Abstract
Data fusion methods have been traditionally inclusive of Department of Defense and intelligence applications. The extension of data fusion (DF) with emergency management (EM), also referred to as crisis management, processes for enhanced proactive decision-making has not been fully explored. Hard sensor use in emergency management (e.g. satellites) has evolved to include governmental Unmanned Aerial Systems (UAS) but may have potential to include non-governmental systems. Soft sensors in emergency management processes (people) include the flow of information from governmental and non-governmental sources. Data fusion emergency management extension is a method of integrating governmental and non-governmental hard and soft information sources at varying levels of information automation for enhanced managerial decision making and utilization of limited resources. This paper establishes a framework for the extension of data fusion to emergency management in consideration of identified EM themes, UAS integration, and behavioral limitations within an autonomous yet collaborative network.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Hall, D., McMullen, S.A.H.: In: Hall, D., McMullen, S.A.H. (eds.) Chapter 1 in Mathematical Techniques in Multisensor Data Fusion. Artech House, Inc., Norwood (2004)
Hall, D., McMullen, S.A.H., Hall, C.M.: New perspectives on level-5 information fusion: the impact of advances in information technology and user behavior. In: Proceedings of the IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, San Diego, CA (2015)
Hall, D., Steinberg, A.N.: In: Hall, D., Llinas, J. (eds.) Chapter 21 in Handbook of Multisensor Data Fusion. CRC Press, Boca Raton (2001)
Steinberg, A.N., Bowman, C.L.: In: Liggins, M.E., Hall, D.L., Llinas, J. (eds.) Chapter 3 in Handbook of Multisensor Data Fusion: Theory and Practice. CRC Press, Boca Raton (2009)
Steinberg, A.N., Bowman, C.L., White, E.E.: Revisions to the JDL data fusion model. In: Proceedings of the 3rd NATO/IRIS Conference, Quebec City, Canada (1998)
Hall, M.J., Hall, S.A., Tate, T.: Removing the HCI Bottleneck: how the human computer interface (HCI) affects the performance of data fusion systems. In: Proceedings of the 2000 MSS National Symposium on Sensor and Data Fusion, San Diego, CA, pp. 89–104 (2000)
Blash, E., Plano, S.: JDL Level 5 fusion model: user refinement issues and applications in group tracking. In: SPIE 4729, Aerosense 2002, pp. 270–279 (2002)
Azimirad, E., Haddadnia, J.: The comprehensive review on JDL model in data fusion networks: techniques, and methods. Int. J. Comp. Sci. Inf. Sect. 13(1), 53–60 (2015)
Hall, D.L., Hall, C.M., McMullen, S.A.H., McMullen, M.J., Pursel, B.: Perspectives on visualization and virtual world technologies for multisensor data fusion. In: Proceedings of the 11th International Conference on Information Fusion, Cologne, Germany (2008)
Hall, D., Llinas, J., McNeese, M., Mullen, T.: A framework for dynamic hard/soft fusion. In: Proceedings of FUSION 2008, the International Data Fusion Conference, Cologne, Germany (2008)
Yates, D., Paquette, S.: Emergency knowledge management and social media: a case study of the 2010 Haitian earthquake. Int. J. Inf. Manag. 31(1), 6–13 (2011)
Allison, G.T.: Conceptual models and the Cuban missile crisis. Am. Polit. Sci. Rev. 63(3), 689–718 (1969)
George, A.L.: A provisional theory of crisis management. In: George, A.L. (ed.) Avoiding War: Problems of Crisis Management. Westveiw Press, Boulder (1991)
George, A.L.: Strategies for crisis management. In: George, A.L. (ed.) Avoiding War: Problems of Crisis Management. Westveiw Press, Boulder (1991)
Holsti, O.R.: Crisis decision making. In: Tetlock, P.H., Husbands, J.L., Jervis, R. (eds.) Behavior, Strategy, and Nuclear War. Oxford University Press, Oxford (1989)
Williams, P.: Crisis Management. Wiley, New York (1976)
Lueg, T.: How Germanwings Failed at Crisis Communications, Social Media for Good (2006). http://sm4good.com/2015/03/26/germanwings-failed-crisis-communications/
Garrity, P.: Paris attacks: What does ‘Daesh’ mean and why does ISIS hate It? NBC News (2015). http://www.nbcnews.com/storyline/isis-terror/paris-attacks-what-does-daesh-mean-why-does-isis-hate-n463551
