• Title/Summary/Keyword: 분석자동화

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Research on Advanced Techniques for Dam Operation using Core Technologies of the 4th Industrial Revolution (4차 산업혁명 핵심기술을 도입한 댐운영 고도화 기법 연구)

  • Choi, Hyun Gu;Jeong, Seok Il;Kim, Hwa Young;Chae, Byung Soo;Lim, Tae Hwan
    • Proceedings of the Korea Water Resources Association Conference
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    • 2021.06a
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    • pp.491-491
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    • 2021
  • 댐·보 운영은 과거부터 많은 양의 데이터를 근간으로 분석 및 의사결정을 진행하였으나, 자연 현상의 복잡성 및 다양한 영향 관계로 인해 기술개발은 답보 상태에 머물러 있다. 또한 댐·보 운영의 기술개발은 개별적인 일부 요소기술에 국한되어 있는 실정으로 댐·보 운영의 전체 의사결정체계에 대한 미래의 방향성에 대한 전략이 부재한 상황이다. 이에 기후변화, 물관리일원화, 환경대응용수의 활용, 복합적 제약사항 도출 등 최적 댐·보 운영을 위한 의사결정지원 고도화에 대한 사회적 니즈가 증가를 반영하고, 기존의 재래적 의사결정지원 시스템 및 홍수분석기술에서 탈피하여 AI, Big Data 등 혁신 기술적용 및 최신기술 트렌드를 반영한 미래 물관리 로드맵의 제시가 필요한 상황이다. 본 연구의 목적은 홍수기 댐운영을 위해 기존 반복 분석하는 일련의 절차 자동화와 운영자의 경험에 따라 달라지는 운영방법의 일반화를 위한 AI의 도입에 있다. 기존 홍수분석체계를 살펴보면 저수지 홍수분석, 저수지 수위계산, 방류량 결정, 분석결과와 제약사항의 비교 같은 일련의 절차에 대해서 합리적인 결과가 도출될 때까지 반복 분석을 수행하여야 한다. 분석모형간 연계와 재래적 방법의 자동화를 도입하면 홍수분석에 소요되는 시간을 줄일 수 있어, 사전에 대비할 수 있는 시간을 추가적으로 확보할 수 있게 된다. 또한 홍수기 댐운영 방법이 운영자의 경험에 의존하다 보니 운영자마다 다른 운영방법을 도출하게 되는데, 과거사례의 최적 운영방안을 학습시킨 AI를 도입하게 되면 일관성있는 최적 댐운영이 가능할 것으로 판단된다. 이에 본 연구에서는 홍수분석 절차의 자동화, DB 및 통계모형 구축, 분석결과 및 제약사항의 직관적인 표출화, AI 도입을 통한 운영방안의 일반화 등 기존 재래기술의 개선을 통해 최적 댐운영 의사결정지원시스템의 고도화를 추진하고자 한다.

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A Study on the Utilization of Artificial Intelligence-Based Infringement Analysis Tools (인공지능 기반 침해분석 도구 활용에 관한 연구)

  • Yang Hwan Seok
    • Convergence Security Journal
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    • v.24 no.2
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    • pp.3-8
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    • 2024
  • Recently, in order to build a cyber threats have increased in number and complexity. These threats increase the risk of using personally owned devices for work. This research addresses how to utilize an AI-enabled breach analysis tool. To this end, we developed and proposed the feasibility of using an AI-based breach analysis tool that reduces the workload of analysts and improves analysis efficiency through automated analysis processes. This allows analysts to focus on more important tasks. The purpose of this research is to propose the development and utilization of an AI-based breach analysis tool. We propose a new research direction in the field of breach analysis and suggest that automated tools should be improved in performance, coverage, and ease of use to enable organizations to respond to cyberattacks more effectively. As a research method, we developed a breach analysis tool using A.I. technology and studied various use cases. We also evaluated the performance, coverage, and ease of use of automated tools, and conducted research on predicting and preventing breaches and automatically responding to them. As a result, this research will serve as a foundation for the development and utilization of AI-based breach analysis tools, which can be used to respond to cyberattacks more effectively through experiments.

