• Title/Summary/Keyword: 스케줄 링 최적화

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A development of an Optimization-Based Flight Scheduler and Its Simulation-Based Application to Real Airports (최적화 기법 기반의 항공기 스케줄러 개발 및 실제 공항의 수치적 모사)

  • Ryu, MinSeok;Song, Jae-Hoon;Choi, Seongim
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.41 no.9
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    • pp.681-688
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    • 2013
  • Several problems caused by inevitable increment of airplane have been issued. The most effective solution to solve the issues is considered as establishing appropriate Air Traffic Management (ATM) that reduces aircraft's delay at an airport and intensify the airport's capacity. The purpose of this paper is to produce the optimum aircraft schedules that maximize the aircraft throughput by smooth air traffic flow near terminal area of an airport In this paper, mathematical formulations of the scheduling problem are firstly specified. Based on the mathematical modelling, an Optimization-Based Flight Scheduler that provides the optimum flight schedules for arriving aircraft is developed by introducing the Mixed Integer Linear Programming(MILP) and the Genetic Algorithms(GA). With this scheduler, we calculated the optimum schedules to compare to real schedule data from an Incheon Airport. As a result, it is validated that aircraft throughput produced by the optimum schedule is much better than that of the schedule from the Incheon airport. The optimization-based flight scheduler is expected to deal with problems due to the aircraft saturation in near future.

Development of Agent-based Platform for Coordinated Scheduling in Global Supply Chain (글로벌 공급사슬에서 경쟁협력 스케줄링을 위한 에이전트 기반 플랫폼 구축)

  • Lee, Jung-Seung;Choi, Seong-Woo
    • Journal of Intelligence and Information Systems
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    • v.17 no.4
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    • pp.213-226
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    • 2011
  • In global supply chain, the scheduling problems of large products such as ships, airplanes, space shuttles, assembled constructions, and/or automobiles are complicated by nature. New scheduling systems are often developed in order to reduce inherent computational complexity. As a result, a problem can be decomposed into small sub-problems, problems that contain independently small scheduling systems integrating into the initial problem. As one of the authors experienced, DAS (Daewoo Shipbuilding Scheduling System) has adopted a two-layered hierarchical architecture. In the hierarchical architecture, individual scheduling systems composed of a high-level dock scheduler, DAS-ERECT and low-level assembly plant schedulers, DAS-PBS, DAS-3DS, DAS-NPS, and DAS-A7 try to search the best schedules under their own constraints. Moreover, the steep growth of communication technology and logistics enables it to introduce distributed multi-nation production plants by which different parts are produced by designated plants. Therefore vertical and lateral coordination among decomposed scheduling systems is necessary. No standard coordination mechanism of multiple scheduling systems exists, even though there are various scheduling systems existing in the area of scheduling research. Previous research regarding the coordination mechanism has mainly focused on external conversation without capacity model. Prior research has heavily focuses on agent-based coordination in the area of agent research. Yet, no scheduling domain has been developed. Previous research regarding the agent-based scheduling has paid its ample attention to internal coordination of scheduling process, a process that has not been efficient. In this study, we suggest a general framework for agent-based coordination of multiple scheduling systems in global supply chain. The purpose of this study was to design a standard coordination mechanism. To do so, we first define an individual scheduling agent responsible for their own plants and a meta-level coordination agent involved with each individual scheduling agent. We then suggest variables and values describing the individual scheduling agent and meta-level coordination agent. These variables and values are represented by Backus-Naur Form. Second, we suggest scheduling agent communication protocols for each scheduling agent topology classified into the system architectures, existence or nonexistence of coordinator, and directions of coordination. If there was a coordinating agent, an individual scheduling agent could communicate with another individual agent indirectly through the coordinator. On the other hand, if there was not any coordinating agent existing, an individual scheduling agent should communicate with another individual agent directly. To apply agent communication language specifically to the scheduling coordination domain, we had to additionally define an inner language, a language that suitably expresses scheduling coordination. A scheduling agent communication language is devised for the communication among agents independent of domain. We adopt three message layers which are ACL layer, scheduling coordination layer, and industry-specific layer. The ACL layer is a domain independent outer language layer. The scheduling coordination layer has terms necessary for scheduling coordination. The industry-specific layer expresses the industry specification. Third, in order to improve the efficiency of communication among scheduling agents and avoid possible infinite loops, we suggest a look-ahead load balancing model which supports to monitor participating agents and to analyze the status of the agents. To build the look-ahead load balancing model, the status of participating agents should be monitored. Most of all, the amount of sharing information should be considered. If complete information is collected, updating and maintenance cost of sharing information will be increasing although the frequency of communication will be decreasing. Therefore the level of detail and updating period of sharing information should be decided contingently. By means of this standard coordination mechanism, we can easily model coordination processes of multiple scheduling systems into supply chain. Finally, we apply this mechanism to shipbuilding domain and develop a prototype system which consists of a dock-scheduling agent, four assembly- plant-scheduling agents, and a meta-level coordination agent. A series of experiments using the real world data are used to empirically examine this mechanism. The results of this study show that the effect of agent-based platform on coordinated scheduling is evident in terms of the number of tardy jobs, tardiness, and makespan.

Development of the Experiential Scheduler Based on the Features of Process (Process의 특성을 반영한 Experiential Scheduler)

  • Oh, Man-Seok
    • Proceedings of the Korean Information Science Society Conference
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    • 2007.06b
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    • pp.406-411
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    • 2007
  • 현재 리눅스에서 사용되고 있는 스케줄링 방식은 Weight(가중치), Quantum(기본 설정 CPU점유시간)등을 이용하여 스케줄링 한다. 이러한 스케줄링 방식으로는 프로세스 각각의 특징을 반영하기 힘들다. 이러한 점을 개선하고자 하나의 프로세스가 실행될 때, 실행 프로세스의 특징을 경험적 데이터로 저장함으로서, 프로세스가 다시 실행될 시에, 경험적 데이터를 적용하여 프로세스의 특징을 스케줄링에 반영토록 한다. 경험적인 데이터들로는 프로세스의 실행시간, 프로세스의 종류, 실행 빈도 등이 있는데, 이들을 스케줄링에 적용하여, 프로세스 각각의 특징을 반영하여 각각의 프로세스에 최적화된 스케줄러를 구현한다. 개발 대상 OS는 Open Source이며, 다양한 분야에 적용되고 있는 리눅스를 선정하였고, 기존의 리눅스 스케줄링에 과거의 경험적인 데이터를 반영하여, 좋은 효율의 스케줄러를 구현하는데 목적을 두었다.

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An Efficient Packet Scheduling on Bluetooth MAC Layer by Using Bin-Packing and DRR (Bin-Packing 과 DRR 을 이용한 블루투스 MAC 계층에서의 효과적인 패킷 스케줄링)

  • 안혜환;윤희용;손재기;전기만;양만석
    • Proceedings of the Korean Information Science Society Conference
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    • 2003.04d
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    • pp.451-453
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    • 2003
  • 본 논문은 블루투스 MAC 계층에서의 패킷 스케줄링 성능의 개선을 목적으로 한다 현재 대부분의 많은 블루투스 MAC 계층 스케줄링 방식은 라운드로빈(RR)을 사용하고 있는데, 많은 슬롯과 시간을 낭비하게 되고 최적화된 업링크와 다운링크에 적합하지 않다. 한편, 블루투스의 마스터 노드에서 생기는 자원 낭비 문제를 해결하기 위한 몇 가지 MAC 스케줄링 알고리즘이 있다. 본 논문에서는 Bin-packing 과 DRR 을 이용하는 MAC 계층에서의 효과적인 패킷 스케줄링 알고리즘을 제안하고 시뮬레이션을 통해서 그 성능이 기존 방식에 비해 우월함을 보인다.

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An Iterative Data-Flow Optimal Scheduling Algorithm based on Genetic Algorithm for High-Performance Multiprocessor (고성능 멀티프로세서를 위한 유전 알고리즘 기반의 반복 데이터흐름 최적화 스케줄링 알고리즘)

  • Chang, Jeong-Uk;Lin, Chi-Ho
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.15 no.6
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    • pp.115-121
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    • 2015
  • In this paper, we proposed an iterative data-flow optimal scheduling algorithm based on genetic algorithm for high-performance multiprocessor. The basic hardware model can be extended to include detailed features of the multiprocessor architecture. This is illustrated by implementing a hardware model that requires routing the data transfers over a communication network with a limited capacity. The scheduling method consists of three layers. In the top layer a genetic algorithm takes care of the optimization. It generates different permutations of operations, that are passed on to the middle layer. The global scheduling makes the main scheduling decisions based on a permutation of operations. Details of the hardware model are not considered in this layer. This is done in the bottom layer by the black-box scheduling. It completes the scheduling of an operation and ensures that the detailed hardware model is obeyed. Both scheduling method can insert cycles in the schedule to ensure that a valid schedule is always found quickly. In order to test the performance of the scheduling method, the results of benchmark of the five filters show that the scheduling method is able to find good quality schedules in reasonable time.

Research on optimal port cargo vehicle arrival scheduling system using Monte Carlo simulation, AlphaGo Zero, and Bayes' theorem (몬테카를로 시뮬레이션, 알파고 제로, 베이즈 정리를 이용한 최적의 항만 화물차 입항 스케줄링 시스템에 대한 연구)

  • Min-Gyeong Kim;Sua Park;Hae-Young Lee;Na-Young Kim;Sang-Oh Yoo
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.11a
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    • pp.1096-1097
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    • 2023
  • 본 연구에서는 항만 교통 혼잡 문제를 해결하기 위해 최적화와 관련된 요소와 트럭 운전기사와 터미널 사이의 협상과 관련된 요소를 새로운 방식으로 고려한 중장기 및 실시간 스케줄링 모델을 제시한다. 중장기 스케줄링 모델은 몬테카를로 시뮬레이션, 실시간 스케줄링 모델은 알파고 제로의 원리와 베이즈 정리를 이용하여 구현했다. 실험 결과 제시된 알파고 제로를 이용한 실시간 스케줄링 시스템이 화물차 평균 지연시간을 30분에서 4분으로 대폭 줄여 지연 시간을 최소화하는 것을 입증했다. 실험 관련 코드는 다음 주소에서 확인할 수 있다 : https://github.com/yulleta/Application_of_AlphaGo-Zero_to_port_arrival_scheduling

광대역 위성 네트워크를 위한 데이터 손실량 기반 최적 타임슬롯 스케줄링

  • 장근녕;박유진
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2004.10a
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    • pp.353-356
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    • 2004
  • 본 논문에서는 광대역 위성 네트워크에서 각 단말에서의 패킷 손실량 기대값을 분석하고, 패킷 손실량 기대값의 총합을 최소화하는 타임슬롯 스케줄링 방법을 제시한다. 이를 위해 각 단말에서의 패킷 손실량 기대값을 구하는 방법을 제시하고, 타임슬롯 스케줄링을 위한 최적화 모형을 정형화하고, 정형화된 모형을 해결하기 위한 방법을 제시한다. 실험을 통해 제시한 방법이 기존 방법에 비해 패킷 손실량 기대값의 총합을 의미 있게 감소시킴을 보인다.

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Optimal Task Scheduling for Minimizing Energy Consumption in I/O Devices (입/출력 장치의 소비전력 최적화를 위한 타스크 스케줄링)

  • 정도한;김태환
    • Proceedings of the Korean Information Science Society Conference
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    • 2004.10a
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    • pp.574-576
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    • 2004
  • 임베디드 시스템에서 입출력에서 소모되는 전력양은 상당한 수준이다. 입출력 장치에서의 수행되는 타스크의 순서를 정하여 전체적으로 입출력 장지에서의 휴식 시간을 최대한 많이 허락하는 기법이 필요하다. 기존의 연구는 입출력 장치 소비 전력 최소화를 위한 타스크 스케줄링 문제를 단순한 지협적인 휴리스틱에 기반하여 풀었다. 본 연구는 기존의 연구에서의 방법과는 달리 최적의 해를 내는 해법을 제시한다. 구체적으로 시간 제약 조건을 가진 저전력을 위한 타스크 스케줄링 문제를 ILP (integer linear programming) 기법을 적용하는 방법을 제시한다. 본 연구는 또한, 실험을 통해 주어진 시간 안에 최적의 해를 구하는 문제의 크기를 판단하는 기준을 제시할 수 있다는 의의를 가진다.

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A Computationally Efficient Scheduling Algorithm Capable of Controlling Throughput-Fairness Tradeoff (계산이 효율적인 전송률-형평성 트레이드오프 제어 스케줄링 알고리즘)

  • Lee, Min;Oh, Seong-Keun
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.35 no.2A
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    • pp.121-127
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    • 2010
  • In this paper, we propose a computationally efficient scheduling algorithm that can arbitrarily control the throughput-fairness tradeoff in a multiuser wireless communication environment. As a new scheduling criterion, we combine linearly two well-known scheduling criteria such as one of achieving the maximum sum throughput and the other of achieving the maximum fairness, so as to control the relative proportion of the throughput and the fairness according to a control factor. For linear combining two different criteria, their optimization directivenesses and the units should be unified first. To meet these requirements, we choose an instantaneous channel capacity as a scheduling criterion for maximizing the sum throughput and the average serving throughput for maximizing the fairness. Through a unified linear combining of two optimization objectives with the control factor, it can provide various throughput-fairness tradeoffs according to the control factors. For further simplification, we exploit a high signal-to-noise ratio (SNR) approximation of the instantaneous channel capacity. Through computer simulations, we evaluate the throughput and fairness performances of the proposed algorithm according to the control factors, assuming an independent Rayleigh fading multiuser channel. We also evaluate the proposed algorithm employing the high SNR approximation. From simulation results, we could see that the proposed algorithm can control arbitrarily the throughput-fairness performance between the performance of the scheduler aiming to the maximum sum throughput and that of the scheduler aiming to the maximum fairness, finally, we see that the high SNR approximation can give a satisfactory performance in this situation.

An Optimization of Resource Scheduling in the Cluster Computing Environment (클러스터 컴퓨팅 환경에서 자원 스케줄링의 최적화)

  • Lee, Hun Soon;Kim, Chang Soo
    • Proceedings of the Korea Information Processing Society Conference
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    • 2016.10a
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    • pp.56-57
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    • 2016
  • 본 논문에서는 클러스터 컴퓨팅 환경에서 가용한 자원의 추이를 고려한 자원 스케줄링 최적화 방법을 제안한다. 제안하는 스케줄링 방법은 데이터 인텐시브 응용의 특성인 자원 추가에 따른 처리 성능의 선형적 확장성을 활용하는데, 사용자가 작업 수행을 위해 명시한 자원이 가용하지 않은 경우에 해당 자원이 가용해질 때까지 기다리는 것이 아니라 가용한 자원 상황 추이를 고려하여 융통성 있는 자원 할당을 하게 함으로써 자원 조각화를 최소화한다. 시물레이션을 통한 실험으로 제안하는 방법이 기존 방법에 비해 자원 활용률과 처리량 측면에서 우수함을 검증하였다.