• Title/Summary/Keyword: k-Means 알고리즘

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The Design of a Mobile Robot Path Planning using a Clustering method (클러스터링 기법을 이용한 모바일 로봇 경로계획 알고리즘 설계)

  • Kang, Won-Seok;Kim, Jin-Wook;Kim, Young-Duk;An, Jin-Ung;Lee, Dong-Ha
    • Proceedings of the KIEE Conference
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    • 2008.10b
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    • pp.341-342
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    • 2008
  • GA(Genetic Algorithm)는 NP-Complete 도메인이나 NP-Hard 도메인 내의 문제들에 대해서 최적의 해를 찾기 위해서 많이 사용되어 지는 진화 컴퓨팅 방법 중 하나이다. 모바일 로봇 기술 중 경로계획은 NP-Complete 도메인 영역의 문제 중 하나로 이를 해결하기 위해서 Dijkstra 등의 그래프 이론을 이용한 연구가 많이 연구되었고 최근에는 GA등 진화 컴퓨팅 기법을 이용하여 최적의 경로를 찾는 연구가 많이 수행되고 있다. 그러나 모바일 로봇이 처리해야 될 공간 정보 크기가 증가함에 따라 기존 GA의 개체의 크기가 증가되어 게산 복잡도가 높아져 시간 지연등의 문제가 발생할 수 있다. 이는 모바일 로봇의 잠재적 오류로 발생될 수 있다. 공간 정보에는 동적이 장애물들이 예측 불허하게 나타 날 수 있는데 이것은 전역 경로 계획을 수립할 때 또한 반영되어야 된다. 본 논문에서는 k-means 클러스터링 기법을 이용하여 장애물 밀집도 및 거리 정보를 기반으로 공간정보를 k개의 군집 공간으로 재분류하여 이를 기반으로 N*M개의 그리드 개체 집단을 생성하여 최적 경로계획을 수립하는 GA를 제시한다.

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The Power Spectral Estimation of Heart Rate Variability using Lomb-Scargle's algorithm (Lomb-Scargle알고리즘에 의한 심박변동의 파워스펙트럼 추정)

  • Shin, K.S.;Jeong, K.S.;Choi, S.J.;Lee, J.W.;Lee, M.H.
    • Proceedings of the KOSOMBE Conference
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    • v.1997 no.05
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    • pp.275-278
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    • 1997
  • Standard methods estimating the power spectral density(PSD) from an irregularly sampled cardiac event series require deriving a new evenly-spaced signal applicable to those methods. To avoid that requirement, in this study, the power spectrum of heart rate variability was estimated by Lomb-Scargle's algorithm, which is a means of obtaining PSD estimates directly from irregularly sampled timeseries observed in astronomy. To assess the performance of Lomb-Scargle algorithm in the power spectral analysis of heart rate variability, it was applied to various cardiac event series derived through integral pulse frequency modulation model(IPFM) simulation and from real ECG signals, and the resultant power spectra was compared with those obtained by a conventional method based on the FFT. In result, it is concluded that Lomb-Scargle's periodogram is very effective in the power spectral analysis of heart rate variability, especially in the presence of arrhythmia and/or dropouts of cardiac events.

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A Study on The Novel Switch Architecture with One Schedule at K-Time Slots (K-Time 슬롯당 한번의 스케줄을 갖는 독창적인 스위치 아키텍쳐에 관한 연구)

  • Sohn, Seung-il
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.7 no.7
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    • pp.1393-1398
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    • 2003
  • In this paper, we propose a new switch architecture with one schedule at k-time slots, which k means the allocated time slots for each schedule. A conventional switch system uses a single time slot per each schedule but the proposed switch system uses multiple time slots per each schedule. Both the conventional switch md the proposed switch have same throughput but our switch system occupies multiple cell time slots per each schedule and hence can be implemented in scheduler of simple circuitry compared to the conventional switch. The proposed scheduling method for switch system will be applicable in switch system with high-speed data link rate.

