• Title/Summary/Keyword: Maintenance & Management

Search Result 3,864, Processing Time 0.032 seconds

Deep reinforcement learning for optimal life-cycle management of deteriorating regional bridges using double-deep Q-networks

  • Xiaoming, Lei;You, Dong
    • Smart Structures and Systems
    • /
    • v.30 no.6
    • /
    • pp.571-582
    • /
    • 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.

Development of the Quality of Service management program using the fourth generation language (제4세대 언어를 사용한 서비스품질 관리 프로그램의 개발)

  • 박순달;정호연;서정대;김태호
    • Korean Management Science Review
    • /
    • v.9 no.1
    • /
    • pp.41-52
    • /
    • 1992
  • The QOS(Quality of Service) recognized by the customer will become the most important thing under the competitive telecommunications market. Korea Telecom is going to develop many system to manage the telecommunication network, to improve the level of QOS, and to increase the revenue. Operation and Maintenance Adiministration System is one of the systems developed to meet those purposes efficiently. This system gathers qualities data from telephone offices or operation centers and analyze the results of QOS improvement activities and evaluate overall QOS. And also system makes it possible to improve the cost/effectiveness of operation and maintenance of telecommunication network. Operation and Maintenance Administration System has four functional modules, i.e., the user interface module, the database management module, the QOS management module, and the database conversion module. The purpose of this study is to develop the QOS management program, one of the four functional modules of the system,using FOCUS 4GL/DBMS. Since Operation and Maintenance Administration System is developed using FOCUS 4GL, every user can handle and maintain the system very easily and reduce system backlogs.

  • PDF

Recent Trend on Condition Monitoring Technology of Insulating Machine in Metro (도시철도 절연기기 모니터링 기술 현황)

  • Park, Young;Jung, Ho-Sung
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
    • /
    • 2008.11a
    • /
    • pp.380-381
    • /
    • 2008
  • This paper consider the condition monitoring technology of electrical machine in metro substation need for efficient and effective management and diagnosis. Developing management system using condition monitoring system is very competitive field, and still to a great extent seen as an unnecessary cost. There are several approaches to maintenance management in urban transit such as reliability-centered maintenance, availability-target maintenance and preventive maintenance to advanced approaches involving condition monitoring techniques. In this paper we give a brief introduction to condition-based management and diagnosis in metro substation and which management system satisfying various demanding in railway.

  • PDF

A Study of Maintenance Method by Monitoring and Evaluation of Water Friendly Facilitiesin Urban Streams - A Case Study of Jeonjucheon in Jeonju-si - (하천친수시설의 모니터링과 평가를 통한 유지관리방안 연구 - 전주천을 중심으로 -)

  • Lim, Hyunjeong;Jeong, Moonsun
    • Journal of Environmental Impact Assessment
    • /
    • v.28 no.3
    • /
    • pp.263-274
    • /
    • 2019
  • The purpose of this study is to examine a monitoring method, management zones, and maintenance strategies for water friendly facilities in urban streams after the completion of ecological restoration projects. Maintenance monitoring items are composed of 'use space& facilities', 'trails& bike roads', 'access', and 'boards'. The evaluation standards of water friendly facilities are 'maintenance conditions', 'safety', and 'usage level' which are rated as 'good', 'moderate', and 'poor'. Through a field survey and evaluation of 15 stream sections in Jeonjucheon,the management levels of each water friendly facility are determined as 'priority maintenance', 'general maintenance', 'maintain/remove', and 'remove'. Based on the evaluation results, management zones and maintenance strategies are proposed for each stream section. As a results, the stream sections of J2, J3, J4, and J9 which have 5 to 9 facilities with 'priority maintenance' are determined as 'intensive management zone'. The stream sections of J5, J6, J7, J8, J11, and J14 which have 1 to 3 facilities with 'priority maintenance' are determined as 'regular management zone'. The stream sections of J1, J10, J12, J13, and J15 which have no facilities with 'priority maintenance' are determined as 'minimum management zone'. The process of monitoring & evaluation system and determining management zones can be applied to establish a systematic maintenance plan for water friendly facilities by participation of governance in the future.

Towards attaining efficient management of berth maintenance in Saudi Arabian Industrial Ports

