The Rising Role of Big Data Analytics and IoT in Disaster Management: Recent Advances, Taxonomy and Prospects

被引:90
作者
Shah, Syed Attique [1 ,2 ]
Seker, Dursun Zafer [3 ]
Hameed, Sufian [4 ]
Draheim, Dirk [5 ]
机构
[1] Istanbul Tech Univ, Inst Informat, TR-34469 Istanbul, Turkey
[2] Balochistan Univ Informat Technol Engn & Manageme, Dept Informat Technol, Quetta 87300, Pakistan
[3] Istanbul Tech Univ, Civil Engn Fac, Dept Geomat Engn, TR-34469 Istanbul, Turkey
[4] Natl Univ Comp & Emerging Sci, IT Secur Labs, Karachi 75160, Pakistan
[5] Tallinn Univ Technol, Informat Syst Grp, EE-12618 Tallinn, Estonia
来源
IEEE ACCESS | 2019年 / 7卷
关键词
Big data analytics; data sources; disaster communications; disaster management; Internet of Things; reference model; taxonomy; CONVOLUTIONAL NEURAL-NETWORK; DESIGN SCIENCE; INFORMATION; INTERNET; COMMUNICATION; SYSTEMS; THINGS; TECHNOLOGIES; ARCHITECTURE; SERVICE;
D O I
10.1109/ACCESS.2019.2913340
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The recent development of big data analytics (BDA) and the Internet of Things (IoT) technologies create a huge opportunity for both disaster management systems and disaster-related authorities (emergency responders, police, public health, and fire departments) to acquire state-of-the-art assistance and improved insights for accurate and timely decision-making. The motivation behind this research is to pave the way for effective utilization of the available opportunities that the BDA and IoT collaboratively offer to predict, understand and monitor disaster situations. Most of the conventional disaster management systems lack the support for multiple new data sources and real-time big data processing tools that can assist decision makers with quick and accurate results. This paper highlights the importance of BDA and IoT for disaster management and investigates recent studies directed towards the same. We classify a thematic taxonomy with several related attributes and inspect the prevalent solutions to propose a conceptual reference model for the deployment of BDA- and IoT-based disaster management environments. The reference model with its proposed integrated parameters can provide guidelines to harvest, transmit, manage, and analyze disaster data from various data sources to deliver updated and valuable information for disaster management. We also enumerate some important use cases from a disaster management perspective. Finally, we highlight the main research challenges that need to be addressed in such an important field of research.
引用
收藏
页码:54595 / 54614
页数:20
相关论文
共 91 条
[1]   The role of big data analytics in Internet of Things [J].
Ahmed, Ejaz ;
Yaqoob, Ibrar ;
Hashem, Ibrahim Abaker Targio ;
Khan, Imran ;
Ahmed, Abdelmuttlib Ibrahim Abdalla ;
Imran, Muhammad ;
Vasilakos, Athanasios V. .
COMPUTER NETWORKS, 2017, 129 :459-471
[2]  
Akter S., 2017, Annals of Operations Research, P1, DOI DOI 10.1007/S10479-017-2584-2
[3]   Smart Cities: Definitions, Dimensions, Performance, and Initiatives [J].
Albino, Vito ;
Berardi, Umberto ;
Dangelico, Rosa Maria .
JOURNAL OF URBAN TECHNOLOGY, 2015, 22 (01) :3-21
[4]   Disaster Management Using D2D Communication With Power Transfer and Clustering Techniques [J].
Ali, Kamran ;
Nguyen, Huan X. ;
Quoc-Tuan Vien ;
Shah, Purav ;
Chu, Zheng .
IEEE ACCESS, 2018, 6 :14643-14654
[5]  
[Anonymous], 2018, J COMMUN INF NETW, DOI DOI 10.1007/S41650-018-0034-1
[6]  
[Anonymous], 2017, INT J CHEM ENG, DOI DOI 10.1155/2017/1409495
[7]  
[Anonymous], IEEE COMMUN SURVEYS
[8]  
[Anonymous], GEOGR COMPASS
[9]  
[Anonymous], 2018, TECH REP
[10]  
[Anonymous], 2018, SUSTAIN COMPUT-INFOR, DOI DOI 10.1016/j.suscom.2017.12.001