• 제목/요약/키워드: Real-time Job Scheduling

검색결과 45건 처리시간 0.029초

동적 Job Shop 일정계획을 위한 유전 알고리즘 (A Genetic Algorithm for Dynamic Job Shop Scheduling)

  • 박병주;최형림;김현수;이상완
    • 한국경영과학회지
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    • 제27권2호
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    • pp.97-109
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    • 2002
  • Manufacturing environments in the real world are subject to many sources of change and uncertainty, such as new job releases, job cancellations, a chance in the processing time or start time of some operation. Thus, the realistic scheduling method should Properly reflect these dynamic environment. Based on the release times of jobs, JSSP (Job Shoe Scheduling Problem) can be classified as static and dynamic scheduling problem. In this research, we mainly consider the dynamic JSSP with continually arriving jobs. The goal of this research is to develop an efficient scheduling method based on GA (Genetic Algorithm) to address dynamic JSSP. we designed scheduling method based on SGA (Sing1e Genetic Algorithm) and PGA (Parallel Genetic Algorithm) The scheduling method based on GA is extended to address dynamic JSSP. Then, This algorithms are tested for scheduling and rescheduling in dynamic JSSP. The results is compared with dispatching rule. In comparison to dispatching rule, the GA approach produces better scheduling performance.

Job-aware Network Scheduling for Hadoop Cluster

  • Liu, Wen;Wang, Zhigang;Shen, Yanming
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제11권1호
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    • pp.237-252
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    • 2017
  • In recent years, data centers have become the core infrastructure to deal with big data processing. For these big data applications, network transmission has become one of the most important factors affecting the performance. In order to improve network utilization and reduce job completion time, in this paper, by real-time monitoring from the application layer, we propose job-aware priority scheduling. Our approach takes the correlations of flows in the same job into account, and flows in the same job are assigned the same priority. Therefore, we expect that flows in the same job finish their transmissions at about the same time, avoiding lagging flows. To achieve load balancing, two approaches (Flow-based and Spray) using ECMP (Equal-Cost multi-path routing) are presented. We implemented our scheme using NS-2 simulator. In our evaluations, we emulate real network environment by setting background traffic, scheduling delay and link failures. The experimental results show that our approach can enhance the Hadoop job execution efficiency of the shuffle stage, significantly reduce the network transmission time of the highest priority job.

실시간 시스템에서 성능 향상 기법 (Enhanced Technique for Performance in Real Time Systems)

  • 김명준
    • 한국IT서비스학회지
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    • 제16권3호
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    • pp.103-111
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    • 2017
  • The real time scheduling is a key research area in high performance computing and has been a source of challenging problems. A periodic task is an infinite sequence of task instance where each job of a task comes in a regular period. The RMS (Rate Monotonic Scheduling) algorithm has the advantage of a strong theoretical foundation and holds out the promise of reducing the need for exhaustive testing of the scheduling. Many real-time systems built in the past based their scheduling on the Cyclic Executive Model because it produces predictable schedules which facilitate exhaustive testing. In this work we propose hybrid scheduling method which combines features of both of these scheduling algorithms. The original rate monotonic scheduling algorithm didn't consider the uniform sampling tasks in the real time systems. We have enumerated some issues when the RMS is applied to our hybrid scheduling method. We found the scheduling bound for the hard real-time systems which include the uniform sampling tasks. The suggested hybrid scheduling algorithm turns out to have some advantages from the point of view of the real time system designer, and is particularly useful in the context of large critical systems. Our algorithm can be useful for real time system designer who must guarantee the hard real time tasks.

준비시간을 고려한 job shop 스케쥴링 문제의 근사적 해법에 관한 연구 (An approximation method for job shop scheduling problem with sequence independent setup time)

  • 정한일;김기동;정대영;박진우
    • 한국경영과학회:학술대회논문집
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    • 대한산업공학회/한국경영과학회 1996년도 춘계공동학술대회논문집; 공군사관학교, 청주; 26-27 Apr. 1996
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    • pp.306-309
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    • 1996
  • The job shop scheduling problem has been a major target for many researchers. And, most of the past studies did not consider setup time. In many cases of real manufacturing environment, however, there exists a setup time for each operations. The setup can be divide into two parts, one can be done after job arrival. The setup time based on the latter can be summed together with processing time, but that based on the former can not be. We propose an approximation method based on shifting bottleneck procedure for solving the job shop scheduling problem with sequence independent setup time. It schedules the machines one by one, taking a bottleneck machine among the machines not yet scheduled. Every time after a new machine is scheduled, all schedules previously established are updated. Both the bottlenck search and the schedule updating procedure are based on solving a single machine scheduling problem with ready time, setup time and delivery time iteratively.

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실시간 제어가 가능한 일정 계획 시스템 개발 (Development of a production scheduling system for the real time controlled manufacturing system)

  • 이철수;배상윤;이강주
    • 경영과학
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    • 제10권2호
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    • pp.61-77
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    • 1993
  • This paper involves a study of developing the production scheduling system in a general job shop type mechanical factory. We consider realistic situations in the job-shop environments, such as alternative machines for operation, the new kinds of processes, the machining center with the plural pallet, the operational situation of each machine during the scheduling period, occurings of urgent orders and machine breakdowns. We also propose the methodology of re-schedule. It is very fast and acceptable for real time production control system. These all functions are implemented on IBM PC and program source is written in PASCAL language.

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FMC에서의 일정계획 시스템의 설계 (Design of Scheduling System for Flexible Manufacturing Cells)

  • 신대혁;이상완
    • 산업경영시스템학회지
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    • 제17권32호
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    • pp.63-71
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    • 1994
  • The purpose of this paper is to describe an effective cell scheduling system for flexible manufacturing cells. Based on the FMC characteristics, cell scheduling can be defined as a dynamic modified flow shop working in a real-time system. This paper attempt to find the optimal cell scheduling when minimizing the mean flow time for n-job/m-machine problems in static and dynamic environments. Real-time scheduling in an FMC environment requires rapid computation of the schedule.

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시뮬레이션 기반 적응형 실시간 작업 제어 프레임워크를 적용한 웨이퍼 제조 공정 DEVS 기반 모델링 시뮬레이션 (DEVS-based Modeling Simulation for Semiconductor Manufacturing Using an Simulation-based Adaptive Real-time Job Control Framework)

  • 송해상;이재영;김탁곤
    • 한국시뮬레이션학회논문지
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    • 제19권3호
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    • pp.45-54
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    • 2010
  • 반도체 제조공정에 내재된 복잡성은 작업일정(job scheduling) 문제를 해석적 방법으로는 풀기 어렵기 때문에 보통 시스템 파라미터의 변화에 대한 효과를 이산사건 모델링 시뮬레이션에 의존하여 왔다. 한편 장비 고장 등 예측 불가능한 사건들은 고정된 작업일정 기법을 사용할 경우 전체 공정의 효율을 악화시킨다. 따라서 이러한 불확실성에 대해 최적의 성능을 내기 위해서는 작업일정을 실시간으로 대처 변경하는 것이 필요하다. 본 논문은 반도체 제조 공정에 대해 시스템 제어관점의 접근방법을 적용하여 이 문제에 적응형 실시간 작업제어 틀을 제안하고, DEVS 모델링 시뮬레이션 환경을 기반으로 제안된 틀을 설계 구현하였다. 제안된 방법은 기존의 임기응변적인 소프트웨어적인 방법에 비추어볼 때 전체 시스템을 이해하기 쉬우면서도 또한 추가되는 작업제어 규칙도 쉽게 추가 적용할 수 있는 유연성을 장점으로 가지고 있다. 여러 가지 실험결과 제안된 적응형 실시간 작업제어 프레임워크는 고정 작업규칙 방법에 비해 훨씬 나은 결과를 보여주어 그 효용성을 입증하였다.

다양한 실시간 스케줄링 알고리즘들을 지원하기 위한 재구성 가능한 스케줄러 모델 (A Reconfigurable Scheduler Model for Supporting Various Real-Time Scheduling Algorithms)

  • 심재홍;송재신;최경희;박승규;정기현
    • 한국정보과학회논문지:시스템및이론
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    • 제29권4호
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    • pp.201-212
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    • 2002
  • 본 연구에서는 다양한 실시간 스케줄링 알고리즘들을 구현할 수 있는 재구성 가능한 스케줄러모델을 제안한다. 제안 모델은 기본적인 작업(job) 디스패처(dispatcher)와 소프트웨어 타이머를 제공하는 하위 계층의 스케줄링 틀(framework)과 이를 기반으로 응용에 적합한 특정 스케줄링 알고리즘을 구현하는 상위 계층의 태스크 스케줄러로 구성된다. 시스템 개발자는 상하 구성 요소간 정보 교환을 위한 커널 내부 인터페이스만 준수한다면, 커널 하부 메커니즘과는 독립적으로 새로운 스케줄링 알고리즘을 구현할 수 있다. 한번 구현된 태스크 스케줄러는 향후 새로운 시스템 구축시 재사용 가능하다. 실시간 리눅스 (Real-Time Linux) (5)에 제안된 스케줄링 틀을 구현한 후, 이를 기반으로 대표적인 실시간 스케줄링 알고리즘들을 시험적으로 구현하여 보았다. 이를 통해 다양한 스케줄링 알고리즘들을 하부의 복잡한 커널 메커니즘 수정 없이 독립적으로 개발할 수 있음을 확인하였다. 또한 실험을 통해 두 단계 분리된 구조를 가진 제안 모델의 스케줄링 오버 헤드가 하나로 통합된 기존 일체형 스케줄러와 큰 차이가 없음을 확인할 수 있었다.