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Application of SVM for Simple Diagnosis of Road Surface Roughness Measured by Smartphone
| 题名： | Application of SVM for Simple Diagnosis of Road Surface Roughness Measured by Smartphone |
| 其他题名： | 1)国土交通省道路局::総点検実施要領案(舗装編),2013.http://www.mlit.go.jp/road/ir/ir-council/pdf/roadstock05.pdf |
| 正文语种： | 日文 |
| 作者： | 毅力 果奇 |
| 关键词： | Maintenance;Support vector machine (SVM);Standard deviation;Simple Diagnosis;Roughness |
| 摘要： | Recently, acceleration sensors / gyro sensor and so on have been embedded in smartphones and be-come popular. We can gather various kinds of information simply and on a massive scale by using such familiar information device. Therefore, in this study, we focus on acceleration data gathered by smartphone embedded sensors. Analysis the acceleration / angular velocity data by statistical processing to restrain the influence of measuring condition and extract features. Then, we propose a simple assessment method that utilizes features and using a Support Vector Machine (SVM) to classify the road surface roughness. Moreover, confirms the effectiveness of the proposed method. |
| 出版年： | 2018 |
| 论文唯一标识： | C-226Y2018V53N04021 |
| 中文栏目名称： | 交通工学論文集 第4卷 第4号 |
| 英文栏目名称： | JSTE Journal of Traffic Engineering Vol.4, No.4 |
| 论文中文关键词： | 維持管理;サポートベクトルマシーン(SVM);標準偏差;簡易診断;平坦性 |
| 期刊名称： | 交通工学 |
| 拼音刊名(出版物代码)： | C-226 |
| 卷： | 53 |
| 期： | 04 |
| 页码： | 75-84 |
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