• Title/Summary/Keyword: Indexing Schemes

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Design and Implement of a Framework for a Hybrid Broadcast System using Voronoi Diagram for NN Search

  • Seokjin Im
    • International Journal of Internet, Broadcasting and Communication
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    • v.15 no.2
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    • pp.22-30
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    • 2023
  • The portable mobile devices with high performance and high speed 5G network activate and explode the demands for ubiquitous information services that remove the limitations of time for the communication and places to request for the information. NN (Nearest Neighbor) search is one of the most important types of queries to be processed efficiently in the information services. Various indexes have been proposed to support efficient NN search in the wireless broadcast system. The indexes adopting Hilbert curve, grid partition or Voronoi diagram enable the clients to search for NN quickly in the wireless broadcast channel. It is necessary that an efficient means to evaluate the performances of various indexes. In this paper, we propose an open framework that can adopt a variety of indexing schemes and evaluate and compare the performances of them. The proposed framework is organized with open and flexible structure that can adopt hybrid indexing schemes extensible to Voronoi diagram as well as simple indexing schemes. With the implemented framework, we demonstrate the efficiency and scalability and flexibility of the proposed framework by evaluating various indexing schemes for NN query.

Design and Implementation of a Simulation Framework for Wireless Data Broadcasting based on Data ID Space Partition

  • Im, Seokjin
    • International journal of advanced smart convergence
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    • v.7 no.4
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    • pp.10-18
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    • 2018
  • For the information services supporting requests of data items from a great number of mobile clients, wireless data broadcasting is an effective way because it can accommodate any number of clients. In the wireless data broadcasting, various air indexing schemes and data scheduling schemes have been developed in order to enable the clients to access their desired data items efficiently. The broadcasting system needs a method to simulate newly designed air indexing and scheduling schemes of the system, and to evaluate the performance parameters of the schemes. In this paper, we design an expandable and efficient simulation framework for the wireless data broadcasting based on the partition of data ID space. The framework can adopt regular and irregular space partition and evaluate various performance parameters of the broadcasting system. We implement a testbed of the broadcasting system using the framework, that adopts IIP, GDI and EXP as its air indexing schemes. We simulate the system using the testbed and evaluate the performance parameters of the system. Thus, we show the efficiency and expandability of the designed and implemented framework.

A study on Storage Management for Large Spatial Objects in Geographic Database Systems (지리 정보 데이타베이스에서 대용량의 공간 객체를 위한 저장 관리 시스템에 관한 연구)

  • 황병연;김병욱
    • Spatial Information Research
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    • v.5 no.1
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    • pp.1-10
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    • 1997
  • In this paper, we classify existing spatial indexing schemes for spatial objects in geographic database systems into seven classes. Also, we propose a new spatial indexing scheme called MAX(Multi-Attribute indeXing scheme). The search, insert, delete algorithms for the proposed indexmg scheme are described in detail. It is expected that the performance of the proposed indexing scheme is better than the existing indexing schemes under the some conditions. The proposed indexing scheme, MAX, can be easily implemented on existing built-in B-trees in most storage managers in the sense tha.t the structure of MAX is like that of B-tree.

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Design and Performance Analysis of Signature-Based Hybrid Spill-Tree for Indexing High Dimensional Vector Data (고차원 벡터 데이터 색인을 위한 시그니쳐-기반 Hybrid Spill-Tree의 설계 및 성능평가)

  • Lee, Hyun-Jo;Hong, Seung-Tae;Na, So-Ra;Jang, You-Jin;Chang, Jae-Woo;Shim, Choon-Bo
    • Journal of Internet Computing and Services
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    • v.10 no.6
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    • pp.173-189
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    • 2009
  • Recently, video data has attracted many interest. That is the reason why efficient indexing schemes are required to support the content-based retrieval of video data. But most indexing schemes are not suitable for indexing a high-dimensional data except Hybrid Spill-Tree. In this paper, we propose an efficient high-dimensional indexing scheme to support the content-based retrieval of video data. For this, we extend Hybrid Spill-Tree by using a newly designed clustering technique and by adopting a signature method. Finally, we show that proposed signature-based high dimensional indexing scheme achieves better retrieval performance than existing M-Tree and Hybrid Spill-Tree.

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Performance Analysis K-Level Indexing Data Broadcast Schemes for Resilient Mobile Computing (이동 컴퓨팅을 위한 K-Level Indexing Broadcast 기법의 성능분석)

  • 정의종;김재훈
    • Proceedings of the Korean Information Science Society Conference
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    • 2000.10c
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    • pp.505-507
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    • 2000
  • 이동 컴퓨팅에서 사용되는 단말기는 배터리의 제약과 이동통신망의 높은 장애율로 사용에 불편을 느낀다. 여러 mobile client는 공통 관심이 있는 데이터를 서버로부터 받는 방법으로 broadcasting을 많이 쓰는데, 이때 indexing 기법을 이용해 클라이언트는 원하는 데이터를 filtering해서 수신함으로서 에너지의 효율적 사용을 기할 수 있다. index를 중복시킴으로써 원하는 데이터 접근(access) 시간을 줄이고 무선 통신망의 장애에 따른 성능저하를 줄일 수 있다. 본 논문에서는 K-level indexing 기법을 위한 장애율에 따른 최적의 중복회수를 구하고 데이터 수신시 데이터 시간과 튜닝(tuning)시간을 구한다.

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A Novel Air Indexing Scheme for Window Query in Non-Flat Wireless Spatial Data Broadcast

  • Im, Seok-Jin;Youn, Hee-Yong;Choi, Jin-Tak;Ouyang, Jinsong
    • Journal of Communications and Networks
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    • v.13 no.4
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    • pp.400-407
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    • 2011
  • Various air indexing and data scheduling schemes for wireless broadcast of spatial data have been developed for energy efficient query processing. The existing schemes are not effective when the clients' data access patterns are skewed to some items. It is because the schemes are based on flat broadcast that does not take the popularity of the data items into consideration. In this paper, thus, we propose a data scheduling scheme letting the popular items appear more frequently on the channel, and grid-based distributed index for non-flat broadcast (GDIN) for window query processing. The proposed GDIN allows quick and energy efficient processing of window query, matching the clients' linear channel access pattern and letting the clients access only the queried data items. The simulation results show that the proposed GDIN significantly outperforms the existing schemes in terms of access time, tuning time, and energy efficiency.

The GR-tree: An Energy-Efficient Distributed Spatial Indexing Scheme in Wireless Sensor Networks (GR-tree: 무선 센서 네트워크에서 에너지 효율적인 분산 공간색인기법)

  • Kim, Min-Soo;Jang, In-Sung
    • Spatial Information Research
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    • v.19 no.5
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    • pp.63-74
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    • 2011
  • Recently, there has been much interest in the spatial query which energy-efficiently acquires sensor readings from sensor nodes inside specified geographical area of interests. The centralized approach which performs the spatial query at a server after acquiring all sensor readings, though simple, it incurs high wireless transmission cost in accessing all sensor nodes. In order to remove the high wireless transmission cost, various in-network spatial indexing schemes have been proposed. They have focused on reducing the transmission cost by performing distributed spatial filtering on sensor nodes. However, these in-network spatial indexing schemes have a problem which cannot optimize both the spatial filtering and the wireless routing among sensor nodes, because these schemes have been developed by simply applying the existing spatial indexing schemes into the in-network environment. Therefore, we propose a new distributed spatial indexing scheme of the GR-tree. The GR-tree which form s a MBR-based tree structure, can reduce the wireless transmission cost by optimizing both the efficient spatial filtering and the wireless routing. Finally, we compare the existing spatial indexing scheme through extensive experiments and clarify our approach's distinguished features.

Energy Efficient Clustering Scheme in Sensor Networks using Splitting Algorithm of Tree-based Indexing Structures (트리기반 색인구조의 분할 방법을 이용한 센서네트워크의 에너지 효율적인 클러스터 생성 방법)

  • Kim, Hyun-Duk;Yu, Bo-Seon;Choi, Won-Ik
    • Journal of Korea Multimedia Society
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    • v.13 no.10
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    • pp.1534-1546
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    • 2010
  • In sensor network systems, various hierarchical clustering schemes have been proposed in order to efficiently maintain the energy consumption of sensor nodes. Most of these schemes, however, are hardly applicable in practice since these schemes might produce unbalanced clusters or randomly distributed clusters without taking into account of the distribution of sensor nodes. To overcome the limitations of such hierarchical clustering schemes, we propose a novel scheme called CSM(Clustering using Split & Merge algorithm), which exploits node split and merge algorithm of tree-based indexing structures to efficiently construct clusters. Our extensive performance studies show that the CSM constructs highly balanced clustering in a energy efficient way and achieves higher performance up to 1.6 times than the previous clustering schemes, under various operational conditions.

B2V-Tree: An Indexing Scheme for Partial Match Queries on Wireless Data Streams (B2V-Tree: 무선 데이타 스트림에서 부분 부합 질의를 위한 색인 기법)

  • Chung, Yon-Dohn;Lee, Ji-Yeon
    • Journal of KIISE:Databases
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    • v.32 no.3
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    • pp.285-296
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    • 2005
  • In mobile distributed systems the data on the air can be accessed by a lot of mobile clients. And, we need an indexing scheme in order to energy-efficiently access the data on the wireless broadcast stream. In conventional indexing schemes, they use the values of primary key attributes and construct tree-structured index. Therefore, the conventional indexing schemes do not support content-based retrieval queries such as partial-match queries. In this paper we propose an indexing scheme, called B2V-Tree, which supports partial match queries on wireless broadcast data stream. For this purpose, we construct a tree-structured index which is composed of bit-vectors, where the bit-vectors are generated from data records through multi-attribute hashing.

Algorithms for Indexing and Integrating MPEG-7 Visual Descriptors (MPEG-7 시각 정보 기술자의 인덱싱 및 결합 알고리즘)

  • Song, Chi-Ill;Nang, Jong-Ho
    • Journal of KIISE:Software and Applications
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    • v.34 no.1
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    • pp.1-10
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    • 2007
  • This paper proposes a new indexing mechanism for MPEG-7 visual descriptors, especially Dominant Color and Contour Shape descriptors, that guarantees an efficient similarity search for the multimedia database whose visual meta-data are represented with MPEG-7. Since the similarity metric used in the Dominant Color descriptor is based on Gaussian mixture model, the descriptor itself could be transform into a color histogram in which the distribution of the color values follows the Gauss distribution. Then, the transformed Dominant Color descriptor (i.e., the color histogram) is indexed in the proposed indexing mechanism. For the indexing of Contour Shape descriptor, we have used a two-pass algorithm. That is, in the first pass, since the similarity of two shapes could be roughly measured with the global parameters such as eccentricity and circularity used in Contour shape descriptor, the dissimilar image objects could be excluded with these global parameters first. Then, the similarities between the query and remaining image objects are measured with the peak parameters of Contour Shape descriptor. This two-pass approach helps to reduce the computational resources to measure the similarity of image objects using Contour Shape descriptor. This paper also proposes two integration schemes of visual descriptors for an efficient retrieval of multimedia database. The one is to use the weight of descriptor as a yardstick to determine the number of selected similar image objects with respect to that descriptor, and the other is to use the weight as the degree of importance of the descriptor in the global similarity measurement. Experimental results show that the proposed indexing and integration schemes produce a remarkable speed-up comparing to the exact similarity search, although there are some losses in the accuracy because of the approximated computation in indexing. The proposed schemes could be used to build a multimedia database represented in MPEG-7 that guarantees an efficient retrieval.