| Presentation | 2017-07-13 Basic Practical Verification of Building State Detection using Piezoelectric Sensor and Machine Learning aiming to Realize Safe and Secure Building IoT System Ryo Oiwa, Sakuya Kishi, Yoichiro Hashizume, Takashi Nakajima, ChangHoon Choi, Takumi Ito, Takahiro Yamamoto, Mikio Hasegawa, Takayuki Kawahara, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We have constructed a wooden building in Kunisaki City, Oita Prefecture and are doing field verifications in order to realize a safe and secure building system (intelligent housing) that makes use of IoT and artificial intelligence that makes it possible to improve the seismic safety of buildings and to recover quickly from natural disasters. In this study, vibration sources were identified by machine learning using the vibration response waveform of a piezoelectric sensor attached to the building. As a result, it was found that the vibration source and a part of the state of building can be identified by the vibration waveforms of a piezoelectric sensor. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Intelligent housing / Piezoelectric Sensor / Machine Learning / IoT |
| Paper # | ICTSSL2017-20 |
| Date of Issue | 2017-07-06 (ICTSSL) |
| Conference Information | |
| Committee | ICTSSL |
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| Conference Date | 2017/7/13(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kagawa Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Kazunori Okada(NICT) |
| Vice Chair | Hiroshi Tamura(Chuo Univ.) / Keisuke Nakano(Niigata Univ.) |
| Secretary | Hiroshi Tamura(NTT DoCoMo) / Keisuke Nakano(Shizuoka Univ.) |
| Assistant | Shosuke Sato(Tohoku Univ.) / Tomotaka Wada(Kansai Univ.) / Kazuyuki Miyakita(Niigata Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Information and Communication Technologies for Safe and Secure Life |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Basic Practical Verification of Building State Detection using Piezoelectric Sensor and Machine Learning aiming to Realize Safe and Secure Building IoT System |
| Sub Title (in English) | |
| Keyword(1) | Intelligent housing |
| Keyword(2) | Piezoelectric Sensor |
| Keyword(3) | Machine Learning |
| Keyword(4) | IoT |
| 1st Author's Name | Ryo Oiwa |
| 1st Author's Affiliation | Tokyo University of Science(Tokyo Univ. of Science) |
| 2nd Author's Name | Sakuya Kishi |
| 2nd Author's Affiliation | Tokyo University of Science(Tokyo Univ. of Science) |
| 3rd Author's Name | Yoichiro Hashizume |
| 3rd Author's Affiliation | Tokyo University of Science(Tokyo Univ. of Science) |
| 4th Author's Name | Takashi Nakajima |
| 4th Author's Affiliation | Tokyo University of Science(Tokyo Univ. of Science) |
| 5th Author's Name | ChangHoon Choi |
| 5th Author's Affiliation | Tokyo University of Science(Tokyo Univ. of Science) |
| 6th Author's Name | Takumi Ito |
| 6th Author's Affiliation | Tokyo University of Science(Tokyo Univ. of Science) |
| 7th Author's Name | Takahiro Yamamoto |
| 7th Author's Affiliation | Tokyo University of Science(Tokyo Univ. of Science) |
| 8th Author's Name | Mikio Hasegawa |
| 8th Author's Affiliation | Tokyo University of Science(Tokyo Univ. of Science) |
| 9th Author's Name | Takayuki Kawahara |
| 9th Author's Affiliation | Tokyo University of Science(Tokyo Univ. of Science) |
| Date | 2017-07-13 |
| Paper # | ICTSSL2017-20 |
| Volume (vol) | vol.117 |
| Number (no) | ICTSSL-124 |
| Page | pp.pp.17-20(ICTSSL), |
| #Pages | 4 |
| Date of Issue | 2017-07-06 (ICTSSL) |