Skip to main content

Enhancing Disaster Response for Hazardous Materials Using Emerging Technologies: The Role of AI and a Research Agenda

  • Conference paper
  • First Online:
Engineering Applications of Neural Networks (EANN 2019)

Abstract

Despite all efforts like the introduction of new training methods and personal protective equipment, the need to reduce the number of First Responders (FRs) fatalities and injuries remains. Reports show that advances in technology have not yet resulted in protecting FRs from injuries, health impacts, and odorless toxic gases effectively. Currently, there are emerging technologies that can be exploited and applied in emergency management settings to improve FRs protection. The aim of this paper is threefold: First, to conduct scenario analysis and situations that currently threat the first responders. Second, to conduct gap analysis concerning the new technology needs in relations to the proposed scenarios. Third, to propose a research agenda and to discuss the role of Artificial Intelligence within it.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. McGarry, S.L., et al.: Preventing the preventable: the 2015 Tianjin explosions, in Harvard T.H Chan School of Public Helath, Hongkong jockey Club Disaster Preparedness and Response Institute, Hongkong (2017)

    Google Scholar 

  2. Sarter, N.B., Woods, D.D.: Situation awareness: a critical but ill-defined phenomenon. Int. J. Aviat. Psychol. 1(1), 45–57 (1991)

    Article  Google Scholar 

  3. Hall, A.H.: A Survey of Firefighter Cancers and Other Chronic Diseases: Preliminary Results (2016)

    Google Scholar 

  4. Svensson, S.: Firefighter fatalities in Sweden, 1937–2016. Brandteknik Lunds tekniska högskola, Lund (2017)

    Google Scholar 

  5. IFAFRI: Capability Gap 2 “Deep Dive” Analysis Synopsis (2017)

    Google Scholar 

  6. Comfort, L.K.: Crisis management in hindsight: cognition, communication, coordination, and control. Public Adm. Rev. 67, 189–197 (2007)

    Article  Google Scholar 

  7. Endsley, M.R.: Designing for Situation Awareness: An Approach to User-Centered Design. CRC Press (2016)

    Google Scholar 

  8. Klein, G.: The recognition-primed decision (RPD) model: looking back, looking forward. In: Naturalistic Decision Making, pp. 285–292 (1997)

    Google Scholar 

  9. Zsambok, C.E., Klein, G.: Naturalistic Decision Making. Psychology Press (2014)

    Google Scholar 

  10. Weick, K.E., Roberts, K.H.: Collective mind in organizations: heedful interrelating on flight decks. In: Administrative Science Quarterly, pp. 357–381 (1993)

    Article  Google Scholar 

  11. Druskat, V.U., Pescosolido, A.T.: The content of effective teamwork mental models in self-managing teams: ownership, learning and heedful interrelating. Hum. Relat. 55(3), 283–314 (2002)

    Article  Google Scholar 

  12. Weber, K., Glynn, M.A.: Making sense with institutions: context, thought and action in Karl Weick’s theory. Organ. Stud. 27(11), 1639–1660 (2006)

    Article  Google Scholar 

  13. Weick, K.E., Sutcliffe, K.M., Obstfeld, D.: Organizing and the process of sensemaking. Organ. Sci. 16(4), 409–421 (2005)

    Article  Google Scholar 

  14. Endsley, M.R.: Toward a theory of situation awareness in dynamic systems. Hum. Factors 37(1), 32–64 (1995)

    Article  Google Scholar 

  15. Taber, N., Plumb, D., Jolemore, S.: “Grey” areas and “organized chaos” in emergency response. J. Workplace Learn. 20(4), 272–285 (2008)

    Article  Google Scholar 

  16. Wolbers, J., Boersma, K.: The common operational picture as collective sensemaking. J. Conting. Crisis Manag. 21(4), 186–199 (2013)

    Article  Google Scholar 

  17. Mirbabaie, M., Zapatka, E.: Sensemaking in Social Media Crisis Communication–A Case Study on the Brussels Bombings in 2016 (2017)

