Social Media Alert and Response to Threats to
Citizens (SMART-C)
(Invited Paper)
Nabil Adam
US Department of Homeland Security
Science & Technology Directorate
Washington, DC, USA
Jayan Eledath
*
, Sharad Mehrotra
+
, Nalini
Venkatasubramanian
+
* SRI International, Princeton, NJ
+ University of California, Irvine
Abstract— Social media, such as blogs, Twitter, and information
portals, have emerged as the dominant communication
mechanism of society. Exploiting such input to gain awareness of
an incident is a critical direction for research in effective
emergency management. In this paper we present an overview of
the SMART-C system, which is part of the social media initiative
at the Department of Homeland Security. The system aims to
enable robust bidirectional communication between emergency
management and the public at large throughout the disaster life-
cycle via a multitude of devices and modalities including cell
phones, MMS messages, text messages, blogs, Twitter, etc. A
discussion of the major components of SMART-C and related
research challenges is included. These components include
mechanisms to model event level semantic information, a
platform for implementing multi-sensor fusion, mechanisms for
estimating the veracity of information, data cleaning to reduce
uncertainty and enhance accuracy of event detection and
notification, and spatiotemporal analyses for pattern and trend
analyses for higher level observations.
Keywords - social media; emergency management; alerting;
robust data analytics
I. INTRODUCTION
Social media, such as blogs, Twitter, and information
portals, have emerged as the dominant communication
mechanism of today’s society. In the context of emergency
management, exploiting such input to gain awareness of an
incident is a critical direction for research. Dynamic real-time
incident information collected from on-site human responders
about the extent of damage, the evolution of the event, the
needs of the community and the present ability of the
responders to deal with the situation combined with
information from the larger community could lead to more
accurate and real time situational awareness that allows
informed decisions, better resource allocation and thus a better
response and outcome to the total crisis. Component
technologies such as mobile devices, ubiquitous networking,
location technologies, etc., which are integral components of a
system that supports robust communication between response
agencies and the public at large, have significantly matured to
make such a system a reality. Social media and mobile devices
are also changing how communities at large seek information
in disasters. Reaching populations with customized and timely
alerts through multiple channels (traditional media, Internet
technologies, mobile services and social networks) can help
inform those at risk and assure those not at risk with messages
that accurately reflect the levels of vulnerability of the target
population.
Many past and current projects (e.g., [11]), as well as
several studies conducted by the National Academies [14, 19]
have indeed established the need for a robust, seamless, and
scalable bidirectional communication between the response
agencies and the public at large. A system that provides such a
capability should support robust and scalable capabilities for
real-time collection and processing of incident-related data
from citizens using diverse media. Information obtained from
social media and human input may be structured (e.g.,
interactive websites, speech and text dialog systems) or
unstructured (e.g., textual reports, voice, video inputs, MMS
messages). Components of such a system include mechanisms
to model event-level semantic information, a platform for
implementing multi-sensor fusion, mechanisms for estimating
the veracity of information, data cleaning to reduce uncertainty
and enhance accuracy of event detection and notification, and
spatio-temporal analyses for pattern and trend analyses for
higher level observations.
In this paper we present such a system, Social Media Alert
and Response to Threats to Citizens (SMART-C), which is part
of the social media initiative at DHS [33]. SMART-C supports
an extensible plug-n-play architecture into which new
mechanisms, techniques, modalities, and systems can be
further incorporated to both extend the set of supported
functionalities and/or to leverage the functionalities provided in
the context of specific systems. SMART-C’s capabilities
include:
• Enrichment of incident information, specifically,
semantic enrichment through multi-modal analysis
(text, speech, video) to create event level
representation
• Integration with other data sources such as
demographics, socio-economic, environmental data.
COLLABORATECOM 2012, October 14-17, Pittsburgh, United States
Copyright © 2012 ICST
DOI 10.4108/icst.collaboratecom.2012.250713