| Paper Abstract and Keywords |
| Presentation |
2018-02-15 15:00
A Note on Classification of Tunnel Working Face Images toward Estimation of Rock Elastic Wave Velocity
Shota Hamano, Ryosuke Harakawa, Takahiro Ogawa, Miki Haseyama (Hokkaido Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Comprehension of rock elastic wave velocity is one of the most important issues regarding appropriate construction of rock structures such as tunnels. This paper presents a method that automatically classifies tunnel working face images according to elastic wave velocity. This is the first work toward automatic estimation of elastic wave velocity. The proposed method extracts visual features from working face images to capture colors, textures and cracks and uses these features to construct a support vector machine-based classifier. The proposed method enables comprehension of engineering characteristics of rocks without physical measurement that requires geophones. This paper reports classification results with different kinds of visual features to reveal the effectiveness of each feature in classification of working face images. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
elastic wave velocity estimation / rock structure / tunnel working face image / image classification / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 42, no. 4, ME2018-18, pp. 185-188, Feb. 2018. |
| Paper # |
ME2018-18 |
| Date of Issue |
2018-02-08 (MMS, HI, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
IEICE-ITS IEICE-IE MMS HI ME AIT |
| Conference Date |
2018-02-15 - 2018-02-16 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Image Processing, etc. |
| Paper Information |
| Registration To |
ME |
| Conference Code |
2018-02-ITS-IE-MMS-HI-ME-AIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Note on Classification of Tunnel Working Face Images toward Estimation of Rock Elastic Wave Velocity |
| Sub Title (in English) |
|
| Keyword(1) |
elastic wave velocity estimation |
| Keyword(2) |
rock structure |
| Keyword(3) |
tunnel working face image |
| Keyword(4) |
image classification |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| 1st Author's Name |
Shota Hamano |
| 1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 2nd Author's Name |
Ryosuke Harakawa |
| 2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 3rd Author's Name |
Takahiro Ogawa |
| 3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 4th Author's Name |
Miki Haseyama |
| 4th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2018-02-15 15:00:00 |
| Presentation Time |
15 minutes |
| Registration for |
ME |
| Paper # |
MMS2018-18, HI2018-18, ME2018-18, AIT2018-18 |
| Volume (vol) |
vol.42 |
| Number (no) |
no.4 |
| Page |
pp.185-188 |
| #Pages |
4 |
| Date of Issue |
2018-02-08 (MMS, HI, ME, AIT) |