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3710 McClintock Avenue, RTH 314 ~ Los Angeles, CA 90089-2902 ~ (213) 740-5514 ~ create.usc.edu
Spatially Layered Defenses Against Terrorism
FY 2015 Annual Report
Detlof von Winterfeldt
University of Southern California
Table of Contents
1. Executive Summary ............................................................................................................................................. 1 2. Research and Research Transition Accomplishments .......................................................................................... 2 2.1 Research Results ...................................................................................................................................................... 2 2.1.1 Modeling Layered Defenses ................................................................................................................................. 2 2.1.2 SOCCENT Request .............................................................................................................................................. 5 2.2 Research Transition ................................................................................................................................................. 7 2.3. Publications, Reports and Presentations ........................................................................................................... 7 2.4. Models, Databases, Software Tools, Invention Disclosure and Patents ........................................................... 9 3. Education Program ............................................................................................................................................. 10 4. Outreach Programs ............................................................................................................................................. 10
1. Executive Summary
Year 11 (FY2015) was the second year of a project on spatially layered defenses against terrorist.
The purpose of this research is to provide guidance to DHS policy makers on how to improve
layered defenses. The research was originally motivated by the PI’s involvement in a National
Academy study on evaluating the effectiveness of the Global Nuclear Detection Architecture
(GNDA), a major effort of the Domestic Nuclear Detection Organization (DNDO). The GNDA
employs a geographically layered defense strategy to prevent the theft and transportation of
radiological and nuclear materials from a foreign source to a target in the US. The GNDA
concept of a layered defense is similar to the concept of “defense in depth” promoted by the
Nuclear Regulatory Agency for nuclear power plant safety. Layered defenses occur in several
DHS contexts, for example, in approaches to catching smugglers (in the foreign country, upon
crossing the border, in the US) or in bioterrorism (stopping the production of biological
materials, preventing the importation in the US, stopping the distribution and spread of the
disease after a biological attack). Modeling layered defense systems involves an extension of
traditional probabilistic risk analysis methods (PRA, exemplified by BTRA and RNTRA) as well
as innovations in risk analysis for networks (exemplied, for example, by PEM, DNDO’s
Probabilistic Effectiveness Model). We will developed these advanced risk analysis models, first
for the general case of layered defenses, and then apply them to assessing the effectiveness of
features of the GNDA.
During the first year of this project we reviewed the existing models for layered defenses used by
the DNDO, in particular, the Radiological and Nuclear Terrorism Risk Analysis model
(RNTRA) and the Probabilistic Effectiveness Model (PEM). Some of the results of this review
Von Winterfeldt, Spatially Layered Defenses Against Terrorism
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are described in a National Academy of Science report “Evaluating the performance measures
and metrics for the Global Nuclear Detection Architecture,” parts of which were drafted by the
PI. Relevant to the current projects, we discussed strengths and weaknesses of the two models in
the report and we argued for a more integrated modeling solution – which is the core of the
current project. We also reviewed other literature on layered defenses and search and detection
games, for example by Bier and her colleagues and by Morton and we developed an annotated
bibliography of these models
Building on existing models, we designed an integrated model that combines a transportation
model (how to get nuclear materials from point A to point B) with a risk analysis model (how
likely is the interception of these materials at various points along the way). We have
superimposed a decision and resource allocation model over this baseline model to examine
optimal allocations of resources to maximize detections and increase deterrence of transporting
RN materials from their source to a target in the US.
In February 2015 we learned of an interesting concept that could change the global nuclear
detection architecture. It consists of placing radiological isotope identification devices (RIIDs)
on each container at the port of lading - long before it enters the United States. This would
increase the dwell time and thus improve detection and identification tremendously. Before
arrival at US points of entry, the RIIDs would automatically transmit information about any
radiological materials in the container, thus making the current system of portals unnecessary.
Since then, we have begun to shift our effort to evaluating this concept.
