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无线信道建模中二分 K 均值聚类多径分簇算法
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- Nie, Yifang (author)
- Chongqing Technology and Business University
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- Mbugua, Allan Wainaina (author)
- Aalborg University,Huawei Technologies Duesseldorf GmbH
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- Li, Yu (author)
- Chongqing Technology and Business University
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- (creator_code:org_t)
- 2023
- 2023
- Chinese 8 s.
- In: Dianbo Kexue Xuebao/Chinese Journal of Radio Science. - 1005-0388. ; 38:2, s. 284-291
- Journal article (peer-reviewed)
Abstract
Subject headings
Close
- In order to rationally allocate multi-path component (MPC) of wireless channels to different clusters, a multi-path clustering algorithm based on Bisecting K-means clustering was proposed for millimeter-wave channels to solve the problem of partial optimization of traditional K-means clustering methods. The MPC clustering was implemented based on the cluster split and iteration computation strategy, when the Mahalanobis distance (MD) was regarded as the multipath component distance (MCD). The experiment measurement in indoor millimeter-wave channel was conducted to verify the effectiveness and feasibility of the proposed method. The experimental results show that the clustering result of proposed method is more rational than those of traditional K-means clustering methods, and the highly correlated MPCs are reasonably and uniquely allocated to the same cluster.
Subject headings
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Kommunikationssystem (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Communication Systems (hsv//eng)
Keyword
- bisecting K-means clustering
- Mahalanobis distance(MD
- millimeter-wave channel modeling
- multi-path clustering
Publication and Content Type
- art (subject category)
- ref (subject category)
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