Investigation of the Use of Map Images for Stochastic Path Loss Estimation Model
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- HAGIWARA Rento
- Yokohama National University
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- ICHIGE Koichi
- Yokohama National University
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- NAGAO Tatsuya
- KDDI Research, Inc.
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- HAYASHI Takahiro
- KDDI Research, Inc.
Bibliographic Information
- Other Title
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- 機械学習を用いた電波伝搬推定における地図画像からの特徴抽出手法
Abstract
In recent years, many path loss estimation models using machine learning have been proposed, but in many cases, high generalization performance has not been achieved. In this paper, we propose a method of feature extraction from images using the Hough transform for path loss estimation to create highly accurate models. By comparing the performance of this method and the conventional method using CNN, we consider effective feature extraction methods.
Journal
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- 電子情報通信学会論文誌B 通信
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電子情報通信学会論文誌B 通信 J107-B (3), 146-154, 2024-03-01
電子情報通信学会
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Details 詳細情報について
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- CRID
- 1390017754378647168
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- ISSN
- 18810209
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- Text Lang
- ja
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- Data Source
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- JaLC
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- Abstract License Flag
- Disallowed