• 제목/요약/키워드: Operation Optimization

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차로배정 최적화를 고려한 신호교차로 운영방안에 관한 연구 (A Study on Operation Methodology of A Signalized Intersection Based on Optimization of Lane-Uses)

  • 김주현;신언교
    • 한국도로학회논문집
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    • 제15권6호
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    • pp.125-133
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    • 2013
  • PURPOSES : The purpose of this study is to propose delay-minimizing operation methodology of a signalized intersection based upon optimization of lane-uses on approaching lanes for an intersection. METHODS : For the optimization model of lane-uses, a set of constraints are set up to ensure feasibility and safety of the lane-uses, traffic flow, and signal settings. Minimization of demand to saturation flow ratio of a dual-ring signal control system is introduced to the objective function for delay minimization and effective signal operation. Using the optimized lane-uses, signal timings are optimized by delay-based model of TRANSYT-7F. RESULTS : It was found that the proposed objective function is great relation with delay time for an intersection. From the experimental results, the method was approved to be effective in reducing delay time. Especially, cases for two left-turn lanes reduced greater delays than those for a left turn lane. It is noticed that the cases for different traffic volume by approach reduced greater delays than those for the same traffic volume by approach. CONCLUSIONS : It was concluded that the objective function is proper for lane-uses optimizing model and the operation method is effective in reducing delay time for signalized intersections.

Flexible operation and maintenance optimization of aging cyber-physical energy systems by deep reinforcement learning

  • Zhaojun Hao;Francesco Di Maio;Enrico Zio
    • Nuclear Engineering and Technology
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    • 제56권4호
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    • pp.1472-1479
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    • 2024
  • Cyber-Physical Energy Systems (CPESs) integrate cyber and hardware components to ensure a reliable and safe physical power production and supply. Renewable Energy Sources (RESs) add uncertainty to energy demand that can be dealt with flexible operation (e.g., load-following) of CPES; at the same time, scenarios that could result in severe consequences due to both component stochastic failures and aging of the cyber system of CPES (commonly overlooked) must be accounted for Operation & Maintenance (O&M) planning. In this paper, we make use of Deep Reinforcement Learning (DRL) to search for the optimal O&M strategy that, not only considers the actual system hardware components health conditions and their Remaining Useful Life (RUL), but also the possible accident scenarios caused by the failures and the aging of the hardware and the cyber components, respectively. The novelty of the work lies in embedding the cyber aging model into the CPES model of production planning and failure process; this model is used to help the RL agent, trained with Proximal Policy Optimization (PPO) and Imitation Learning (IL), finding the proper rejuvenation timing for the cyber system accounting for the uncertainty of the cyber system aging process. An application is provided, with regards to the Advanced Lead-cooled Fast Reactor European Demonstrator (ALFRED).

다목적댐의 연계운영을 위한 최적 운영률 개발 (Development of Optimal Operation Rule for Multipurpose Reservoirs System)

  • 이재응
    • 한국수자원학회논문집
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    • 제37권6호
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    • pp.487-497
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    • 2004
  • 하천을 구성하는 수공시스템의 구성요소 중에서 댐과 같이 하천유량 조절에 중요한 역할을 하는 시설이 신규건설을 통해 시스템에 추가되면, 기존 시스템의 운영방식은 이를 고려하여 변화되어야 된다. 기존댐에서 사용되던 운영률은 기왕의 시스템의 입력과 출력에 적합하도록 설계되었으므로, 신규댐이 하천에 추가되면 운영률 또한 이를 고려하여 변화되어야 한다. 본 연구에서는 하천에 신규댐 건설로 인하여 기존댐 운영률의 변화가 필요할 때, 기존댐과 신규댐의 운영목적을 동시에 고려하여 새로운 운영률을 작성하기 위한 기법을 제시하였다. 이를 위하여 추계학적 기법을 통해 발생된 유입량과 최적기법을 사용한 댐 연계운영을 실시하여 저수지 운영률을 개발하였다 본 연구에서 제안된 기법의 검증을 위해 금강유역을 선정해 적용한 결과 새로운 운영률의 적합성을 확인하였다.

메틸 아세테이트 생산을 위한 반응증류 공정의 동적 최적화 (Dynamic Optimization of a Reactive Distillation Column Producing Methyl Acetate)

  • 김지용;김정환;문일
    • Korean Chemical Engineering Research
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    • 제46권4호
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    • pp.739-746
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    • 2008
  • 반응증류 공정은 전형적인 반응공정과 증류공정을 통합하여 증류탑에서 반응과 동시에 분리를 수행하는 공정이다. 반응증류 공정의 가장 큰 장점은 반응 전환율의 제약과 공비점으로 인한 제약을 효율적으로 극복할 수 있다는 데 있다. 본 연구에서는 에스테르화반응으로 얻어지는 대표적인 물질인 메틸 아세테이트를 합성, 생산하는 연속 반응증류 공정의 상세한 수학적 모델을 구성하여 동적 모사 및 동적 최적화를 수행하였다. 상평형을 가정한 평형단 모델에 반응속도 식을 적용하여 분리와 반응이 함께 일어나는 증류탑과 재비기 및 응축기를 수학적 모델로 구성하여 동적모사를 수행하여 실제 공정이 운전되는 시나리오대로 공정전체를 모사함으로써 공정 개시부터의 공정의 동적 특성을 살펴보았다. 이 동적 모델과 연계되어, 반응증류 공정으로 얻어지는 메틸 아세테이트의 순도를 목적함수로 하는 최적화 문제를 구성하여 그 결과로 최적의 원료주입 분율 및 재비기의 열량 및 환류비 등을 구할 수 있었다. 또한 여기서 얻어진 운전 변수의 값을 변화시킬 때 반응 전환율의 변화를 살펴봄으로써, 최적화 문제의 해로 구해진 운전 변수의 값의 타당성을 증명하였다.

