• Title/Summary/Keyword: Greedy Selection

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Empirical Analysis on the Shortcut Benefit Function and its Factors for Triple Database (트리플 데이터베이스 단축 경로 이득 함수와 구성 인자 실험 분석)

  • Kang, Seungseok;Shim, Junho
    • The Journal of Society for e-Business Studies
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    • v.19 no.1
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    • pp.131-143
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    • 2014
  • A triple database consisting of a number of three-column tables require high cost of query processing, whereby building a shortcut is known as an effective way to reduce the cost. It is important to figure out what shortcuts needs to be selectively built. Most shortcut selection algorithms make use of a benefit model that considers the query frequency. However they work poor to reflect the database update. In this paper, we consider a benefit model for triple databases. The model considers not only the profit of query response times but also the building and maintenance costs of the shortcuts. We apply the model to design a benefit function which can be plugged in a greedy-based shortcut selection algorithm. We perform the empirical experiments on a real-world dataset and analyze the effect of each factor employed in the benefit function.

Joint Mode Selection and Resource Allocation for Mobile Relay-Aided Device-to-Device Communication

  • Tang, Rui;Zhao, Jihong;Qu, Hua;Zhu, Zhengcang;Zhang, Yanpeng
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.10 no.3
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    • pp.950-975
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    • 2016
  • Device-to-Device (D2D) communication underlaying cellular networks is a promising add-on component for future radio communication systems. It provides more access opportunities for local device pairs and enhances system throughput (ST), especially when mobile relays (MR) are further enabled to facilitate D2D links when the channel condition of their desired links is unfavorable. However, mutual interference is inevitable due to spectral reuse, and moreover, selecting a suitable transmission mode to benefit the correlated resource allocation (RA) is another difficult problem. We aim to optimize ST of the hybrid system via joint consideration of mode selection (MS) and RA, which includes admission control (AC), power control (PC), channel assignment (CA) and relay selection (RS). However, the original problem is generally NP-hard; therefore, we decompose it into two parts where a hierarchical structure exists: (i) PC is mode-dependent, but its optimality can be perfectly addressed for any given mode with additional AC design to achieve individual quality-of-service requirements. (ii) Based on that optimality, the joint design of MS, CA and RS can be viewed from the graph perspective and transferred into the maximum weighted independent set problem, which is then approximated by our greedy algorithm in polynomial-time. Thanks to the numerical results, we elucidate the efficacy of our mechanism and observe a resulting gain in MR-aided D2D communication.

A Neighbor Selection Technique for Improving Efficiency of Local Search in Load Balancing Problems (부하평준화 문제에서 국지적 탐색의 효율향상을 위한 이웃해 선정 기법)

  • 강병호;조민숙;류광렬
    • Journal of KIISE:Software and Applications
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    • v.31 no.2
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    • pp.164-172
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    • 2004
  • For a local search algorithm to find a bettor quality solution it is required to generate and evaluate a sufficiently large number of candidate solutions as neighbors at each iteration, demanding quite an amount of CPU time. This paper presents a method of selectively generating only good-looking candidate neighbors, so that the number of neighbors can be kept low to improve the efficiency of search. In our method, a newly generated candidate solution is probabilistically selected to become a neighbor based on the quality estimation determined heuristically by a very simple evaluation of the generated candidate. Experimental results on the problem of load balancing for production scheduling have shown that our candidate selection method outperforms other random or greedy selection methods in terms of solution quality given the same amount of CPU time.