Berger, J.M.: How ISIS Games Twitter, The Atlantic (2014). http://www.theatlantic.com/international/archive/2014/06/isis-iraq-twitter-social-media-strategy/372856/
United States of America v. ARDI FERIZI aka TH3DirectorY (2015) US District Court Criminal Complaint Case No. 1:15-MJ-515 6 October 2015
Callimachi, R.: Clues on Twitter Show Ties Between Texas Gunman and ISIS Network, New York Times (2015). http://www.nytimes.com/2015/05/12/us/twitter-clues-show-ties-between-isis-and-garland-texas-gunman.html?_r=0
https://www.facebook.com/wfaachannel8/posts/10152889527451545
Johnson, R.: Congress is demanding that the FAA make room for the US drone fleet. Business Insider (2012)
http://www.businessinsider.com/congress-passes-law-for-drones-us-2015–2012-2
Terwilliger, B., Vincenzi, D., Ison, D., Witcher, K., Thirtyacre, D., Khalid, A.: Influencing factors for use of unmanned aerial systems in support of aviation accident and emergency response. J. Autom. Control Eng. 3(3), 246–252 (2015)
Ambrosia, V., Wegener, S., Zajkowski, T., Sullivan, D., Buechel, S., Enomoto, F., Lobitz, B., Johan, S., Brass, J., Hinkley, E.: The Ikhana unmanned airborne system (UAS) western states fire imaging missions: from concept to reality (2006–2010). Geocarto Int. 26(2), 85–101 (2011)
Daniel, K., Dusza, B., Lewandowski, A., Wietfeld, C.: AirShield: a system-of-systems MUAV remote sensing architecture for disaster response. In: IEEE SysCon 2009 (2009)
Kochersberger, K., Kroeger, K., Krawiec, B., Brewer, E., Weber, T.: Post-disaster remote sensing and sampling via an autonomous helicopter. J. Field Robot. 31(4), 510–521 (2014)
Merino, L., Caballero, F., Martinez-de-Dios, J., Maza, I., Ollero, A.: An unmanned aircraft system for automatic forest fire monitoring and measurement. J. Intell. Robot Syst. 63, 533–548 (2012)
Ballesteros, R., Ortega, J., Hernandez, D., Moreno, M.: Applications of georeferenced high-resolution images obtained with unmanned aerial vehicles. Part I: description of image acquistion and processing. Precis. Agric. 15, 579–592 (2014)
Martunez-de-Dios, J., Merino, L., Caballero, F., Ollero, A.: Automatic forest-fire measuring using ground stations and unmanned aerial systems. Sensors 11, 6328–6353 (2011)
IMSAR: IMSAR home page (2016)
Bellvert, J., Zarco-Tejada, P., Girona, J., Fereres, E.: Mapping crop water stress index in a ‘Pinot-noir’ vineyard: comparing ground measurements with thermal remote sensing imagery from an unmanned aerial vehicle. Precis. Agric. 15, 361–376 (2014)
Yang, Q., Chen, S., Lu, P., Wang, M., Wu, Q., Zhou, C., Liu, Y.: Unmanned airship based high resolution image acquistion and the processing. Int. J. Adv. Comp. Tech. 5(3), 379–386 (2013)
Boccardo, P., Chiabrando, F., Dutto, F., Tonolo, F., Lingua, A.: UAV deployment exercise for mapping purposes: evaluation of emergency response applications. Sensors 15, 15717–15737 (2015)
Drabek, T.E.: The Human Side of Disaster. CRC Press, Boca Raton (2013)
Palen, L., Vieweg, S., Anderson, K.M.: Supporting ‘everyday analysts’ in safety- and time-critical situations. Inf. Soc. 27(1), 52–62 (2010)
Nash, R.A.: Can You Trust Your Eyes? An Overview of the Reliability of Eyewitness Testimony. SciTech Connect (2015). http://scitechconnect.elsevier.com/trust-eyes-eyewitness-testimony/
National Transportation Safety Board, Aircraft Accident Report: In-flight Breakup Over the Atlantic Ocean, Trans World Airlines Flight 800, Boeing 747-131, N93119, Near East Moriches, New York, 17 July 1996. NTSB/AAR-00/03
English, D., Kuzel, M.: Reliability of eyewitness reports to a major aviation accident. Int. J. Aviat. Aeronaut. Aerosp. 1–21 (2014)
Robinson, J.M., Maddock, J., Starbird, K.: Expamining the role of human and technical infrastructure during emergency response. In: Proceedings of the ISCRAM 2015 Conference, Kristiansand (2015)
Kowalski, K.: Mining publication: a human component to consider your emergency management plans: the critical incident stress factor. Saf. Sci. 115–123 (1995)
Kowalski-Trakofler, K.M., Vaught, C., Scharf, T.: Judgment and decision making under stress: an overview for emergency managers. Int. J. Emerg. Manag. 278–289 (2003)
Hall, D.L., McMullen, S.A.H.: Crossing the longest yard: eight strategies for creating knowledge from a glut of data. Presentation to the Visualization Network-of-Experts Supporting NATO Research Task Group IST-063 on Network Visualization, Godesberg, Germany (2005)
Hall, D., Aungst, S.: The use of soft sensors and i-space for improved combat ID. Paper presented at the Air Force Research Laboratory Workshop on Human Factors Issues in Combat Identification, Apache Junction, Arizona (2008)
Mohammadi, D.: How Online Gamers are Solving Science’s Biggest Problems, The Guardian, 25 January, 2014. http://www.theguardian.com/technology/2014/jan/25/online-gamers-solving-sciences-biggest-problems
Khatib, F., et al.: Crystal structure of a monomeric retroviral protease solved by protein folding game players. Nat. Struct. Mol. Biol. 18(10), 1175–1177 (2011)
Oh, O., Agrawal, M., Rao, H.R.: Information control and terrorism: tracking the mumbai terrorist attack through Twitter. Inf. Syst. Front. 13(1), 33–43 (2011)
2 Billion Consumers Worldwide to Get Smart(phones) by 2016, eMarketer, 11 December 2014. http://www.emarketer.com/Article/2-Billion-Consumers-Worldwide-Smartphones-by-2016/1011694
Wang, Y.: More People Have Cell Phones Than Toilets, U.N. Study Shows, Time, 25 March 2013. http://newsfeed.time.com/2013/03/25/more-people-have-cell-phones-than-toilets-u-n-study-shows/
Newcomb, A.: Google’s Billion Dollar Bet on SpaceX and a Space-Based Internet, ABC News, 20 January 2015. http://abcnews.go.com/Technology/google-spacex-create-space-based-internet-service/story?id=28348742
Jansen, B.: FAA: 181,000 Drones Registered Since Database Began 21 December, USA Today, 6 January 2016. http://www.usatoday.com/story/news/2016/01/06/faa-181000-drones-registered-since-dec-21/78360534/
Beaton, E., Boiney, L., Drury, J., GreenPope, R., Henriques, R., Klein, G.: Elements needed to support a crisis management collaboration framework. In: Proceedings of the Integrated Communications Navigation and Surveillance (ICNS) Conference, Herndon Virginia (2010)
Khalil, K.M., Abdel-Aziz, M., Nazmy, T.T., Salem, A.M.: Artificial immune systems metaphor for agent based modeling of crisis response operations. In: Eighth German Conference on Multi-agents System Technologies, Karlsruhe, Germany (2010)
Middleton, S.E., Middleton, L., Modafferi, S.: Real-time crisis mapping of natural disasters using social media. IEEE Intell. Syst. 29(2), 9–17 (2014)
Meier, P.: Crisis mapping in action: how open source software and global volunteer networks are changing the world, one map at a time. J. Map Geogr. Libr. 8, 89–100 (2012)
Gonzalez, R.A.: Developing a multi-agent system of a crisis response organization. Bus. Process Manag. J. 16(5), 847–870 (2010)
Liggins, M.E., Hall, D.L., Llinas, J. (eds.): Handbook of Multisenor Data Fusion: Theory and Practice. CRC Press, Boca Raton (2009)
Acknowledgements
This paper is inspired by and dedicated to the memory of Dr. David L. Hall, father of Sonya McMullen and father-in-law of Mac McMullen. Dr. Hall was also a colleague of Peter Forster at the College of Information Sciences and Technology at The Pennsylvania State University. Dr. Hall was considered one of the “grey beards” in the multisensor data fusion community having aided in the development of the JDL fusion model, conducted research, presented seminars, written numerous papers, and co-authored and edited multiple texts. Dr. Hall died on December 26, 2015. The data fusion and information sciences communities have lost a great visionary. He will be missed.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2018 Springer International Publishing AG
About this paper
Cite this paper
McMullen, S.A.H., McMullen, M.J., Forster, P., Ison, D., Clark, P.J. (2018). Emergency Management: Exploring Hard and Soft Data Fusion Modeling with Unmanned Aerial Systems and Non-governmental Human Intelligence Mediums. In: Bi, Y., Kapoor, S., Bhatia, R. (eds) Proceedings of SAI Intelligent Systems Conference (IntelliSys) 2016. IntelliSys 2016. Lecture Notes in Networks and Systems, vol 15. Springer, Cham. https://doi.org/10.1007/978-3-319-56994-9_35
Download citation
DOI: https://doi.org/10.1007/978-3-319-56994-9_35
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-56993-2
Online ISBN: 978-3-319-56994-9
eBook Packages: EngineeringEngineering (R0)