| Presentation | 2021-03-05 [Invited Lecture] A Hazardous Spot Detection Framework by Mobile Sensing and V2V Opportunistic Networks Yoshito Watanabe, Yozo Shoji, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This study proposes a framework to detect hazardous spots on roads by combining mobile sensing on commercial-use vehicles with vehicle-to-vehicle (V2V) opportunistic networking. In the proposed system, a vehicle periodically makes a tentative decision regarding the state of the road using its own sensing data by a machine learning (ML)-based technique; however, the final decision is made by applying the Viterbi algorithm. In addition, our study introduced a V2V cooperative data processing technique to achieve higher accuracy in the detection of perilous spots. Numerical simulation analyses were conducted by using the dataset of "working car project" commissioned by NICT. It was shown that the Viterbi algorithm significantly improved the accuracy of detecting hazardous spots. It was also demonstrated that the proposed V2V cooperative framework had the potential to enhance the accuracy of detecting hazardous spots for all the vehicles in a community. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Mobile sensing / Hazardous spot detection / Hidden Markov model / Viterbi algorithm / EM algorithm |
| Paper # | SR2020-88 |
| Date of Issue | 2021-02-24 (SR) |
| Conference Information | |
| Committee | RCS / SR / SRW |
|---|---|
| Conference Date | 2021/3/3(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Mobile Communication Workshop |
| Chair | Eiji Okamoto(Nagoya Inst. of Tech.) / Masayuki Ariyoshi(NEC) / Satoshi Denno(Okayama Univ.) |
| Vice Chair | Fumiaki Maehara(Waseda Univ.) / Toshihiko Nishimura(Hokkaido Univ.) / Tomoya Tandai(Toshiba) / Suguru Kameda(Tohoku Univ.) / Osamu Takyu(Shinshu Univ.) / Kentaro Ishidu(NICT) / Keiichi Mizutani(Kyoto Univ.) / Kentaro Saito(Tokyo Inst. of Tech.) / Hanako Noda(Anritsu) |
| Secretary | Fumiaki Maehara(Kyushu Univ.) / Toshihiko Nishimura(NEC) / Tomoya Tandai(ATR) / Suguru Kameda(Univ. of Electro-Comm.) / Osamu Takyu(Mie Univ.) / Kentaro Ishidu(NTT) / Keiichi Mizutani(NIigata Univ.) / Kentaro Saito / Hanako Noda |
| Assistant | Koichi Adachi(Univ. of Electro-Comm.) / Osamu Nakamura(Sharp) / Manabu Sakai(Mitsubishi Electric) / Masashi Iwabuchi(NTT) / Tatsuki Okuyama(NTT DOCOMO) / Mai Ohta(Fukuoka Univ.) / Teppei Oyama(Fujitsu Lab.) / Kentaro Kobayashi(Nagoya Univ.) / Masaaki Fuse(Anritsu) / Akihito Noda(Nanzan Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Radio Communication Systems / Technical Committee on Smart Radio / Technical Committee on Short Range Wireless Communications |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Invited Lecture] A Hazardous Spot Detection Framework by Mobile Sensing and V2V Opportunistic Networks |
| Sub Title (in English) | |
| Keyword(1) | Mobile sensing |
| Keyword(2) | Hazardous spot detection |
| Keyword(3) | Hidden Markov model |
| Keyword(4) | Viterbi algorithm |
| Keyword(5) | EM algorithm |
| 1st Author's Name | Yoshito Watanabe |
| 1st Author's Affiliation | National Institute of Information and Communications Technology(NICT) |
| 2nd Author's Name | Yozo Shoji |
| 2nd Author's Affiliation | National Institute of Information and Communications Technology(NICT) |
| Date | 2021-03-05 |
| Paper # | SR2020-88 |
| Volume (vol) | vol.120 |
| Number (no) | SR-405 |
| Page | pp.pp.91-98(SR), |
| #Pages | 8 |
| Date of Issue | 2021-02-24 (SR) |