RIS Selection and Energy Efficiency Optimization for Irregular Distributed RIS-assisted Communication Systems

  • Xu Fangmin;Fu Jinzhao;Cao HaiYan;Hu ZhiRui
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.17 no.7
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    • pp.1823-1840
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    • 2023
  • In order to improve spectral efficiency and reduce power consumption for reconfigurable intelligent surface (RIS) assisted wireless communication systems, a joint design considering irregular RIS topology, RIS on-off switch, power allocation and phase adjustment is investigated in this paper. Firstly, a multi-dimensional variable joint optimization problem is established under multiple constraints, such as the minimum data requirement and power constraints, with the goal of maximizing the system energy efficiency. However, the proposed optimization problem is hard to be resolved due to its property of nonlinear nonconvex integer programming. Then, to tackle this issue, the problem is decomposed into four sub-problems: topology design, phase shift adjustment, power allocation and switch selection. In terms of topology design, Tabu search algorithm is introduced to select the components that play the main role. For RIS switch selection, greedy algorithm is used to turn off the RISs that play the secondary role. Finally, an iterative optimization algorithm with high data-rate and low power consumption is proposed. The simulation results show that the performance of the irregular RIS aided system with topology design and RIS selection is better than that of the fixed topology and the fix number of RISs. In addition, the proposed joint optimization algorithm can effectively improve the data rate and energy efficiency by changing the propagation environment.

Pre-cluster HEAD Selection Scheme based on Node Distance in Chain-Based Protocol (체인기반 프로토콜에서 노드의 거리에 따른 예비 헤드노드 선출 방법)

  • Kim, Hyun-Duk;Choi, Won-Ik
    • Journal of Korea Multimedia Society
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    • v.12 no.9
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    • pp.1273-1287
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    • 2009
  • PEGASIS, a chain-based protocol, forms chains from sensor nodes so that each node transmits and receives from a neighbor. In this way, only one node (known as a HEAD) is selected from that chain to transmit to the sink. Although PEGASIS is able to balance the workload among all of the nodes by selecting the HEAD node in turn, a considerable amount of energy may be wasted when nodes which are far away from sink node act as the HEAD. In this study, DERP (Distance-based Energy-efficient Routing Protocol) is proposed to address this problem. DERP is a chain-based protocol that improves the greedy-algorithm in PEGASIS by taking into account the distance from the HEAD to the sink node. The main idea of DERP is to adopt a pre-HEAD (P-HD) to distribute the energy load evenly among sensor nodes. In addition, to scale DERP to a large network, it can be extended to a multi-hop clustering protocol by selecting a "relay node" according to the distance between the P-HD and SINK. Analysis and simulation studies of DERP show that it consumes up to 80% less energy, and has less of a transmission delay compared to PEGASIS.

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A Practical RWA Algorithm-based on Lookup Table for Edge Disjoint Paths (EDP들의 참조 테이블을 이용한 실용적 인 경로 설정 및 파장 할당 알고리즘)

  • 김명희;방영철;정민영;이태진;추현승
    • Journal of KIISE:Information Networking
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    • v.31 no.2
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    • pp.123-130
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    • 2004
  • Routing and wavelength assignment(RWA) problem is an important issue in optical transport networks based on wavelength division multiplexing(WDM) technique. It is typically solved using a combination of linear programming and graph coloring, or path selection based graph algorithms. Such methods are either complex or make extensive use of heuristics. In this paper we propose a novel and efficient approach which basically obtains the maximum edge disjoint paths (EDPs) for each source-destination demand pair. And those EDPs obtained are stored in Lookup Table and used for the update of weight matrix. Routes are determined in order by the weight matrix for the demand set. The comprehensive computer simulation shows that the Proposed algorithm uses similar or fewer wavelengths with significantly less execution time than bounded greedy approach (BGA) for EDP which is currently known to be effective in practice.

Joint Power Control and Scheduling Algorithm for Cognitive Radio Network Exploiting Multi-Antennas (다중 안테나를 사용하는 무선 인지 네트워크를 위한 전력 조절 및 스케줄링 알고리즘)

  • You, Seung-Jin;Wang, Han-O;Lee, Je-Min;Ahn, Seong-Woo;Hong, Dae-Sik
    • Proceedings of the IEEK Conference
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    • 2008.06a
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    • pp.237-238
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    • 2008
  • This paper presents a cognitive radio network where a base station exploits multi-antennas. For the system, a joint power control and user selection greedy algorithm which achieve a significant fraction of sum-capacity at lower complexity cost is proposed.