  • Mohammed E. Shaawat;Abdullah Binomar;Abdulaziz S. Almohassen;Khalid Saqer. Alotaibi;Mahmoud Sodangi;Ahmad Aftab
    • Structural Monitoring and Maintenance
    • /
    • v.10 no.1
    • /
    • pp.25-42
    • /
    • 2023
  • Despite the significance of ports as critical economic infrastructure, the berth facilities usually deteriorate due to heavy loading, unloading, aging, environmental weather conditions, marine growths, and lack of efficient maintenance management. Marine berths require proactive maintenance management to limit deterioration and defects as no berth facility is maintenance-free. Thus, delay in carrying out maintenance work for the marine berths can be devastating to the operational process involving ship entry, loading, and unloading operations. The aim of this research is to coordinate both operations work, and maintenance works that take place inside the berth of a local industrial port in Saudi Arabia, by developing a novel framework that integrates both works without affecting the efficiency and functionality of the berth. The study focused on defining the operational process of the port and identifying the elements with direct and indirect effects. In addition to determining the priority for the entry of ships inside the berth, it also identified the factors involved in designing a framework that included maintenance work as a component of the monthly berth occupancy schedule. By applying a mathematical model, a framework was established, which includes all the important elements of the process. As a result of the mathematical method formulation process, a database was designed that organizes and coordinates the operations of all berths within the port. This creates time to carry out the required maintenance work monthly as well as ease of coordination with the contractors responsible for the implementation of those works.

A Study on Characteristics of Maintenance and Standarization Plan Concerned with DB of Retainging Wall (옹벽 구조물의 표준 DB화 방안 및 유지관리 특성 연구)

  • Lee, Song;Shim, Min-Bo
    • Journal of the Korea institute for structural maintenance and inspection
    • /
    • v.4 no.4
    • /
    • pp.129-140
    • /
    • 2000
  • Retaining wall is a constructed structure in order to construct road, rail, building for effective use and obtainments of the limited ground. Recently, many kinds of research have been actively developed for a standardization and information to the maintenance and management of bridge, tunnel, road. With the works of database construction of that, many kinds of data with respect to statistics is cumulated. Database work of retaining wall is wholly lacking and lagged behind in the works of database construction. This paper suggests classification system on inspection data. On the basis of that, code work with classification system was practised and DB program of inspection data of retaining wall was developed. And input work for a data of maintenance and management was practised. The purpose of this paper is to suggest a kind of statistics data and investigate a characteristics of inspection using statistic data on retaining wall.

  • PDF

A Study on Improvement of the Small Stream Management Project (around Small stream maintenance Act) (소하천 정비사업의 개선방안 -소하천정비법을 중심으로-)

  • KONG, Rakyong
    • Journal of Fisheries and Marine Sciences Education
    • /
    • v.27 no.3
    • /
    • pp.841-852
    • /
    • 2015
  • The objectives of this study are to amend of the Small Stream Maintenance Act. In general, small streams have diverse ecological and social characteristics because they are extensively formed across watersheds over time. However, small streams in Korea have been significantly degraded primarily because of human disturbances including stream maintenance activities. Especially, covered streams are majority problem in the Small Stream Maintenance. In order to improve this problem, the Small Stream Maintenance Act be amended to the Small Stream Management Act.

A Study on Development of a Support & Diagnosis System for Facility Maintenance-An Information Management System for Facility Maintenance (설비보전지원 및 진단시스템 개발에 관한 연구(I)-설비보전 정보관리시스템)

  • Kim, Dong-Hun;Song, Jun-Yeop;Gu, Pyeong-Hoe
    • 연구논문집
    • /
    • s.27
    • /
    • pp.119-126
    • /
    • 1997
  • In this paper, an information management system is developed to systematically maintain facilities which include AS/RS(Automatic Storage & Retrieval System). Stacker Crane, Tool Transport system and Machining Center in FMS pilot plant. It supports various activities such as periodical inspection, maintenance, management of daily operation time, analysis of existing condition and management of information related to facilities.

  • PDF

On Implementation of Integrated Maintenance System in Underwater Guided Weapon (수중유도무기의 통합정비체계 구축 방안에 관한 연구)

  • Shin, J.H.;Yun, W.Y.
    • Journal of Korean Society for Quality Management
    • /
    • v.33 no.3
    • /
    • pp.114-125
    • /
    • 2005
  • Maintenance equipments, tools, manuals and documents are needed to maintain the weapon systems. At the time, a lot of technical materials are maintained and used individually at a various places and organizations. Thus, maintenance engineers can not get the necessary informations quickly and the efficiency of maintenance was low. In this paper, first we analyze the maintenance processes in weapon systems and define the total measure to evaluate the maintenance efficiency of weapon systems. Second, we propose a implementation procedure to integrated maintenance system.

A Study on the Development of Integrated Maintenance System to Improve the Operational Availability for Underwater Guided Weapon (수중유도무기의 운용가용도 향상을 위한 통합정비체계 개발에 관한 연구)

  • Shin, J.H.;Kim, H.G.;Yun, W.Y.
    • Korean Management Science Review
    • /
    • v.23 no.2
    • /
    • pp.137-159
    • /
    • 2006
  • Maintenance equipments, tools, manuals and documents are needed to maintain weapon systems. At the time, a lot of technical materials are maintained and used individually at various places and organizations. Thus, maintenance engineers can rot get the necessary informations quickly and the efficiency of maintenance is low. In this paper, first we analyze maintenance processes in weapon systems and define the total measure to evaluate the maintenance efficiency of weapon systems. Second, we propose an implementation procedure to integrated maintenance system.