| Presentation | 2012-03-08 Development of Emergency Rescue Evacuation Support System (ERESS) in Panic-type Disasters : Disaster Detection Algorithm by Buffering-SVM Kazuya MORI, Kentaro TSUDAKA, Tomotaka WADA, Kazuhiro OHTSUKI, Hiromi OKADA, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Many people were killed due to sudden disasters such as fire, earthquake, and terrorism until now. To solve this problem, we are developing ERESS (Emergency Rescue Evacuation Support System). This system consists of only mobile terminals with various sensors. In ERESS, these sensor data are exchanged and analyzed using only the ad-hoc communication among mobile terminals. ERESS aims to reduce the number of victims by supporting real-time evacuation in the critical situation for less than 30 seconds immediately after disaster outbreak. The conventional ERESS detected disaster outbreak by learning emergency state of terminal holders' from sensor data using SVM (Support Vector Machine) which is machine learning. However, there was a problem that there was low reliability of the judgment of an emergency state due to the error of sensors, or the difference in a hardware requirement. In this paper, we propose a new method to judge the emergency state accurately by buffering judgment results of SVM. We carry out experiments on the emergency evacuation with more than 200 examinees. We investigate the judgment accuracy of the proposed method and the time required for detection of disaster outbreak. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Ad-hoc communication / MANET / Disaster / SVM / ERESS |
| Paper # | IN2011-158 |
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| Committee | IN |
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| Conference Date | 2012/3/1(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Information Networks (IN) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Development of Emergency Rescue Evacuation Support System (ERESS) in Panic-type Disasters : Disaster Detection Algorithm by Buffering-SVM |
| Sub Title (in English) | |
| Keyword(1) | Ad-hoc communication |
| Keyword(2) | MANET |
| Keyword(3) | Disaster |
| Keyword(4) | SVM |
| Keyword(5) | ERESS |
| 1st Author's Name | Kazuya MORI |
| 1st Author's Affiliation | Faculty of Engineering Science, Kansai University() |
| 2nd Author's Name | Kentaro TSUDAKA |
| 2nd Author's Affiliation | Faculty of Engineering Science, Kansai University |
| 3rd Author's Name | Tomotaka WADA |
| 3rd Author's Affiliation | Faculty of Engineering Science, Kansai University |
| 4th Author's Name | Kazuhiro OHTSUKI |
| 4th Author's Affiliation | Faculty of Intercultural Studies, Kobe University |
| 5th Author's Name | Hiromi OKADA |
| 5th Author's Affiliation | Faculty of Engineering Science, Kansai University |
| Date | 2012-03-08 |
| Paper # | IN2011-158 |
| Volume (vol) | vol.111 |
| Number (no) | 469 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |