• Title/Summary/Keyword: Tabu Search

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A tabu search For High-School Timetabling Problems (Tabu Search를 이용한 고교 시간표 자동 작성 개발을 위한 연구)

  • 김광석;정태충
    • Proceedings of the Korean Information Science Society Conference
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    • 1999.10b
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    • pp.125-127
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    • 1999
  • 고등학교 시간표 작성 문제는 학생, 교사, 학교, 일반 교실과 특별 교실 자원등 복잡한 제약조건과 요구사항이 있기 때문에 단순한 방법으로는 해결하기가 어렵다. 학생들은 다양한 과목을 선택할 수 있기를 바라고 교사들은 자신이 원하는 시간에 수업하기를 바란다. 또한, 학교에서는 효율적인 인적 자원 활용과 일반 교실 및 특별실의 사용으로 인한 학교의 장학 능력과 경쟁력의 고양을 원한다. 따라서, 고등학교 수업 시간표를 작성하는데 있어서의 다양한 문제를 최적의 시간표를 최적 탐색 문제로 정의하고, 이 문제를 휴리스틱 접근법인 Tabu Search 방법을 이용하여 해결하고자 한다.

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A Processor Assignment Problem for ATM Switch Configuration

  • Han, Junghee;Lee, YoungHo
    • Management Science and Financial Engineering
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    • v.10 no.2
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    • pp.89-102
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    • 2004
  • In this paper, we deal with a processor assignment problem that minimizes the total traffic load of an ATM switch controller by optimally assigning processors to ATM interface units. We develop an integer programming (IP) model for the problem, and devise an effective tabu search heuristic. Computational results reveal the efficacy of the proposed tabu search procedure, finding a good quality solution within 5% of optimality gap.

Sequencing in Mixed Model Assembly Lines with Setup Time : A Tabu Search Approach (준비시간이 있는 혼합모델 조립라인의 제품투입순서 결정 : Tabu Search 기법 적용)

  • 김여근;현철주
    • Korean Management Science Review
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    • v.13 no.1
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    • pp.13-27
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    • 1996
  • This paper considers the sequencing problem in mixed model assembly lines with hybrid workstation types and sequence-dependent setup times. Computation time is often a critical factor in choosing a method of determining the sequence. We develop a mathematical formulation of the problem to minimize the overall length of a line, and present a tabu search technique which can provide a near optimal solution in real time. The proposed technique is compared with a genetic algorithm and a branch-and-bound method. Experimental results are reported to demonstrate the efficiency of the technique.

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Estimation to Induction Motor Parameters Using Tabu-Search (타부 탐색법을 이용한 유도전동기 파라미터 오토튜닝)

  • Park, Kyeoung-Hun;Han, Kyung-Sik
    • Proceedings of the KIPE Conference
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    • 2010.07a
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    • pp.51-52
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    • 2010
  • In order to simplify the offline identification of induction motor parameters, a method based on optimization using a Tabu Search algorithm is proposed. The Tabu Search algorithm is used to minimize the error between the actual data and an estimated model. The robustness of the method is shown by identifying parameters of the induction motor in three different cases. The simulation results show that the method successfully estimates the motor parameters.

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Heuristic Method for Sequencing Problem in Mixed Model Assembly Lines with Setup Time (준비시간이 있는 혼합모델 조립라인에서 투입순서문제를 위한 탐색적 방법)

  • Hyun, Chul-Ju
    • Proceedings of the Safety Management and Science Conference
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    • 2008.11a
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    • pp.35-39
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    • 2008
  • This paper considers the sequencing of products in mixed model assembly lines. The sequence which minimizes overall utility work in car assembly lines reduce the cycle time, the number of utility workers, and the risk of conveyor stopping. The sequencing problem is solved using Tabu Search. Tabu Search is a heuristic method which can provide a near optimal solution in real time. Various examples are presented and experimental results are reported to demonstrate the efficiency of the technique.

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A Study on a New Function Optimization Method Using Probabilistic Tabu Search Strategy (확률적 타부 탐색 전략을 이용한 새로운 함수 최적화 방법에 관한 연구)

  • Kim, Hyung-Su;Hwang, Gi-Hyun;Park, June-Ho
    • The Transactions of the Korean Institute of Electrical Engineers D
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    • v.50 no.11
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    • pp.532-540
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    • 2001
  • In this paper, we propose a probabilistic tabu search strategy for function optimization. It is composed of two procedures, one is Basic search procedure that plays a role in local search, and the other is Restarting procedure that enables to diversify search region. In basic search procedure, we use Belief space and Near region to create neighbors. Belief space is made of high-rank neighbors to effectively restrict searching space, so it can improve searching time and local or global searching capability. When a solution is converged in a local area, Restarting procedure works to search other regions. In this time, we use Probabilistic Tabu Strategy(PTS) to adjust parameters such as a reducing rate, initial searching region etc., which makes enhance the performance of searching ability in various problems. In order to show the usefulness of the proposed method, the PTS is applied to the minimization problems such as De Jong functions, Ackley function, and Griewank functions etc., the results are compared with those of GA or EP.

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Hydro-Thermal Optimal Scheduling Using Probabilistic Tabu Search (확률 타부 탐색법을 이용한 수화력 계통의 경제운용에 관한 연구)

  • Kim, Hyeong-Su;Mun, Gyeong-Jun;Park, Jun-Ho
    • The Transactions of the Korean Institute of Electrical Engineers A
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    • v.51 no.3
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    • pp.153-161
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    • 2002
  • In this paper, we propose a Probabilistic Tabu Search(PTS) method for hydro-thermal scheduling. Hydro scheduling has many constraints and very difficult to solve the optical schedule because it has many local minima. To solve the problem effectively, the proposed method uses two procedures, one is Tabu search procedure that plays a role in local search, and the other is Restarting procedure that enables to diversify its search region. To adjust Parameters such as a reducing rate and initial searching region, search strategy is selected according to its probability after restarting procedure. Dynamic decoding method was also used to restrict a search region and to handle water balance constraints. In order to show the usefulness of the proposed method, the PTS is applied on two cases which have independent or dependent hydro plants and compared to those of other method. The simulation results show it is very efficient and useful algorithm to solve the hydro-thermal scheduling problem.

Microcell Sectorization for Channel Management in a PCS Network by Tabu Search (광마이크로셀 이동통신망에서의 채널관리를 위한 동적 섹터결정)

  • Lee, Cha-Young;Yoon, Jung-Hoon
    • Journal of Korean Institute of Industrial Engineers
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    • v.26 no.2
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    • pp.155-164
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    • 2000
  • Recently Fiber-optic Micro-cellular Wireless Network is considered to solve frequent handoffs and local traffic unbalance in microcellular systems. In this system, central station which is connected to several microcells by optical fiber manages the channels. We propose an efficient sectorization algorithm which dynamically clusters the microcells to minimize the blocked and handoff calls and to balance the traffic loads in each cell. The problem is formulated as an integer linear programming. The objective is to minimize the blocked and handoff calls. To solve this real time sectorization problem the Tabu Search is considered. In the tabu search intensification by Swap and Delete-then-Add (DTA) moves is implemented by short-term memory embodied by two tabu lists. Diversification is considered to investigate proper microcells to change their sectors. Computational results show that the proposed algorithm is highly effective. The solution is almost near the optimal solution and the computation time of the search is considerably reduced compared to the optimal procedure.

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A Development of Central Active Power Monitoring System (Reactive Tabu Search 알고리즘을 이용한 배전계통의 손실 최소화)

  • Choi, Sang-Yule;Kim, Jong-Boo
    • Proceedings of the IEEK Conference
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    • 2007.07a
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    • pp.465-466
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    • 2007
  • 본 논문은 경험적인 탐색방법인 Reactive Tabu Search를 배전계통의 최적 재구성에 적용하였다. 일반적으로 Tabu search는 기울기가 감소하는 방향으로 탐색을 하기 때문에 적은 계산 시간으로 좋은 해를 얻을 수 있지만 초기의 계통 구성에 따라 수렴의 특성이 좌우되어 전역적인 최소해를 찾기가 어려운 단점이 있다. 반면 RTS(Reactive Tabu search)는 reaction과 escape 메커니즘을 제공함으로써 파라미터 선정을 자동적으로 적응시키는 것이 가능하여 계통의 초기 구성에 관계 없이 전역적인 해를 적은 계산량으로도 찾을 수 있다. 본 연구에서는 RTS의 reaction과 escape 매커니즘 구현을 위하여 해싱 함수를 이용하였고 또한 제시된 방식을 32모선에 적용, 기존의 참고문헌과 비교함으로써 그 유용성을 입증하였다.

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Design of Adaptive Fuzzy Logic Controller for SVC using Tabu Search and Neural Network (Tabu 탐색법과 신경회로망을 이용한 SVC용 적응 퍼지제어기의 설계)

  • Son, Jong-Hun;Hwang, Gi-Hyeon;Kim, Hyeong-Su;Park, Jun-Ho;Park, Jong-Geun
    • The Transactions of the Korean Institute of Electrical Engineers A
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    • v.51 no.4
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    • pp.188-195
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    • 2002
  • We proposed the design of SVC adaptive fuzzy logic controller(AFLC) using Tabu search and neural network. We tuned the gains of input-output variables of fuzzy logic controller(FLC) and weights of neural network using Tabu search. Neural network was used for adaptively tuning the output gain of FLC. The weights of neural network was learned from the back propagation algorithm in real-time. To evaluate the usefulness of AFLC, we applied the proposed method to single-machine infinite system. AFLC showed the better control performance than PD controller and GAFLS[10] for three-phase fault in nominal load which had used when tuning AFLC. To show the robustness of AFLC, we applied the proposed method to disturbances such as three-phase fault in heavy and light load. AFLC showed the better robustness than PD controller and GAFLC[10].