• 제목/요약/키워드: cluster point

검색결과 464건 처리시간 0.026초

최대우도법을 이용한 라이다 포인트군집의 박스특징 추정 (Box Feature Estimation from LiDAR Point Cluster using Maximum Likelihood Method)

  • 김종호;이경수
    • 자동차안전학회지
    • /
    • 제13권4호
    • /
    • pp.123-128
    • /
    • 2021
  • This paper present box feature estimation from LiDAR point cluster using maximum likelihood Method. Previous LiDAR tracking method for autonomous driving shows high accuracy about velocity and heading of point cluster. However, Assuming the average position of a point cluster as the vehicle position has a lower accuracy than ground truth. Therefore, the box feature estimation algorithm to improve position accuracy of autonomous driving perception consists of two procedures. Firstly, proposed algorithm calculates vehicle candidate position based on relative position of point cluster. Secondly, to reflect the features of the point cluster in estimation, the likelihood of the particle scattered around the candidate position is used. The proposed estimation method has been implemented in robot operating system (ROS) environment, and investigated via simulation and actual vehicle test. The test result show that proposed cluster position estimation enhances perception and path planning performance in autonomous driving.

The Cluster Damage in a $extsc{k}th-Order$ Stationary Markov Chain

  • Yun, Seokhoon
    • Journal of the Korean Statistical Society
    • /
    • 제28권2호
    • /
    • pp.235-251
    • /
    • 1999
  • In this paper we examine extremal behavior of a $textsc{k}$th-order stationary Markov chain {X\ulcorner} by considering excesses over a high level which typically appear in clusters. Excesses over a high level within a cluster define a cluster damage, i.e., a normalized sum of all excesses within a cluster, and all excesses define a damage point process. Under some distributional assumptions for {X\ulcorner}, we prove convergence in distribution of the cluster damage and obtain a representation for the limiting cluster damage distribution which is well suited for simulation. We also derive formulas for the mean and the variance of the limiting cluster damage distribution. These results guarantee a compound Poisson limit for the damage point process, provided that it is strongly mixing.

  • PDF

통계적 방법에 의한 지점강우의 권역화 연구 (A Study on the Regionalization of Point Rainfall by Statistical Methods)

  • 이정식;신창동;김영욱
    • 한국방재학회:학술대회논문집
    • /
    • 한국방재학회 2007년도 정기총회 및 학술발표대회
    • /
    • pp.575-578
    • /
    • 2007
  • The objective of this study is to analyze the regionalization of point rainfall by statistical methods for regional frequency analysis of the rainfall. The rainfall data used in this study are annual maximum rainfall at 57 stations during the period of more than 30 years for 12 durations(10min, 1, 2, 3, 4, 5, 6, 8, 10, 12, 18, 24hr) in Korea. The Mann-Whitney U test, Kruskal-Wallis one-way analysis of variance of nonparametric test the principal component and the cluster analysis have been performed to analyze the regionalization of rainfall. The results of this study are as follows; (1) The region which hydrological homogeneous is accepted does not exist for whole duration in Korea. (2) The result of nonpametric test shows that hydrological homogeneous regions of point rainfall are divided by 5 regions. (3) In case of cluster analysis hydrological homogeneous regions of point rainfall are divided by 6 regions and 4 other areas.

  • PDF

Nearest neighbor and validity-based clustering

  • Son, Seo H.;Seo, Suk T.;Kwon, Soon H.
    • International Journal of Fuzzy Logic and Intelligent Systems
    • /
    • 제4권3호
    • /
    • pp.337-340
    • /
    • 2004
  • The clustering problem can be formulated as the problem to find the number of clusters and a partition matrix from a given data set using the iterative or non-iterative algorithms. The author proposes a nearest neighbor and validity-based clustering algorithm where each data point in the data set is linked with the nearest neighbor data point to form initial clusters and then a cluster in the initial clusters is linked with the nearest neighbor cluster to form a new cluster. The linking between clusters is continued until no more linking is possible. An optimal set of clusters is identified by using the conventional cluster validity index. Experimental results on well-known data sets are provided to show the effectiveness of the proposed clustering algorithm.