    Google Scholar 

  18. Pentina, I., Tarafdar, M.: From “information” to “knowing”: exploring the role of social media in contemporary news consumption. Comput. Hum. Behav. 35, 211–223 (2014)

    Article  Google Scholar 

  19. Dervin, B.: Sense-making theory and practice: an overview of user interests in knowledge seeking and use. J. Knowl. Manag. 2(2), 36–46 (1998)

    Article  Google Scholar 

  20. Savolainen, R.: The sense-making theory: reviewing the interests of a user-centered approach to information seeking and use. Inf. Process. Manag. 29(1), 13–28 (1993)

    Article  Google Scholar 

  21. Stieglitz, S., et al.: Sensemaking and communication roles in social media crisis communication (2017)

    Google Scholar 

  22. Rabjohn, A.: The human cost of being a ‘first responder’. J. Bus. Cont. Emerg. Plann. 6(3), 268–271 (2013)

    Google Scholar 

  23. SWD: Overview of Natural and Man-made Disaster Risks the European Union may face, in 176 Commission Staff Working Document, Brussels (2017)

    Google Scholar 

  24. Europol: EU Terrorism Situation and Trend Report (TE-SAT) (2017)

    Google Scholar 

  25. Atyabi, A., MahmoudZadeh, S., Nefti-Meziani, S.: Current advancements on autonomous mission planning and management systems: an AUV and UAV perspective. Ann. Rev. Control 46, 196–215 (2018)

    Article  Google Scholar 

  26. Seneviratne, S., et al.: A survey of wearable devices and challenges. IEEE Commun. Surv. Tutor. 19(4), 2573–2620 (2017)

    Article  Google Scholar 

  27. Garcia-Luna-Aceves, J.J.H., Westphal, C.D.: Network support for AR/VR and immersive video application: a survey. In: Proceedings of the 15th International Joint Conference on e-Business and Telecommunications, ICETE 2018, vol. 1 (2018)

    Google Scholar 

  28. Rantanen, T., et al.: The adoption of care robots in home care—a survey on the attitudes of Finnish home care personnel. J. Clin. Nurs. 27(9–10), 1846–1859 (2018)

    Article  Google Scholar 

  29. Chung, S., et al.: A survey on aerial swarm robotics. IEEE Trans. Rob. 34(4), 837–855 (2018)

    Article  Google Scholar 

  30. Radianti, J., Gonzalez, J.J., Granmo, O.-C.: Publish-subscribe smartphone sensing platform for the acute phase of a disaster: a framework for emergency management support. In: 2014 IEEE International Conference on Pervasive Computing and Communication Workshops (PERCOM WORKSHOPS). IEEE (2014)

    Google Scholar 

  31. Radianti, J., Lazreg, M.B., Granmo, O.-C.: Fire simulation-based adaptation of SmartRescue App for serious game: design, setup and user experience. Eng. Appl. Artif. Intell. 46, 312–325 (2015)

    Article  Google Scholar 

  32. Ryabko, B., Rakitskiy, A.: Theoretical approach to performance evaluation of supercomputers. J. Circ. Syst. Comput. 27(04), 1850062 (2018)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Ioannis Dokas .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2019 Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Radianti, J., Dokas, I., Boersma, K., Noori, N.S., Belbachir, N., Stieglitz, S. (2019). Enhancing Disaster Response for Hazardous Materials Using Emerging Technologies: The Role of AI and a Research Agenda. In: Macintyre, J., Iliadis, L., Maglogiannis, I., Jayne, C. (eds) Engineering Applications of Neural Networks. EANN 2019. Communications in Computer and Information Science, vol 1000. Springer, Cham. https://doi.org/10.1007/978-3-030-20257-6_31

Download citation

  • DOI: https://doi.org/10.1007/978-3-030-20257-6_31

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-20256-9

  • Online ISBN: 978-3-030-20257-6

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics