• Title/Summary/Keyword: 동적 계획

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Adaptive Transportation Execution System in Real-Time Environment (실시간 환경에서의 적응 운송 시스템에 관한 연구)

  • Jang, Dong-Go;Jeong, Jae-Hun;Lee, Sang-Min
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2004.05a
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    • pp.220-223
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    • 2004
  • 지금까지 배송에 관한 연구는 주로 최적화된 차량의 배송 경로의 생성에 있어서 계획 생성까지의 시간의 단축이나 경로계획의 안정성의 확보에 초점을 두었다. 그러나 고객의 높은 서비스 수준을 만족시키기 위해서는 다양한 요구 사항을 충분히 반영한 동적인 운송계획의 수립과 함께 배송 단계에서 빈번히 발생하는 다양한 예외상황에 대한 적절한 대처가 필요하게 되었다. 본 연구에서는 최적화, GIS, GPS, ITS, Mobile등의 기술을 이용하여 동적으로 변화하는 실시간 환경에서 높은 서비스 수준을 제공할 수 있는 적응 운송 시스템의 모습을 제시하고자 한다.

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Robust Depth Measurement Using Dynamic Programming Technique on the Structured-Light Image (구조화 조명 영상에 Dynamic Programming을 사용한 신뢰도 높은 거리 측정 방법)

  • Wang, Shi;Kim, Hyong-Suk;Lin, Chun-Shin;Chen, Hong-Xin;Lin, Hai-Ping
    • Journal of Internet Computing and Services
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    • v.9 no.3
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    • pp.69-77
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    • 2008
  • An algorithm for tracking the trace of structured light is proposed to obtain depth information accurately. The technique is based on the fact that the pixel location of light in an image has a unique association with the object depth. However, sometimes the projected light is dim or invisible due to the absorption and reflection on the surface of the object. A dynamic programming approach is proposed to solve such a problem. In this paper, necessary mathematics for implementing the algorithm is presented and the projected laser light is tracked utilizing a dynamic programming technique. Advantage is that the trace remains integrity while many parts of the laser beam are dim or invisible. Experimental results as well as the 3-D restoration are reported.

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Development of Optimal Design Simulation Model for Least Cost Urban Sewer System Considering Risk (I) (위험도를 고려한 최소비용 도시우수관망 설계의 최적화 모형개발 (I): 모형의 개발과 시험유역의 적용)

  • Jang, Suk-Hwan;Park, Sang-Woo
    • Journal of Korea Water Resources Association
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    • v.38 no.12 s.161
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    • pp.1021-1028
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    • 2005
  • This study purpose to develop simulation model of optimal design condition of urban storm sewer system considering risk. Urban Storm Sewer Optimal Design Model(USSOD) can compute pipe capacity, pipe slope, crown elevation, excavation depth, risk and return cost in the condition of design discharge. Rational formula is adopted for design discharge and Manning's formula is used for pipe capacity. Discrete differential dynamic programming(DDDP) technique which is a kind of dynamic programming(DP) is used for optimization and first order second moment approximation method and uncertainty analysis is also for developing model. USSOD is applied to hypothetical drainage basin to test and verify, which resulted economical and efficient design in urban drainage sewer system.

Optimal Sequencing of Water Supply Proiects by Dynamic Programming (동적계량법에 의한 용수공급시설의 최적화에 관한 연구)

  • 배상근;이순택
    • Water for future
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    • v.14 no.2
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    • pp.63-69
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    • 1981
  • This Study is aimed at optimal sequencing of water supply projects for water demand from the application in water resources field of dynamic programming because a minimum present cost strategy for investment in water supply projects plays an important part of installation of some projects. In analysis, the relationships of the future water demand and numerous possible independent projects that are expected to meet water requirements up to some future data in Daegu city were used and future water demand were estimated from the exponential function method, the method used by the Water Works Bureau of Daegu City government which is a kind of geometric progression method and the mean value of these two methods. The results showed that the optimal sequencing of water supply projects using Dynamic Programming was reasonable and the changing of the estimation method of future water demand made a difference among optimal sequence of projects while the changing of annual rate of interest had influenced on present value cost only. In general, the best sequence for constructing the seven projects was the order of D-E-G-F-C-B-A, with the corresponding period for 33-38 years.

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Performance Comparison between Genetic Algorithms and Dynamic Programming in the Subset-Sum Problem (부분집합 합 문제에서의 유전 알고리즘과 동적 계획법의 성능 비교)

  • Cho, Hwi-Yeon;Kim, Yong-Hyuk
    • Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology
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    • v.8 no.4
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    • pp.259-267
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    • 2018
  • The subset-sum problem is to find out whether or not the element sum of a subset within a finite set of numbers is equal to a given value. The problem is a well-known NP-complete problem, which is difficult to solve within a polynomial time. Genetic algorithm is a method for finding the optimal solution of a given problem through operations such as selection, crossover, and mutation. Dynamic programming is a method of solving a given problem from one or several subproblems. In this paper, we design and implement a genetic algorithm that solves the subset-sum problem, and experimentally compared the time performance to find the answer with the case of dynamic programming method. We selected a total of 17 test cases considering the difficulty in a set with 63 elements of positive number, and compared the performance of the two algorithms. The presented genetic algorithms showed time performance improved by 84% on 13 of 17 problems when compared with dynamic programming.

Approximate Dynamic Programming Based Interceptor Fire Control and Effectiveness Analysis for M-To-M Engagement (근사적 동적계획을 활용한 요격통제 및 동시교전 효과분석)

  • Lee, Changseok;Kim, Ju-Hyun;Choi, Bong Wan;Kim, Kyeongtaek
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.50 no.4
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    • pp.287-295
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    • 2022
  • As low altitude long-range artillery threat has been strengthened, the development of anti-artillery interception system to protect assets against its attacks will be kicked off. We view the defense of long-range artillery attacks as a typical dynamic weapon target assignment (DWTA) problem. DWTA is a sequential decision process in which decision making under future uncertain attacks affects the subsequent decision processes and its results. These are typical characteristics of Markov decision process (MDP) model. We formulate the problem as a MDP model to examine the assignment policy for the defender. The proximity of the capital of South Korea to North Korea border limits the computation time for its solution to a few second. Within the allowed time interval, it is impossible to compute the exact optimal solution. We apply approximate dynamic programming (ADP) approach to check if ADP approach solve the MDP model within processing time limit. We employ Shoot-Shoot-Look policy as a baseline strategy and compare it with ADP approach for three scenarios. Simulation results show that ADP approach provide better solution than the baseline strategy.

Efficient Kinect Sensor-Based Reactive Path Planning Method for Autonomous Mobile Robots in Dynamic Environments (키넥트 센서를 이용한 동적 환경에서의 효율적인 이동로봇 반응경로계획 기법)

  • Tuvshinjargal, Doopalam;Lee, Deok Jin
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.39 no.6
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    • pp.549-559
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    • 2015
  • In this paper, an efficient dynamic reactive motion planning method for an autonomous vehicle in a dynamic environment is proposed. The purpose of the proposed method is to improve the robustness of autonomous robot motion planning capabilities within dynamic, uncertain environments by integrating a virtual plane-based reactive motion planning technique with a sensor fusion-based obstacle detection approach. The dynamic reactive motion planning method assumes a local observer in the virtual plane, which allows the effective transformation of complex dynamic planning problems into simple stationary ones proving the speed and orientation information between the robot and obstacles. In addition, the sensor fusion-based obstacle detection technique allows the pose estimation of moving obstacles using a Kinect sensor and sonar sensors, thus improving the accuracy and robustness of the reactive motion planning approach. The performance of the proposed method was demonstrated through not only simulation studies but also field experiments using multiple moving obstacles in hostile dynamic environments.

A Development of Ironbar-manufacturing Industry Software using Dynamic Programming (동적계획법을 이용한 철근가공 산업용 소프트웨어 개발)

  • Kim, Seong-Hoon;Park, Choong-Sik
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2008.06a
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    • pp.211-216
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    • 2008
  • 이 논문은 철근 가공 산업 현장에서 스프레드쉬트에 의해 수작업으로 행하던 절단 작업의 계획 수립을 자동화된 시스템에 의해 최적의 절단 계획을 생성하도록 하는 소프트웨어의 개발을 다룬다. 이를 위하여, 먼저 시스템의 데이터 표현과 최적 문제 풀이를 위한 자동 계획 알고리듬의 설계가 요구된다. 이것은 다중 규격의 1차원 자재 절단 문제를 푸는 것으로, 동적계획법에 근거하여 자재 절단 문제를 재구성하고, 유한 범위의 조합 열에서도 근사 최적의 해를 찾을 수 있는 탐색 기법을 사용한 자재 절단 계획 알고리듬을 사용하였다. 그리고, 자동화된 철근 가공 산업용 소프트웨어는 작업 환경에 맞게 사용이 편리한 그래픽 화면과 사용자 인터페이스가 요구되는데, 공개 소프트웨어를 활용한 GUI 라이브러리 툴킷인 GTK+를 활용하여 이를 구현하였다.

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Development of Optimal Design Simulation Model for Least Cost Urban Sewer System Considering Risk (II) (위험도를 고려한 최소비용 도시우수관망 설계의 최적화 모형개발 (II): 위험도를 고려한 최적화 모형)

  • Park, Sang-Woo;Jang, Suk-Hwan
    • Journal of Korea Water Resources Association
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    • v.38 no.12 s.161
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    • pp.1029-1037
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    • 2005
  • Urban Storm Sewer Optimal Design Model(USSOD) was developed to compute pipe capacity, pipe slope, crown elevation, excavation depth, risk and return cost in the condition of design discharge. Rational formula is adopted for design discharge and Manning's formula is used for pipe capacity. Discrete differential dynamic programming(DDDP) technique which is a kind of dynamic programming (DP) is used for optimization and first order second moment approximation method and uncertainty analysis is also for developing model. USSOD is applied to hypothetical drainage basin to test and verify. After testing the model, it is also applied to Ulsan drainage basin which was developed by Korea Land Cooperation(KOLAND). Comparing the design results of USSOD with those of KOLAND, discharge capacity 0.35 $m^3/sec$, the crown elevation is 0.77m higher and return cost is $9\%$ less than design results of KOLAND, which verify the improvement of USSOD. Layout design model using GIS and optimization including detention or retention effect are needed in the future study.

A Dynamic Programming Approach to Mount Sequence Optimization for Multihead-Gantry Chip Mounter (동적계획법에 의한 멀티헤드 겐트리형 칩마운터의 장착순서 최적화)

  • Kim, Dong-Man;Lee, Jae-Young;Park, Tae-Hyoung
    • Proceedings of the KIEE Conference
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    • 2002.07d
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    • pp.2442-2444
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    • 2002
  • 표면실장형 인쇄회로기판 조림용 칩마운터의 효율적인 운용을 위한 부품 장착 순서를 최적화하는 방법을 모색한다. 연구 과정은 멀티헤드 칩마운터 부품장착 순서를 동적계획법으로 수학식으로 모델링하고, 동적계획법의 방법으로 대상 칩마운터의 장착 순서를 생성한다. 생성된 결과는 다른 알고리즘을 적용하여 생성된 결과와 비교 분석을 한다.

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