Another line of research opened up in early August of 2014, when CREATE received a request
from DHS to assist the Special Operations Command Central (SOCCENT) of the U.S. Central
Command (USCENTCOM) to answer the following questions: 1) What are the objectives of the
Islamic State of Iraq and Syria (ISIS)? 2) Why is ISIS attractive to its followers? 3) What are the
scenarios for the future of ISIS? Since then we have spent a significant amount of unfunded time
to respond to this request. Based on a review of some 50 interviews with subject matter experts,
we developed several results, which are also reported here. They include an objectives hierarchy
for ISIS answering the first question; an objectives hierarchy for its followers answering the
second question; and an event tree answering the third question. The results have been published
in a White paper submitted to SOCCENT. A longer paper was recently submitted to a journal
for publication.
Keywords: Layered defenses, defense in depth, radiological and nuclear terrorism, Global
Nuclear Detection Architecture (GNDA), Islamic State of Iraq and Syria (ISIS).
2. Research and Research Transition Accomplishments
2.1 Research Results
2.1.1 Modeling Layered Defenses
In 2012 and 2013, the PI was a member of a committee by the National Academy of Science to
examine the question: How can we measure the performance of the Global Nuclear Defense
Architecture (GNDA, National Research Council, 2013). This committee was funded by the
Domestic Nuclear Detection Office (DNDO), which is the lead agency for the GNDA. Part of
Von Winterfeldt, Spatially Layered Defenses Against Terrorism
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this committee’s review consisted of developing a template for a new strategic plan for the
GNDA. Building on prior work for CREATE, the PI developed a notional example of the goals
and objectives for to be used in this effort (see Figure 1). In this context important objectives are
“To Detect RN Materials out of Regulatory Control,” to “Deter RN Attacks,” and to “Divert RN
Attacks.”
Figure 1: Goals and Objectives of the GNDA
The GNDA has a philosophy of layered defenses, as illustrated in Figure 2.
The committee concluded that it is difficult to assess the effectiveness of the GNDA through data
and observations and recognized that models are needed for this assessment. The DNDO had
developed two models for this purpose: The Radiological/Nuclear Terrorism Risk Assessment
(RNTRA) and the Probabilistic Effectiveness Model (PEM). RNTRA is essentially an event tree
model, similar to those previously developed for biological risk assessment (BTRA) and for
chemical risk assessment (CTRA). PEM is a very different network transportation optimization
model. Using the perspective of the terrorist attacker, PEM analyses what transportation routes
are optimal for terrorists in order to avoid detection.
The starting point for this project was the recommendation by the NAS committee to develop an
integrated version of PEM and RNTRA.
Von Winterfeldt, Spatially Layered Defenses Against Terrorism
Page 4 of 12
Figure 2: Multilayered Defenses of the GNDA
We reviewed existing models, including RNTRA and PEM, as well as network detection models
by Morton and his colleagues (Morton, 2005; Morton et al., 2007; Dimitrov et al, 2008) and
game theoretic models Haphuriwat et al., 2011).
Figure 3 illustrate the basic concept of an integrated risk and transportation model.
Figure 3: A Simple Network for RN Transportation
In this example network, like in any other transportation network, the attacker has a choice
between a land/sea rout and a land/air route to transport RN materials from a foreign source (say,
Ukraine) to a target in the US (say, New York City). At each node and along each arc, there is a
probability of detection, depending on the defender’s choice of placing detection equipment and
capabilities. The attacker wants to minimize the probability of detection (plus other costs
Von Winterfeldt, Spatially Layered Defenses Against Terrorism
Page 5 of 12
associated with choosing a route); the defender wants to maximize the probability of detection
(plus keeping costs of detection in line).
We explored two mathematical formulations of this problem: A game theoretic formulation, in
which the defenders maximizes the minimum detection probability of the attacker; and a
decision theoretic formulation, in which the defender evaluates alternative improvements in
detection capabilities and attacker responds by changing his or her probability of choosing a
specific route. The first formulation is consistent with much of CREATE’s previous work on
game theory, including ARMOR and other efforts. The second formulation is consistent with
CREATE’s development of defender-attacker decision trees developed primarily by the PI and
his team. We are still working on examples and parametric comparisons of the two formulations
and plan to have a small workshop on this topic later this year.
