{"title":"基于机器学习、物联网和大数据的灾前管理:调查和未来方向","authors":"Yehya Bouzeraa, Nardjas Bouchemal, Nada Zendaoui","doi":"10.1109/NTIC55069.2022.10100463","DOIUrl":null,"url":null,"abstract":"Due to climate changes, the world has experienced in recent years violent natural disasters such as fires, floods and typhoons. Since Disasters are difficult to cope with and stop, researchers have focused on the pre-disaster management phase to reduce damage. Pre-disaster management is the first phase in a disaster management cycle, it uses available data collected from different resources, to detect and predict disaster cases in order to give rescue teams more time to prepare and make decisions.With development of modern technologies and equipment many systems and approaches were proposed based on this development to improve the effectiveness and performance of disaster management and early warning systems. This paper aims to provide an overview of last years studies, focusing on new technologies (IoT, Machine learning, Big Data) for pre-disaster management.","PeriodicalId":403927,"journal":{"name":"2022 2nd International Conference on New Technologies of Information and Communication (NTIC)","volume":"24 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Pre-disaster Management based Machine Learning, IoT and Big Data: Survey and future direction\",\"authors\":\"Yehya Bouzeraa, Nardjas Bouchemal, Nada Zendaoui\",\"doi\":\"10.1109/NTIC55069.2022.10100463\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Due to climate changes, the world has experienced in recent years violent natural disasters such as fires, floods and typhoons. Since Disasters are difficult to cope with and stop, researchers have focused on the pre-disaster management phase to reduce damage. Pre-disaster management is the first phase in a disaster management cycle, it uses available data collected from different resources, to detect and predict disaster cases in order to give rescue teams more time to prepare and make decisions.With development of modern technologies and equipment many systems and approaches were proposed based on this development to improve the effectiveness and performance of disaster management and early warning systems. This paper aims to provide an overview of last years studies, focusing on new technologies (IoT, Machine learning, Big Data) for pre-disaster management.\",\"PeriodicalId\":403927,\"journal\":{\"name\":\"2022 2nd International Conference on New Technologies of Information and Communication (NTIC)\",\"volume\":\"24 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-12-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 2nd International Conference on New Technologies of Information and Communication (NTIC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/NTIC55069.2022.10100463\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 2nd International Conference on New Technologies of Information and Communication (NTIC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/NTIC55069.2022.10100463","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Pre-disaster Management based Machine Learning, IoT and Big Data: Survey and future direction
Due to climate changes, the world has experienced in recent years violent natural disasters such as fires, floods and typhoons. Since Disasters are difficult to cope with and stop, researchers have focused on the pre-disaster management phase to reduce damage. Pre-disaster management is the first phase in a disaster management cycle, it uses available data collected from different resources, to detect and predict disaster cases in order to give rescue teams more time to prepare and make decisions.With development of modern technologies and equipment many systems and approaches were proposed based on this development to improve the effectiveness and performance of disaster management and early warning systems. This paper aims to provide an overview of last years studies, focusing on new technologies (IoT, Machine learning, Big Data) for pre-disaster management.