원전 제어봉제어계통 순시변동을 방지하기위한 지상-지연회로 설정치 최적화 연구 (A Research on Optimization of Lead-lag Controller Setpoint for Rod control system to prevent fluctuation for NPP)

  • 윤덕주;이재용;김인환;김주성
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2007년도 춘계학술대회A
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    • pp.1149-1154
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    • 2007
  • Fluctuation of control rod was experienced when plant was operating in normal operation mode in WH type NPPs. In order to cope with increased control rod fluctuation, the lead-lag controller setpoint for rod control system was optimized and resulted in increasing the margin of operation and minimizing unnecessary control rod movement. By optimization of the time constant, the margin of operation was increased by $1.5^{\circ}F$ and the control rod movement was not occurred due to mitigation of temperature fluctuation in loop. According to the mitigation of time constant, the margin of operation was increased but safety margin can be affected badly, so that the influences to FSAR design reference was evaluated. As the result of this evaluation, it satisfied the design reference of the existing safety analysis and was applied to NPP after obtaining the approval.

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유전자 알고리즘을 이용한 대잠 탐색패턴 최적화 기법 개발 (Development of Optimization Method for Anti-Submarine Searching Pattern Using Genetic Algorithm)

  • 김문환;서주노;박평종;임세한
    • 한국군사과학기술학회지
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    • 제12권1호
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    • pp.18-23
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    • 2009
  • It is hard to find an operation case using anti-submarine searching pattern(ASSP) developed by Korean navy since Korean navy has begun submarine searching operation. This paper proposes the method to develop hull mount sonar(HMS) based optimal submarine searching pattern by using genetic algorithm. Developing the efficient ASSP based on theory in near sea environment has been demanded for a long time. Submarine searching operation can be executed by using ma ulti-step and multi-layed method. however, In this paper, we propose only HMS based ASSP generation method considering the ocean environment and submarine searching tactics as a step of first research. The genetic algorithm, known as a global opination method, optimizes the parameters affecting efficiency of submarine searching operation. Finally, we confirm the performance of the proposed ASSP by simulation.

드릴가공 최적화에 대한 연구(2): 구멍가공시 최적의 드릴가공 순서 결정 (A Study on the Optimization of Drilling Operations(II): Optimum Drilling Sequence Selection for Producing a Hole)

  • 유회진
    • 산업공학
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    • 제12권2호
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    • pp.346-353
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    • 1999
  • In this paper, the optimum drilling operation sequence which results into the minimum overall machining time required to produce a (multi-diameter) hole is identified. The operation sequence is defined as the set of ordered operations used for producing a (multi-diameter) hole. The overall machining time is derived by summing the minimum machining times of each operation assigned to a sequence. The operations represent the drilling actions of certain sizes to produce the related holes. The minimum machining time of each operation is obtained by solving the optimization problem. Finally, this paper will identify the effects of machining constraints on the overall machining times and their relationships to sequence selection.

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2MWe 순환유동상 보일러의 부분 부하 운전 성능 모사 (Performance Simulation of Part Load Operation for 2MWe Circulating Fluidized Bed Boiler)

  • 김태현;최상민;현주수
    • 한국연소학회:학술대회논문집
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    • 한국연소학회 2012년도 제44회 KOSCO SYMPOSIUM 초록집
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    • pp.35-36
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    • 2012
  • Part load operation usually covers large periods of the total operation time on the economic ground and electricity demand in small-scale boilers. Performance analysis of part load behavior is very important for the purpose of boiler operation optimization. A simple thermal calculation approach is applied to predict performance of a pilot-scale circulating fluidized bed (CFB) boiler at part load operation. Verification has been carried out by comparing between calculation results an operation data of the boiler.

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반회분 에스테르화 반응기의 최적화 (Optimization of a semi-batch esterification reactor)

  • 이융효;박선원
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1993년도 한국자동제어학술회의논문집(국내학술편); Seoul National University, Seoul; 20-22 Oct. 1993
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    • pp.582-588
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    • 1993
  • A scheme of dynamic optimization for batch reactor his been developed and applied to a semi-batch esterification reactor. To obtain optimal operating conditions for the given semi-batch reactor system with complex reaction kinetic and process constraints, a general nonlinear programming solver and finite element techniques have been introduced. The optimization results for the complex reactor system have been compared with those of Kumar et al. [1984] to show better optimization performance. The proposed optimizing scheme has been applied to the free end time problem to obtain the realistic operating condition. The results can supply valuable information for economic operation of the given batch esterification reactor.

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Simple Bacteria Cooperative Optimization with Rank Replacement

  • 정성훈
    • 한국지능시스템학회논문지
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    • 제19권3호
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    • pp.432-436
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    • 2009
  • We have developed a new optimization algorithm termed simple bacteria cooperative optimization (sBCO) based on bacteria behavior patterns [1]. In [1], we have introduced the algorithm with basic operations and showed its feasibility with some function optimization problems. Since the sBCO was the first version with only basic operations, its performance was not so good. In this paper, we adopt a new operation, rank replacement, to the sBCO for improving its performance and compare its results to those of the simple genetic algorithm (sGA) which has been well known and widely used as an optimization algorithm. It was found from the experiments with four function optimization problems that the sBCO with rank replacement was superior to the sGA. This shows that our algorithm can be a good optimization algorithm.