechanics parameters of the tunnel lining were estimated based on the updated data to make an integrated safety assessment. An application example of the proposed method was presented for an urban tunnel during a nearby deep excavation with multiple source monitoring plans. The change of tunnel convergence, bolt stress and segment internal forces can also be calculated based on the real time deformation monitoring of the shield tunnel. The proposed method was verified by predicting the data using the other three sensors in the same section. The correlation among different monitoring data has been discussed before the conclusion was drawn.

건설현장 활용을 위한 GIS기반의 국가지반정보DB 고찰 (Consideration of National Geotechnical Information Database based on GIS for application to construction sites)

  • 김상석;장용구;강호윤;강인준
    • 한국측량학회:학술대회논문집
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    • 한국측량학회 2007년도 춘계학술발표회 논문집
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    • pp.399-402
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    • 2007
  • National Geotechnical Information Database Project based on GIS has begun as public works and continued until now, the whole of country has been target on since the 2003. Today, the 60,581 number of geotechnical data(counted by bering number) have been constructed as GIS-DB and they are being serviced at the National Geotechnical Information Integration Management System(NGIIMS)(http://www.geoinfo.or.kr). In this study, we considered operation status of NGIIMS, GIS-DB distribution of Geotechnical Information and utilization in order to investgate applicability of National Geotechnical Information Database. The results appeared that Geotechnical Information DB was along road-center, and in the case of complex, was only to some area. But after the 2007 when the law of computerization responsibility would be institutionalized, the more geotechnical data will be constructed and be able to use at a construction site.

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The investigation of the applicability of Monte Carlo Simulation in analyzing TBM project requirements

  • Ulku Kalayci Sahinoglu
    • Geomechanics and Engineering
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    • 제39권1호
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    • pp.1-11
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    • 2024
  • Geotechnical parameter estimation is critical to the design, performance, safety, and cost and schedule management in Tunnel Boring Machine projects. Since these parameters vary within a certain range, relying on mean values for evaluation introduces significant risks to the project. Due to the non-homogeneous characteristics of geological formation, data may not exhibit a normal distribution and the presence of outliers might be deceptive. Therefore, the use of reliable analyses and simulation models is inevitable in the course of the data evaluation process. Advanced modeling techniques enable comprehensive analysis of the project data and allowing to model the uncertainty in geotechnical parameters. This study involves using Monte Carlo Simulation method to predict probabilistic distributions of field data, and therefore, establish a basis for designs and in turn to minimize project risks. In the study, 166 sets of geotechnical data Obtained from 35 boreholes including Standard Penetration Test, Limit Pressure, Liquid Limit, and Plastic Limit values, which are mostly utilized parameters in estimating project requirements, were used to estimate the geotechnical data distribution of the study field. In this context, firstly, the data was subjected to multi-parameter linear regression and variance analysis. Then, the obtained equations were implemented into a Monte Carlo Simulation, and probabilistic distributions of the geotechnical data of the field were simulated and corresponding to the 90% probability range, along with the minimum and maximum values at the 5% probability levels presented. Accordingly, while the average SPT N30 value is 42.86, but the highest occurrence rate is 50.81. For Net Limit Pressure, the average field data is 17.07 kg/cm2, with the maximum occurrence between 9.6 kg/cm2 and 13.7 kg/cm2. Similarly, the average Plastic Limit value is 22.32, while the most probable value is 20.6. The average Liquid Limit value is 56.73, with the highest probability at 54.48, as indicated in the statistical data distribution. Understanding the percentage distribution of data likely to be encountered in the project allows for accurate forecasting of both high and low probability scenarios, offering a significant advantage, particularly in ordering TBM requirements.

GIS용 시추자료 관리 프로그램 개발 (Development of a program for the management of boreholes logging data associated with GIS)

  • 송원경;신희순;박형동
    • 한국지반공학회:학술대회논문집
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    • 한국지반공학회 1999년도 가을 학술발표회 논문집
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    • pp.337-344
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    • 1999
  • A database program, named Geoscope, was developed to effectively manage the enormous boreholes log data produced during the geotechnical investigation works in construction and mining Industry This program was designed to give a maximum conveniences to the end users when dealing with the geotechnical data obtained. Most of the values related to geotechnlcal attributes can be selected by a simple click of the mouse in list boxes or small windows provided by the program. Logging chart is automatically created at the same time as the input of the data in the form designated by the user. The made file format and the relational database system adopted in this program, furthermore, can allow the data to be associated with other GIS programs.

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절토사면 현황자료를 이용한 충청도 관내 위험절토사면 분포 연구 (Study on Dangerous Cut-slopes Distribution Using Inventory Data in Chungcheongdo)

  • 김진환;구호본;이종현;윤천주
    • 한국지반공학회:학술대회논문집
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    • 한국지반공학회 2008년도 춘계 학술발표회 초청강연 및 논문집
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    • pp.858-862
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    • 2008
  • KICT has been carrying out inventory research on the cut slopes of national roads. Inventory research results are basic data used in cut slope management system. Inventory data are classified by general status, cut slope characteristics and inspector opinion. Cut slope inventory data are utilized to figure out dangerous slopes and decide survey ranking of detailed safety diagnostication. This paper drew the distribution of dangerous cut slopes using inventory data in Chungcheongdo, then verified an efficiency on distribution of dangerous cut slopes by comparing occurrence frequency of real collapsed cut slopes.

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