A System Development of Quantity Data Type Analysis for BIM based Automation of Estimation Framework (BIM기반 견적자동화 체계구축을 위한 물량 데이터 유형 분석 체계 개발)

  • Lee, Jae-Joon;Shin, Tae-Hong;Kim, Seong-Ah;Kang, Myung-ku;Chin, Sang-Yoon
    • Proceedings of the Korean Institute Of Construction Engineering and Management
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    • 2008.11a
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    • pp.744-747
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    • 2008
  • Quantity information focused on a design drawing plays a critical role in a decision making related to cost for project participants during project life cycles. Related participants absolutely depend on quantity take-off working which produces the quantity information by hand, and then a worker's mistake often causes many errors. The difference of quantity by the know-how of the person in charge of the estimation also occurs. In addition, the worker passes through the whole quantity take-off processes again in case of re-working for quantity take-off produced by a change order. The requirements about the automated estimation increase because of the needs for the accurate quantity take-off and dealing with the change order and recently, the studies about the automated estimation working process based on 34 cad model from 3d cad modeler are attempted in various viewpoints. However, the existing studies reach the limits such as common quantity data type framework for getting Quantity information. Focused on a certain 34 cad modeler and BIM based automation of estimation using it Therefore, the objective of this study is to develop the a series of system which can extract, analyze, and verify Quantity Data Type in modeler to automate quantity take-off originated from various 3d cad modelers as a foundation study for BIM based automation of estimation framework.

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A Comparative Study on Productivity Analysis of Automated Pavement Crack Sealing Machines (도로면 크랙실링 자동화 장비의 작업 생산성 분석에 관한 비교 연구)

  • Seo, Won-Jung;Yoo, Hyun-Seok;Kim, Young-Suk
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.34 no.4
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    • pp.1289-1298
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    • 2014
  • Pavement crack sealing method, which is one of the methods to maintain and repair the road, prevents the extending of cracks by repairing cracks in its early occurrence and has already been applied to many roadworks in advanced foreign country for a long time. But in the conventional crack sealing method, traffic accidents occur frequently during the repair because it's commonly performed on the heavy traffic road or highway. It also has some difficulties in securing the safety of workers from the risk of burns caused by heated sealant. In an effort to solve these problems, automated pavement crack sealing machines such as ARMM, OCCSM, TTLS have been developed in advanced foreign country since early 1990s. Also APCS in 2004 and ACSTM in 2013 were already developed domestically. However, since these automated crack sealers developed from a number of research institutions have different test-bed conditions and productivity measurement models, it's difficult to compare and evaluate them objectively. In this study, the image processing time of the respective machines and the movement time of each motion on the work process were estimated by using fully autonomous mapping and semi-automatic mapping in order to measure the productivity in the same environmental conditions. In addition, the productivity measurement test-bed reflected domestic road characteristics was designed to estimate and compare the productivity of the automated crack sealing machines.

A Study on the Perception of the Subjects about Automated Container Terminal (컨테이너터미널 자동화에 대한 관련 주체별 인식연구)

  • You, Ji-Won;Kim, Yul-Seong
    • Journal of Navigation and Port Research
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    • v.44 no.3
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    • pp.195-202
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    • 2020
  • The production of larger of ships is a survival strategy for global shipping companies to pursue the economics of scale. According to this strategy, to respond to this situation, many containers are loading/unloading simultaneously in the hub port. Additionally, the container terminals are promoting the introduction of automation to expand the terminal facilities and increase efficiency/productivity of the container yards. European ports have introduced automation to address rising labor costs and shortages of labor. Recently, the construction of fully automated container terminals is increasing in the United States and China to resolve problems such as the slow growth of the global economy, the emergence of large ships, air pollution, and safety accidents. Domestic ports are at an early stage compared to the world's advanced container terminals, and countermeasures are being prepared to respond to the changing ports. However, research on the recognition difference analysis that examines the opinions of stakeholders is insufficient. As a result of analyzing the recognition among the groups, it was found that container terminal operators reduced labor costs, improved shipping services for shipping companies, prevented safety accidents for port union labor, and increased service for port authority and government agencies. Thus, to closely examine the perception among the groups, one-way ANOVA was performed, and then the implications were deduced as the basic data for the smooth introduction of automation.

Multi-Agent based Operation System Modeling for Automated Container Terminals (자동화 컨테이너 터미널을 위한 멀티에이전트 기반의 운영시스템 모델링)

  • Kang K W.;Yu S. Y.;Mo S. J.;Yim J. H.
    • Journal of Navigation and Port Research
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    • v.29 no.6 s.102
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    • pp.567-572
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    • 2005
  • Trade between nations has been globalized since establishing the WTO(World Trade Organization). By lowering trading barriers under the WTO's system, trade in goods has been gradually increased It requires global logistic system that transports goods in between nations. To save cost of product, cargo of product is containerized and container ships to carry container cargo is going to be bigger: In the market, there are many vendors to provide artificial intelligent modules to operate container terminal. In order to integrate automated container terminal system easily and successfully, this thesis proposes high-level XML/ JMS( eXtensive Markup Language/Java Message Service) communication model and multi-agent based system architecture to share knowledges, solve problems, and active objectives by cooperating between autonomous and intelligent agents that are developed by 3rd party companies in the market. This thesis analyzed current situation of advanced automated container terminal with case studies on implemented systems and difficulties to develop automated container terminal system, reviewed technologies of intelligent agent, communication and automation that unmaned automated container terminal is required.