Performance analysis and operation simulation of the beamforming antenna applied to cellular CDMA basestation (셀룰러 CDMA 기지국에 beamforming 안테나를 적용하기 위한 동작 시뮬레이션 및 성능해석에 관한 연구)

  • Park, Jae-Jun;Bae, Byeong-Jae;Jang, Tae-Gyu
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.37 no.2
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    • pp.32-45
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    • 2000
  • This paper presents the analytic derivation of the SINR, when a linear array antenna is accommodated into the cellular CDMA basestation receiver, in relation to the two major performance effecting factors in beamforming(BF) applications, i. e., the direction selectivity, which refers to the narrowness of the mainbeam width, and the direction-of-arrival(DOA) estimation accuracy. The analytically derived results are compared with the operation simulation of the receiver realized with the several BF algorithms and their agreements are confirmed, consequently verifying the correctness of the analysis and the operation simulation. In order to investigate separately the effects of the errors occurring in the direction estimation and in the interference suppression, which are the two major functional components of general BF algorithms, both the algorithms of steering BF and the minimum- variance- distortionless-response(MVDR) BF are applied to the analysis. A signal model to reflect the spatially scattering phenomenon of the RF waves entering into the .:nay antenna, which directly affects on the accuracy of the BF algorithm's direction estimation, is also suggested in this paper and applied to the analysis and the operation simulation. It is confirmed from the results that the enhancement of the direction selectivity of the away antenna is not desirable in view of both the implementation economy and the BF algorithm's robustness to the erroneous factors. Such a trade-off characteristics is significant in the sense that it can be capitalized to obtain an economic means of BF implementation that does not severely deteriorate its performance while ensuring the robustness to the erroneous effects, consequently manifesting the significance of the analysis results of this paper that can be used as a design reference in developing BF algorithms to the cellular CDMA system.

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The Performance analysis of DS/SS Acquisition System over Rician Fading Channels (라이시안 페이딩 채널에서의 DS/SS 초기 동기 시스템의 성능 분석)

  • 홍인기;이종성;황금찬
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.19 no.1
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    • pp.35-46
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    • 1994
  • In this paper, the performance of DS/SS acquisition system over frequency nonselective Rician fading channel is analyzed by means of packet loss probability. The power ratio of the fading component to the specular compnent. seccessive constant fadong chips k. and correlation coefficient among k chipe are taken for channel parameters. The false alarm probabilities and detection probabilities are derived, and packet loss probability is evaluated in terms of these probablities in the stats transition diagram. From the results of the performance test, these exists the region of packet loss probability in crease because of autocorrelation sidelobe. As k increases, the packet loss probabolotoes decrease.

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Dynamic Clustering based Optimization Technique and Quality Assessment Model of Mobile Cloud Computing (동적 클러스터링 기반 모바일 클라우드 컴퓨팅의 최적화 기법 및 품질 평가 모델)

  • Kim, Dae Young;La, Hyun Jung;Kim, Soo Dong
    • KIPS Transactions on Software and Data Engineering
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    • v.2 no.6
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    • pp.383-394
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    • 2013
  • As a way of augmenting constrained resources of mobile devices such as CPU and memory, many works on mobile cloud computing (MCC), where mobile devices utilize remote resources of cloud services or PCs, have been proposed. Typically, in MCC, many nodes with different operating systems and platform and diverse mobile applications or services are located, and a central manager autonomously performs several management tasks to maintain a consistent level of MCC overall quality. However, as there are a larger number of nodes, mobile applications, and services subscribed by the mobile applications and their interactions are extremely increased, a traditional management method of MCC reveals a fundamental problem of degrading its overall performance due to overloaded management tasks to the central manager, i.e. a bottle neck phenomenon. Therefore, in this paper, we propose a clustering-based optimization method to solve performance-related problems on large-scaled MCC and to stabilize its overall quality. With our proposed method, we can ensure to minimize the management overloads and stabilize the quality of MCC in an active and autonomous way.

