• Smart Structures and Systems
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• 제30권6호
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• pp.571-582
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• 2022

Optimal life-cycle management is a challenging issue for deteriorating regional bridges. Due to the complexity of regional bridge structural conditions and a large number of inspection and maintenance actions, decision-makers generally choose traditional passive management strategies. They are less efficiency and cost-effectiveness. This paper suggests a deep reinforcement learning framework employing double-deep Q-networks (DDQNs) to improve the life-cycle management of deteriorating regional bridges to tackle these problems. It could produce optimal maintenance plans considering restrictions to maximize maintenance cost-effectiveness to the greatest extent possible. DDQNs method could handle the problem of the overestimation of Q-values in the Nature DQNs. This study also identifies regional bridge deterioration characteristics and the consequence of scheduled maintenance from years of inspection data. To validate the proposed method, a case study containing hundreds of bridges is used to develop optimal life-cycle management strategies. The optimization solutions recommend fewer replacement actions and prefer preventative repair actions when bridges are damaged or are expected to be damaged. By employing the optimal life-cycle regional maintenance strategies, the conditions of bridges can be controlled to a good level. Compared to the nature DQNs, DDQNs offer an optimized scheme containing fewer low-condition bridges and a more costeffective life-cycle management plan.

• 한국건설관리학회논문집
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• 제17권2호
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• pp.12-20
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• 2016

국가회계의 발전과 더불어 자산의 체계적인 관리 중요성이 강조되고 있으며, 건설 분야에서도 자산관리라는 개념을 도입하여 시설물을 관리해야 한다는 인식이 높아지고 있다. 이 연구는 자산관리 개념 도입을 위한 기초적 연구로서 유지관리비 회계처리를 명확하게 할 수 있는 공공건축물 유지관리 회계처리 실무지침(안)을 제안하였다. 기존 문헌과 현행 회계처리 기준을 조사하였으며, A광역시의 공공건축물을 대상으로 유지관리비 회계처리 실태를 조사하여 문제점을 도출하였다. 실무지침(안)에서는 청사 유지관리비 지출 유형과 내용을 분석하였으며, OPEX와 CAPEX로 처리해야할 항목을 제시하였다. 제시한 항목의 신뢰성을 검증하기 위해 전문가 면담을 실시하였다. A광역시의 공공건축물 유지관리 실적자료를 대상으로 실무지침(안)을 적용하여 자산가액 변동 상황을 파악하였으며, 자산 가치증가에 미치는 영향을 검토하였다. 본 연구에서 제시한 실무지침(안)을 실무에 적용한다면 건물 자산 가치를 증대시키고, 일관된 재무정보를 제공하여 이해관계자들의 의사결정에 도움을 줄 것으로 사료된다.

• 대한토목학회논문집
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• 제26권6A호
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• pp.977-988
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• 2006

본 연구에서는 열화하는 교량의 생애주기비용(Life-Cycle Cost: 이하 LCC)-효율적인 최적 내진보강과 유지관리전략의 선정문제의 의사결정을 위한 현실적인 방법론을 제안하고자 한다. 제안된 방법론은 설계규준과 같은 제약조건하에서 내진보강비용, 기대 유지관리비용, 그리고 기대 경제손실비용의 합으로 표현되는 총 기대 LCC의 최소화 개념에 기초하고 있다. 본 연구에서 제안된 방법론은 동반논문에서 고려된 예제교량의 최적 내진보강과 유지관리전략의 선정을 위한 문제에 적용되었고, 부식환경과 교통조건에 따른 LCC-효율성에 대하여 고찰해 보았다. 또한, 개발된 방법론의 타당성을 검증해보기 위해 고려된 조건에 따른 LCC분석결과를 기존 연구에서 제안된 방법론과 비교 및 고찰을 수행하였다. 적용 예를 통해 제안된 방법론은 LCC-효율적인 내진보강과 유지관리전략의 선정을 위한 의사결정에 있어서 매우 효율적인 도구로 활용될 수 있을 것으로 기대된다.

• 한국IT서비스학회:학술대회논문집
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• 한국IT서비스학회 2005년도 추계학술대회
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• pp.345-355
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• 2005

As the portion of information systems(IS) budget to the total government budget becomes greater, the cost estimation of IS development and maintenance projects is recognized as one of the most important problems to be resolved for quantitative and efficient management of IS budget. The primary concern in the cost estimation of IS projects is to estimate software development cost. In this paper, we propose a new method to estimate software cost using support vector regression(SVR), which has attracted considerable attention because of its good performance and theoretical clearness. The paper is the first study which apply SVR to software cost estimation.

• 상하수도학회지
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• 제37권6호
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• pp.409-423
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• 2023

In this study, we analyzed how the revenue water ratio(RWR) is affected by changes in conditions of the water supply area, such as the ratio of aging pipes, maintenance conditions, and revenue water. As a result of analyzing the impact of pipe aging and maintenance conditions on the RWR, it was confirmed that the RWR could be decreased if the pipe replacement project to improve the aging pipe ratio was not carried out and proper maintenance costs were not secured. It was also confirmed that an increase in the revenue water could be operated to facilitate the achievement of the project's target RWR. In contrast, a decrease in the revenue water due to a population reduction could affect the failure of the target RWR. In addition to analyzing the causes of variation in the RWR, the calculation of estimated project costs was considered by using leakage reduction instead of RWR from recent RWR improvement project cost data. From this analysis, it was reviewed whether the project costs planned to achieve the target RWR of the RWR improvement project in A city were appropriate. In conclusion, the RWR could be affected by variations in the ratio of aging pipes, maintenance conditions, and revenue water, and it was reasonable to consider not only the construction input but also the input related to RWR improvement, such as leakage reduction, when calculating the project cost.

• 한국철도학회논문집
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• 제8권5호
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• pp.470-476
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• 2005

RCM developed by American air industry in early 1960, its process is most realistic for some physical assets and it permits the system to maintain given function status through decision of demand about optimum maintenance. Therefore, many industries have selected RCM technique and have carried out RCM in order to solve many problems concerning maintenance management as improvement of reliability and availability of facilities, removal of hazard element about break down and retrenchment of maintenance cost. Through the execution of RCM, we can solve actual problems. And finally we will be able to develop more and more maintenance activities with RCM notion. In this study, we will consider the application of KTX-RCM which is set up with basic theory of RCM and constructed to improve vehicle safety, availability and regularity of KTX, linking with CMMS(Computerized Maintenance Management System).

• 한국철도학회:학술대회논문집
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• 한국철도학회 2010년도 춘계학술대회 논문집
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• pp.261-267
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• 2010

Present maintenance of a high speed railway is after the fack maintenance that executes a task when measured value goes over threshold value except some planned maintenance. It is difficult from efficient management of maintenance human resource and equipment commitment because it is difficult to predict quantity of maintenance targets. Corrective maintenance is pushed back on the repair priority of other target to need repair and it is exceeded repair cost potentially. For safety and dependable track management because track deterioration prediction is linked directly with track's life and safety of train service, it is very important that track management be based on preventive maintenance. In this study, we propose statistics model of track quality to use track inspection data and forecast model for track deterioration prediction.

• 항공우주시스템공학회지
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• 제10권2호
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• pp.27-33
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• 2016

For the continued airworthiness of aviation products, aviation authority requires that every manufacturer should provide ICA(Instruction of Continued Airworthiness) to their users, and the users should follow it by themselves or using another approved maintenance agent. To reduce the cost and improve performance quality of maintenance activities, lots of users tries to outsource this job. To perform maintenance or repair of other owned air products, an air carrier and aviation maintenance companies should obtain AMO(approval of maintenance organization). It means AMO is a postulation to enter MRO(Maintenance Repair and Overhaul) market. For that, this paper discusses the comparison of requirements and procedures of AMO system between Korea and US to help understand the AMO system, and then, tries to point out what improvement should be made to Korean AMO system to be more effective, efficient and safe.

• 한국건축시공학회지
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• 제12권4호
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• pp.386-392
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• 2012

In this study, life cycle cost (LCC) is analyzed according to insulation panel system type using a deterministic LCC analysis method. Through this analysis, it was found that the construction cost in the deterministic LCC analysis for Ceramic panels was low compared to the construction cost for metal and stone panels. Also, the difference in cost between the Ceramic panel and the metal panel was about 2 times. In the area of maintenance cost, it was found to be similar to the previously analyzed construction cost, in which the metal panel has the highest cost due to the high cost of construction and the frequent need for maintenance. In the case of the stone panel, a small difference in cost is shown compared with that of the Ceramic panel, but the cost is higher than the Ceramic panel. Regarding the cost of waste disposal, the Ceramic panel can reduce the cost by at least 1.5 times and up to 2 times compared to other panel systems. Finally, in the analysis of sensitivity according to changes in discount rates, the Ceramic panel and metal panel systems have a similar cost, and the cost of the metal panel is a bit larger than that of other panel systems. Thus, in the subjects used in the analysis, the Ceramic panel system shows the highest economic benefits.

• 한국강구조학회 논문집
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• 제18권6호
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• pp.747-758
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• 2006

경제성장과 함께 교량의 설계 및 형식 선정에서 안전성 및 경제성과 함께 미적 관점이 중요시되어 장대화 및 장경간화되고 있다. 또한, 경제성장은 교통량의 증대를 가져오게 되어 하나의 교량이 도로교 및 철도교로의 역할을 동시에 수행하는 복합이용교량이 되는 경우가 발생되고 있으며, 이러한 사회간접시설(SOC) 건설 사업에 민간자본의 유입이 발생되는 복합이용교량의 경우, 시공비는 민간자본 유치 비중에 따라 쉽게 해결할 수 있으나, 유지관리비의 경우 관리주체가 도로교와 철도교로 분리 운영되는 경우 도로교와 철도교가 각기 일정비율의 비용을 분담하여야 할 필요가 생기게 된다. 그러나 철도와 도로의 하중이나 안전율 등의 기준이 서로 상이한 상태에서 사용응력이나 사용 수익금 등에만 의존하여 그 비율을 정하는 데는 다소 문제가 발생될 소지가 있다. 본 연구에서는 해외의 사례와 함께 국내의 복합이용교량을 대상으로 유지관리비의 분담비율을 결정하면서 발생될 수 있는 여러 요인들에 대하여 검토하고 분담비율을 결정하는 하나의 방법으로서 구조해석에 의한 발생응력에 기초한 방법을 제시하고, 추후 유사한 문제 발생시를 대비하여 한 예시가 되고자 한다.