COMPLETION OF A UNIFORM SPACE IN K0-PROXIMITY SPACE

  • Han, Song Ho
    • Korean Journal of Mathematics
    • /
    • 제12권1호
    • /
    • pp.41-47
    • /
    • 2004
  • We introduce the $K_0$-proximity space as a generalization of the Efremovi$\check{c}$-proximity space. We try to show every ultrafilter in $K_0$-proximity space generates a cluster and every Cauchy cluster is a point cluster.

  • PDF

K-평균 군집화 기반 WSN에서 클러스터 헤드 선택 방법 제안 (Proposal of Cluster Head Election Method in K-means Clustering based WSN)

  • 윤대열;박세영;황치곤
    • 한국정보통신학회:학술대회논문집
    • /
    • 한국정보통신학회 2021년도 춘계학술대회
    • /
    • pp.447-449
    • /
    • 2021
  • 에너지 소비를 최소화하여 네트워크를 오랫동안 유지하기 위해 다양한 무선 센서 네트워크 프로토콜이 제안되었다. K-평균 군집화 알고리즘을 사용하면 최종 군집이 설정될 때까지 중심점을 반복적으로 이동해야 하기 때문에 기존 계층형 알고리즘보다 군집화에 시간이 더 오래 걸린다. K-평균 클러스터링 기반 프로토콜의 경우 클러스터 헤드가 선택되었을 때 클러스터 중심점 근처의 노드 또는 노드의 잔류 에너지만 고려된다. 본 논문에서는 앞서 언급한 문제를 개선하면서 에너지 효율을 개선하기 위해 K-평균 클러스터링을 기반으로 하는 새로운 무선 센서 네트워크 프로토콜을 제안한다.

  • PDF

다변량통계분석 및 유역환경모델을 이용한 금호강 중·상류 유역의 수질특성평가 (Assessment of Water Quality Characteristics in the Middle and Upper Watershed of the Geumho River Using Multivariate Statistical Analysis and Watershed Environmental Model)

  • 서영민;권구호;최윤영;이병준
    • 한국물환경학회지
    • /
    • 제37권6호
    • /
    • pp.520-530
    • /
    • 2021
  • Multivariate statistical analysis and an environmental hydrological model were applied for investigating the causes of water pollution and providing best management practices for water quality improvement in urban and agricultural watersheds. Principal component analysis (PCA) and cluster analysis (CA) for water quality time series data show that chemical oxygen demand (COD), total organic carbon (TOC), suspended solids (SS) and total phosphorus (T-P) are classified as non-point source pollutants that are highly correlated with river discharge. Total nitrogen (T-N), which has no correlation with river discharge and inverse relationship with water temperature, behaves like a point source with slow and consistent release. Biochemical oxygen demand (BOD) shows intermediate characteristics between point and non-point source pollutants. The results of the PCA and CA for the spatial water quality data indicate that the cluster 1 of the watersheds was characterized as upstream watersheds with good water quality and high proportion of forest. The cluster 3 shows however indicates the most polluted watersheds with substantial discharge of BOD and nutrients from urban sewage, agricultural and industrial activities. The cluster 2 shows intermediate characteristics between the clusters 1 and 3. The results of hydrological simulation program-Fortran (HSPF) model simulation indicated that the seasonal patterns of BOD, T-N and T-P are affected substantially by agricultural and livestock farming activities, untreated wastewater, and environmental flow. The spatial analysis on the model results indicates that the highly-populated watersheds are the prior contributors to the water quality degradation of the river.