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Greedy based Ordering for Group Filter Processing of Continuous Queries' Selection Predicates (그리디 기반의 연속질의 선택조건의 그룹 필터 순서)

  • Kim, Sung-Hyun;Lee, Won-Suk
    • Proceedings of the Korean Information Science Society Conference
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    • 2005.11b
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    • pp.49-51
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    • 2005
  • 데이터 스트림 환경에서는 빠르게 무한히 생성되는 데이터를 가능한 빠른 시간에 질의 조건의 충족 여부를 판단하는 것이 시스템의 성능에서 중요한 역할을 한다. 따라서 신속한 판단을 위해 다수의 데이터 스트림 시스템에서 개별 선택 조건을 처리하는 것보다는 속성으로 통합하여 그룹 처리하는 방식을 사용하고 있다. 그룹 필터 처리시에는 그룹 필터의 순서에 따라 큰 처리비용의 차이가 발생하는데 본 논문은 데이터스트림 환경에서 시스템이 처리해야 하는 다수의 연속질의의 선택조건을 그룹 처리할 때 그룹 필터 연산의 처리 비용을 최소화 하기 위한 순서를 결정하는 방법을 제안한다.

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A Scheduling and Synchronization Technique for RAPIEnet Switches Using Edge-Coloring of Conflict Multigraphs

  • Abbas, Syed Hayder;Hong, Seung Ho
    • Journal of Communications and Networks
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    • v.15 no.3
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    • pp.321-328
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    • 2013
  • In this paper, we present a technique for obtaining conflict-free schedules for real-time automation protocol for industrial Ethernet (RAPIEnet) switches. Mathematical model of the switch is obtained using graph theory. Initially network traffic entry and exit parts in a single RAPIEnet switch are identified, so that a bipartite conflict graph can be constructed. The obtained conflict graph is transformed to three kinds of matrices to be used as inputs for our simulation model, and selection of any of the matrix forms is application-specific. A greedy edge-coloring algorithm is used to schedule the network traffic and to solve the minimum coloring problem. After scheduling, empty slots are identified for forwarding the non real-time traffic of asynchronous devices. Finally, an algorithm for synchronizing the schedules of adjacent switches is proposed using edge-contraction and minors. All simulations were carried out using Matlab.

A Performance Measurement Model and Resource Selection Algorithm for Efficient Resource Utilization in Grid Computing (그리드 컴퓨팅 환경에서 효율적인 자원 활용을 위한 성능 계량 모델 및 자원 선택 알고리즘 제안)

  • 이준돈;정윤미;길아라;윤현주
    • Proceedings of the Korean Information Science Society Conference
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    • 2003.10a
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    • pp.466-468
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    • 2003
  • 그리드 컴퓨팅은 네트워크 상의 유휴 자원 및 다수의 저성능 자원을 활용함으로써 보다 고 성능의 컴퓨팅 환경을 요구하는 응용 문제를 해결할 수 있다. 따라서, 그리드 컴퓨팅의 자원 관리 시스템의 자원 선택 및 할당 기능은 주어진 응용 문제에 대하여 보다 높은 성능의 그리드 컴퓨팅 환경을 제공하기 위한 매우 중요한 요소이다. 본 논문에서는 보다 효율적으로 자원을 선택하기 위하여 환경 내 자원들의 종합적인 CPU 성능을 평가하는 UC 단위 모델을 제안하고, 보다 효율적인 자원 할당을 위하여 그리디 방식(Greedy Method)을 변형한 최적 자원 우선(8est-Fit-First) 알고리즘을 제안한다. 또한, 기존의 자원선택, 할당방식과 비교하는 모의실험을 통하여 제안하는 모델 및 알고리즘의 향상된 성능을 나타내 보인다.

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