• 제목/요약/키워드: Smart Construction Safety

검색결과 214건 처리시간 0.023초

A long-term tunnel settlement prediction model based on BO-GPBE with SHM data

  • Yang Ding;Yu-Jun Wei;Pei-Sen Xi;Peng-Peng Ang;Zhen Han
    • Smart Structures and Systems
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    • 제33권1호
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    • pp.17-26
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    • 2024
  • The new metro crossing the existing metro will cause the settlement or floating of the existing structures, which will have safety problems for the operation of the existing metro and the construction of the new metro. Therefore, it is necessary to monitor and predict the settlement of the existing metro caused by the construction of the new metro in real time. Considering the complexity and uncertainty of metro settlement, a Gaussian Prior Bayesian Emulator (GPBE) probability prediction model based on Bayesian optimization (BO) is proposed, that is, BO-GPBE. Firstly, the settlement monitoring data are analyzed to get the influence of the new metro on the settlement of the existing metro. Then, five different acquisition functions, that is, expected improvement (EI), expected improvement per second (EIPS), expected improvement per second plus (EIPSP), lower confidence bound (LCB), probability of improvement (PI) are selected to construct BO model, and then BO-GPBE model is established. Finally, three years settlement monitoring data were collected by structural health monitoring (SHM) system installed on Nanjing Metro Line 10 are employed to demonstrate the effectiveness of BO-GPBE for forecasting the settlement.

Intelligent design of retaining wall structures under dynamic conditions

  • Yang, Haiqing;Koopialipoor, Mohammadreza;Armaghani, Danial Jahed;Gordan, Behrouz;Khorami, Majid;Tahir, M.M.
    • Steel and Composite Structures
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    • 제31권6호
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    • pp.629-640
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    • 2019
  • The investigation of retaining wall structures behavior under dynamic loads is considered as one of important parts for designing such structures. Generally, the performance of these structures is under the influence of the environment conditions and their geometry. The aim of this research is to design retaining wall structures based on smart and optimal systems. The use of accuracy and speed to assess the structures under different conditions is one of the important parts sought by designers. Therefore, optimal and smart systems are able to have better addressing these problems. Using numerical and coding methods, this research investigates the retaining wall structure design under different dynamic conditions. More than 9500 models were constructed and considered for modelling design. These designs include height and thickness of the wall, soil density, rock density, soil friction angle, and peak ground acceleration (PGA) variables. Accordingly, a neural network system was developed to establish an appropriate relationship between data to obtain safety factor (SF) of retaining walls under different seismic conditions. Different parameters were analyzed and the effect of each parameter was assessed separately. According to these analyses, the structure optimization was performed to increase the SF values. The optimal and smart design showed that under different PGA conditions, the structure performance can be appropriately improved while utilization of the initial (or basic) parameters leads to the structure failure. Therefore, by increasing accuracy and speed, smart methods could improve the retaining structure performance in controlling the wall failure. The intelligent design process of this study can be applied to some other civil engineering applications such as slope stability.

Activity and Safety Recognition using Smart Work Shoes for Construction Worksite

  • Wang, Changwon;Kim, Young;Lee, Seung Hyun;Sung, Nak-Jun;Min, Se Dong;Choi, Min-Hyung
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제14권2호
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    • pp.654-670
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    • 2020
  • Workers at construction sites are easily exposed to many dangers and accidents involving falls, tripping, and missteps on stairs. However, researches on construction site monitoring system to prevent work-related injuries are still insufficient. The purpose of this study was to develop a wearable textile pressure insole sensor and examine its effectiveness in managing the real-time safety of construction workers. The sensor was designed based on the principles of parallel capacitance measurement using conductive textile and the monitoring system was developed by C# language. Three separate experiments were carried out for performance evaluation of the proposed sensor: (1) varying the distance between two capacitance plates to examine changes in capacitance charges, (2) repeatedly applying 1 N of pressure for 5,000 times to evaluate consistency, and (3) gradually increasing force by 1 N (from 1 N to 46 N) to test the linearity of the sensor value. Five subjects participated in our pilot test, which examined whether ascending and descending the stairs can be distinguished by our sensor and by weka assessment tool using k-NN algorithm. The 10-fold cross-validation method was used for analysis and the results of accuracy in identifying stair ascending and descending were 87.2% and 90.9%, respectively. By applying our sensor, the type of activity, weight-shifting patterns for balance control, and plantar pressure distribution for postural changes of the construction workers can be detected. The results of this study can be the basis for future sensor-based monitoring device development studies and fall prediction researches for construction workers.

다기능 전방 카메라 개발을 위한 영상 DB 구축 방법에 관한 연구 (A Study on the Image DB Construction for the Multi-function Front Looking Camera System Development)

  • 기석철
    • 한국자동차공학회논문집
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    • 제25권2호
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    • pp.219-226
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    • 2017
  • This paper addresses the effective and quantitative image DB construction for the development of front looking camera systems. The automotive industry has expanded the capability of front camera solutions that will help ADAS(Advanced Driver Assistance System) applications targeting Euro NCAP function requirements. These safety functions include AEB(Autonomous Emergency Braking), TSR(Traffic Signal Recognition), LDW(Lane Departure Warning) and FCW(Forward Collision Warning). In order to guarantee real road safety performance, the driving image DB logged under various real road conditions should be used to train core object classifiers and verify the function performance of the camera system. However, the driving image DB would entail an invalid and time consuming task without proper guidelines. The standard working procedures and design factors required for each step to build an effective image DB for reliable automotive front looking camera systems are proposed.

스마트 건설안전 모니터링 시스템 건설현장 안전관리 활용화 방안에 관한 연구 (A Study on the Utilization of Safety Management in the Construction Site of Smart Construction Safety Monitoring System)

  • 안형도
    • 한국재난정보학회:학술대회논문집
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    • 한국재난정보학회 2022년 정기학술대회 논문집
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    • pp.197-198
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    • 2022
  • 건설현장 안전관리를 인적 역량 중심에서 첨단기술인 AloT와 Mobile기술을 활용한 시스템 중심의 관리체계로의 전환을 위한 건설현장 안전관리 활성화 방안을 마련하고자 한다. AloT와 Mobile기술을 활용한 건설현장 안전관리 모니터링 시스템 이 건설현장의 유효성에 대하여 공동주택현장의 골조공종에 종사하고 있는 작업자를 대상으로 가상휀스, 화재감시, 안전모 미착용 인식 3개의 알고리즘을 적용하여 실험을 실시하였다. 연구결과 AloT와 Mobile기술을 활용한 건설현장 안전관리 모니터링 시스템이 건설현장에 유효한 영향을 미치는 것으로 나타났다.

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신개념 모듈형 스마트정거장시스템의 구축에 관한 연구 (Study on the construction of New Conceptual Modular Smart Station)

  • 이강원;윤희택;김영민
    • 한국철도학회:학술대회논문집
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    • 한국철도학회 2008년도 춘계학술대회 논문집
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    • pp.122-127
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    • 2008
  • General bus stop is very simple and have some problem to protect the passengers and don't have any proper information messenger for the convenience of bus riding in spite of present initiative bus information system. However, this paper have introduced new conceptual modular-smart station avaliable to both public bus and bimodal tram. It can secure the passenger's safety from other danger attributes like running car or unexpected natural disaster and supply the passengers the variable information from display which is connected to the control center. Therefore, modular-smart station is both shelter and information messenger for passenger's safey and convenience.

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작업현장의 안전을 위한 LoRa기반 통신의 음영지역 해소를 위한 연구 (A Study on Resolving Shadow Area of LoRa-based Communication for Workplace Safety)

  • 김승용;김동식;황인철;김경수;김경용
    • 한국재난정보학회 논문집
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    • 제16권2호
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    • pp.402-410
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    • 2020
  • 연구목적: 본 연구의 목적은 '스마트 안전관리 시스템'의 통신 음영지역을 해소하는 것이다. '스마트 안전관리 시스템'은 고위험 작업장(산업현장, 재난현장)에서 일하는 근로자의 실시간 데이터를 모니터링하고 중계할 수 있다. 데이터는 구조팀에게 구조작업 시 '골든 타임'을 제공한다. 연구방법: 이 연구에서 안전 태그는 사용자의 중계기 역할을 하도록 설계 및 구현되었다. 연구결과: 다시 말해, 안전 태그와 지휘부의 통신 구간에서 통신 음영이 생길 경우, 안전 태그는 해당 지역의 다른 안전 태그에 대한 중계기 역할을 한다. 결론: 이 연구는 개발한 안전 태그가 통신 음영지역이 있는 특정 건물에서 통신두절 문제가 해소되는지 테스트했다. 먼저, 안전 태그와 지휘부 단말기 사이에서 통신 음영지역을 확인했다. 동일한 상황에서 추가 안전 태그를 배포한 결과 통신 음영지역이 해소된 것으로 나타났다. 중계기 역할을 하는 안전 태그는 테스트 빌딩에서 최대 지하 3층 까지 통신 음영지역을 해소할 수 있었다.

소규모 민간 건축물을 위한 최적의 붕괴 위험 감지 모니터링 시스템 설치 방안 연구 (A Study on the Installation of the Optimized Collapse Risk Detection Monitoring System for Small-Scale Private Buildings)

  • 김희재;김근영
    • 한국재난정보학회 논문집
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    • 제20권1호
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    • pp.147-155
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    • 2024
  • 연구목적: 본 연구는 재난 안전 사각지대에 있는 소규모의 민간 건축물을 대상으로 건축물의 위험징후를 분석하고 계측기술을 개발하기 위한 건축물 모니터링 시스템 설치 방안을 제시하는 것을 목적으로 한다. 연구방법: 건축물 위험거동의 원인, 모니터링 계측 기기의 구성요소, 계측기기 설치 위치, 관리 방안 등을 제시한다. 연구결과: 계측기기는 필수적으로 가속도센서, 기울기센서, 자이로센서, GPS 등이 포함된다. 계측장치는 기둥의 높이와 단면적을 고려해야 한다. 결론: 본 연구의 결과는 소규모 민간 건축물에서 발생할 수 있는 건축물 붕괴로부터 발생하는 재난을 대비하여 재난 안전 역량 강화를 할 수 있다.

ICT 센서를 기반한 스마트 안전관리 시스템 (Smart Safety Management System based on ICT Sensor)

  • 이승철;정영수;조민준;전동주;백욱진;김남호
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2022년도 춘계학술대회
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    • pp.542-545
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    • 2022
  • 최근 중대재해의 처벌관련법이 건설 환경에 대한 관심을 끌고 있다. 공사현장의 안전관리를 점검하는 일반적인 방법은 근무자가 직접 그들의 눈으로 현장을 확인하는 것이다. 하지만 이 방식은 근무자의 능력의 한계에 영향을 받을 수밖에 없고, 그 결과 피로와 작업 능률 저하를 일으키게 된다. 이런 이유로, 이는 효율적인 방법이 될 수 없다. 이에 우리는 본 연구를 통해 상기 방법을 보완할 수 있는 효율적인 ICT 안전관리 시스템을 제안하여, 작업환경 및 공사 현장 안전에 도움 주고자 한다. 본 논문은 RFID를 활용한 출입 관리 시스템 설계와 소음 센서 및 미세 먼지 센서를 통한 현장 정보 모니터링 방식을 설명한다. 또한, PIR 센서로 중장비와 사람 간의 사고를 예방하고, 자이로 센서를 통해 작업 중인 건물의 기울기를 파악하여 안전사고를 예방할 수 있는 시스템을 제안한다.

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전수명주기를 고려한 PMIS개발 방안 (A Development Plan for PMIS based on Total Life Cycle)

  • 박수중;이성권;정계용;김재진
    • 한국철도학회:학술대회논문집
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    • 한국철도학회 2011년도 정기총회 및 추계학술대회 논문집
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    • pp.1282-1288
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    • 2011
  • Recently, the demand regarding reliability and safety of the railroad are increased as built to high-speed railway and Driverless LRT systems. Accordingly, effective management of construction projects is being applied, with the introduction and use of PMIS computerized systems. Due to the construction of railways, from the start of PMIS research planning, design, procurement, to construction and commissioning, various expertise is being carefully gathered, and by integrating it into the unified budget ideas and processes, rational, efficient, organized, and manageable financial plans are developed for the computerized system. However, the current PMIS does not take into account the life-cycle. Therefore, this study is to bring attention to the BIM smart BOM-based configuration management for life-cycle through the consideration for railway construction project management.

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