CONVERGENCE OF PREFILTER BASE ON THE FUZZY SET

  • Kim, Young-Key;Byun, Hee-Young
    • Korean Journal of Mathematics
    • /
    • 제10권1호
    • /
    • pp.5-10
    • /
    • 2002
  • In this paper, we investigate the prefilter base on a fuzzy set and fuzzy net ${\varphi}$ on the fuzzy topological space (X,${\delta}$). And we show that the prefilter base $\mathcal{B}({\varphi})$ determines by the fuzzy net ${\varphi}$ converge to a fuzzy point $p$ iff the fuzzy net ${\varphi}$ converge to a fuzzy point $p$. Also we prove that if the prefilter base $\mathcal{B}$ converge to a fuzzy point $p$, then the $\mathcal{B}$ has the cluster point $p$.

  • PDF

클러스터 시스템의 성능 레포트 툴의 아키텍처 모델링 (Architecture Modeling of a Performance Report Tool for a Cluster System)

  • 김기;최은미
    • 한국시뮬레이션학회:학술대회논문집
    • /
    • 한국시뮬레이션학회 2003년도 춘계학술대회논문집
    • /
    • pp.67-71
    • /
    • 2003
  • In order to manage a cluster system that consists of a number servers, management aspects such as configuration management, fault management, performance management, and user management should be considered. Especially, it is necessary to monitor performances for performance and fault management. An agent in each server collects performance counters, status changes, and events occurred in normal or abnormal states. The data collected are delivered to a collector sorter and processed in a report tool for performance analysts and management decision in the cluster system point of view, by detecting fault state and tracing out resource usage, service response, and response, and states until failed. In this paper we propose an architecture modeling of a performance report tool for proactive cluster system management. Some results on a cluster system are presented.

  • PDF

체형(體型) 균형화(均衡化)를 위한 파운데이션 가먼트 제작(製作)에 관한 연구(硏究) - 장년층(長年層) 여성(女性)을 중심으로 - (A Study of the Foundation Garment Manufacturing for the Well-Balanced Somatotype - With middle-aged womenhood -)

  • 최미성;김옥진
    • 한국의류학회지
    • /
    • 제17권2호
    • /
    • pp.247-264
    • /
    • 1993
  • This study deals with the manufacturing of the foundation garments for the well-balanced somatotype of the Korean middle-aged womenhood. In order to get hold of the different somatotypes, a survey of a total of 134 middle-aged women in Kwangju area, ranging in their age from 45 through 59 was made. The statistical methods used for the analysis of the basic data were the Pearson's correlation coefficient, Anova, Cluster analysis and Stepwise. Emphasis of the try-on test was placed on (1) the comparison of anthropometric data before and after trying on the foundation garments, (2) sensory evaluation, (3) a rating on fit and performance, (4) the comparison by means of photograph. The conclusions obtained are as follows : 1) The 134 women sampled and measured were classified into the five groups of somatotype : the 52 women (34%) belong to Cluster 1 ; the 22 women(14.5%) belong in Cluster 2 ; the 12 women(7.9%) belong in Cluster 3 ; the 15 women(9.9%) belong in Cluster 4 ; the 33 women(27.7%) belong to Cluster 5. 2) As for the characteristics of the foundation garment design, the V-shaped neckline and chest dart was used. The adjust point is right above the perineum point. The foundation garment length is as far as trochanteric point. The materials used are cotton/polyurethane, lace, 100%cotton. The materials used for corrections were the sponge pad for the chest, and non-woven fabric pad for the back, shoulder and the hip. 3) The comparison of the anthropometric data of the subject when dressed in foundation garments showed a significant difference in bust point height, in bust point length and in nipple-ta-nipple breadth, which proves the foundation garments to be effective in correcting such part as the chest, the hip and the abdomen. 4) As considered in terms of the sensory evaluation, the item except for the shoulder and the armhole coincided with each other in the mean value and in the composite reliability coefficient, which also proves the foundation garments to be effective. 5) Subjects were satisfactory on fit, performance, design, of the foundation garment, and their changed appearance. 6) In the case of the comparison through the photographs, the silhouettes of all the five women subjects were found effectively to be balanced.

  • PDF