Remarshalling Planning for Multiple Automated Yard Cranes Considering Slack Time (여유시간을 고려한 다수 자동화 야드 크레인의 이적작업 일정계획)

  • Park, Young-Man
    • Journal of Navigation and Port Research
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    • v.41 no.3
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    • pp.149-154
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    • 2017
  • Recently, container terminal operators have made efforts to develop an efficient remarshalling plan in response to the increase in automation of equipment handling and transport of containers in the terminals. Usually, containers are handled by multiple AYCs(automated yard cranes) in-yard in an automated container terminal, and terminal operators establish a remarshalling plan using slack time to increase the efficiency of ship operation. This study develops the optimal mathematical model through mixed integer programming as a solution to the problem of dispatching multiple AYCs. Considering the difficulty of direct application to the field due to computation time, we analyze the five prototypical dispatching rules for real world adaptation. A numerical experiment found that the maximum weight ratio (MR) rule and the maximum weight (MW) rule are the ideal dispatching solutions to the multiple AYCs dispatching problem.

Automatic Layer-by-layer Dipping System for Functional Thin Film Coatings (다층박막적층법 적용 기능성 박막 코팅을 위한 자동화 시스템)

  • Jang, Wonjun;Kim, Young Seok;Park, Yong Tae
    • Composites Research
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    • v.32 no.6
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    • pp.314-318
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    • 2019
  • A simple and very flexible automatic dipping machine was constructed for producing functional multilayer films on wide substrates via the layer-by-layer (LbL) assembly technique. The proposed machine exhibits several features that allow a fully automated coating operation, such as various depositing recipes, control of the dipping depth and time, operating speed, and rinsing flow, air-assist drying nozzles, and an operation display. The machine uniformly dips a substrate into aqueous mixtures containing complementary (e.g., oppositely charged, capable of hydrogen bonding, or capable of covalent bonding) species. Between the dipping of each species, the sample is spray cleaned with deionized water and blow-dried with air. The dipping, rinsing, and drying areas and times are adjustable by a computer program. Graphene-based thin films up to ten-bilayers were prepared and characterized. This film exhibits the highly filled multilayer structures and low thermal resistance, indicating that the robotic dipping system is simple to produce functional thin film coatings with a variety of different layers.

A Study on the ICT Construction in Korea through Benchmarking Japanese Systems and Policies - Focused on Earthwork (일본의 제도·정책 벤치마킹을 통한 국내 건설 ICT 시공 방안에 관한 연구-토공사를 중심으로)

  • Park, Soo-Hyun;Kim, Jeong-Hwan;Seo, Jong-Won;Shim, Ho
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.41 no.4
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    • pp.429-439
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    • 2021
  • In order to cope with the decrease of construction manpower caused by the aging population and to improve construction productivity, Japanese Ministry of Land, Infrastructure, Transport and Tourism has been promoting construction methodology using ICT (Information & Communication Technology) since 2016. The ministry has established and implemented new cost estimation standards, delivery systems, and government support policies to boost automated earthwork using ICT, and is expanding the types of automated construction methodology applied at the construction sites. To utilize ICT at construction sites in Korea, as in case of Japan, laws, systems, and policies should be readjusted first. By comparing the ICT-related systems and policies between Japan and Korea, this paper scrutinizes critical benchmarking factors. As a result, we have reached the conclusion that in order to promote ICT methodology at Korean construction sites, Korean government should establish ICT-related cost estimation standards, delivery systems, and economic support policies in advance.

Banking Service Automation and Employment -Focused on the differences between Foreign-owned Banks and Local Banks- (은행 서비스 업무 자동화와 고용 -외국은행과 국내은행 비교를 중심으로-)

  • Lee, Sang-Wook
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.22 no.3
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    • pp.470-475
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    • 2021
  • This paper analyzed the differences in the relationship between banking service automation and employment by bank ownership type. We found significant differences in the restructuring of the labor force and increasing banking service automation between foreign banks (owned by foreign capital) and local banks. Foreign banks showed the possibilities of reducing the regular labor force through the increase in banking service automation. However, banking service automation in local banks has reduced only the number of irregular employees but increased regular employees. This paper suggests new evidence on the differences between foreign and local banks in banking personnel management with the increase in banking service automation. This paper contributes to the preceding research areas of banking, business, and governance. In addition, this paper provides important insights on banking service automation, employment, and foreign banks for banking managers and policymakers.