Clustering-based Statistical Machine Translation Using Syntactic Structure and Word Similarity (문장구조 유사도와 단어 유사도를 이용한 클러스터링 기반의 통계기계번역)

  • Kim, Han-Kyong;Na, Hwi-Dong;Li, Jin-Ji;Lee, Jong-Hyeok
    • Journal of KIISE:Software and Applications
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    • v.37 no.4
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    • pp.297-304
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    • 2010
  • Clustering method which based on sentence type or document genre is a technique used to improve translation quality of SMT(statistical machine translation) by domain-specific translation. But there is no previous research using sentence type and document genre information simultaneously. In this paper, we suggest an integrated clustering method that classifying sentence type by syntactic structure similarity and document genre by word similarity information. We interpolated domain-specific models from clusters with general models to improve translation quality of SMT system. Kernel function and cosine measures are applied to calculate structural similarity and word similarity. With these similarities, we used machine learning algorithms similar to K-means to clustering. In Japanese-English patent translation corpus, we got 2.5% point relative improvements of translation quality at optimal case.

Mobile Automatic Conversion System using MLP (다층신경망을 이용한 모바일 자동 변환 시스템)

  • Han, Eun-Jung;Jang, Chang-Hyuk;Jung, Kee-Chul
    • Journal of Korea Multimedia Society
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    • v.12 no.2
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    • pp.272-280
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    • 2009
  • The recent mobile industry is providing of a lot of image on/off-line contents are being converted into the mobile contents for architectural design. However, it is difficult to provide users with the existing on/off-line contents without any considerations due to the small size of the mobile screen. In existing methods to overcome the problem, the comic contents on mobile devices are manually produced by computer software such as Photoshop. In this paper, I describe the Automatic Comics Conversion(ACC) system that provides the variedly form of offline comic contents into mobile device of the small screen using Multi-Layer Perceptorn(MLP). ACC produces an experience together with the comic contents fitting for the small screen, which introduces a clustering method that is useful for variety types of comic images and characters as a prerequisite as a stage for preserving semantic meaning. An application is to use the frame form of pictures, website and images in order into mobile device the availability and can bounce back the freeze images contents into dynamic images content.

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A Recommender Agent using Association Item Trees (연관 아이템 트리를 이용한 추천 에이전트)

  • Ko, Su-Jeong
    • Journal of KIISE:Software and Applications
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    • v.36 no.4
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    • pp.298-305
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    • 2009
  • In contrast to content_based filtering systems, collaborative filtering systems not only don't contain information of items, they can not recommend items when users don't provide the information of their interests. In this paper, we propose the recommender agent using association item tree to solve the shortcomings of collaborative filtering systems. Firstly, the proposed method clusters users into groups using vector space model and K-means algorithm and selects group typical rating values. Secondly, the degree of associations between items is extracted from computing mutual information between items and an associative item tree is generated by group. Finally, the method recommends items to an active user by using a group typical rating value and an association item tree. The recommender agent recommends items by combining user information with item information. In addition, it can accurately recommend items to an active user, whose information is insufficient at first rate, by using an association item tree based on mutual information for the similarity between items. The proposed method is compared with previous methods on the data set of MovieLens recommender system.

Score Arbitration Scheme For Decrease of Bus Latency And System Performance Improvement (버스 레이턴시 감소와 시스템 성능 향상을 위한 스코어 중재 방식)

  • Lee, Kook-Pyo;Yoon, Yung-Sup
    • Journal of the Institute of Electronics Engineers of Korea SD
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    • v.46 no.2
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    • pp.38-44
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    • 2009
  • Bus system consists of several masters, slaves, arbiter and decoder in a bus. Master means the processor that performs data command like CPU, DMA, DSP and slave means the memory that responds the data command like SRAM, SDRAM and register. Furthermore, as multiple masters can't use a bus concurrently, arbiter plays an role in bus arbitration. In compliance with the selection of arbitration method bus system performance can be charged definitely. Fixed priority and round-robin are used in general arbitration method and TDMA and Lottery bus methods are proposed currently as the improved arbitration schemes. In this stuff, we proposed the score arbitration method and composed TLM algorithm. Also we analyze the performance compared with general arbitration methods through simulation. In the future, bus arbitration policy will be developed with the basis of the score arbitration method and improve the performance of bus system.