In early 2015 we learned of a new concept for radiation detection that could change the whole
nature of the GNDA, is feasible and cost-effective. In this concept, a radioisotope identification
device (RIID) would be attached to each container destined for the United States and continually
obtain readings from possible radiological sources in the container. Because this would increase
the dwell time from seconds or minutes to hours and days, the accuracy of these readings would
greatly improve and would make it virtually impossible to miss any threat source. Prior to
arrival at the US point of entry, the devices would be remotely read and containers either cleared
or, in case of an identified threat, be denied entry. Use of RIIDs attached to all containers would
dramatically change the architecture of the GNDA, because portals and secondary inspections
would become unnecessary, saving Customs and Border Control hundreds of millions of dollars
per year.
This new concept has led us to shift our emphasis from the question of where to put traditional
detection devices along the route from origin to the target to the question of whether this new
concept of placing RIIDs on each container is feasible and cost effective. We have engaged with
Northrup Grumman to explore the technical feasibility. We also have done some preliminary
cost analysis on the current system of portals and container inspections. We estimate that the
current system costs about $500 million to $1 billion per year (for comparison, the CBP budget
is $12 billion/year). With 25 million containers entering the United States every year, attaching
a RIID to each container would therefore be cost-effective, if the total costs are between $200
and $400 per container per year.
We are currently exploring, if this is a feasible cost target. If the answer is positive, we will shift
our effort to examine the risk and benefits of further developing this concept into an R&D phase.
Northrop Grumman estimates the R&D costs at $40 million. We would use R&D risk analysis
methods to evaluate whether this investment is worthwhile.
2.1.2 SOCCENT Request
In early August of 2014 CREATE received a request from DHS to assist the Special Operations
Command Central (SOCCENT) of the U.S. Central Command (USCENTCOM) to answer the
following questions: 1) What are the objectives of the Islamic State of Iraq and Syria (ISIS)? 2)
Why is ISIS attractive to its followers? 3) What are the scenarios for the future of ISIS?
Von Winterfeldt, Spatially Layered Defenses Against Terrorism
Page 6 of 12
Because of the urgency of the request and the limited ability to set up a contract for this project
in the short time period (August-September) allocated for it, CREATE decided to participate in
this multi-institutional effort pro bono. A small CREATE team including Ali Abbas, Richard
John, Detlof von Winterfeldt, and Johannes Siebert conducted the following analyses in response
to the three SOCCENT questions:
1. Develop an objectives hierarchy for ISIS
a. Based on 53 interview transcripts with subject matter experts (von Winterfeldt)
b. Based on open sources, including speeches of ISIS leaders (Siebert)
2. Develop an objective hierarchy for ISIS Followers
a. Based on 53 interview transcripts with subject matter experts (von Winterfeldt)
b. Based on open sources, including speeches of ISIS leaders (Siebert)
Selected results are shown in Figures 4 an 5. We presented our final results to SOCCENT on
October 6-7, 2014 and submitted a chapter to a White Paper submitted to General Nagata, the
commander of SOCCENT. We also drafted a more extensive article, which has been submitted
to a refereed journal.
Figure 4: ISIS Objectives from All Sources
Von Winterfeldt, Spatially Layered Defenses Against Terrorism
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Figure 5: Followers’ Objectives from All Sources
2.2 Research Transition
The assessments of the major GNDA models – PEM and RNTRA – by the National Academy
committee was summarized in an NAS report to the DNDO and briefed to the Director of the
DNDO and her staff. The research on layered defense models and on container affixed RIIDs is
new and has not yet entered a mature transition phase. The research on the objectives of the
leaders and followers of ISIL were briefed to the SOCCENT leadership and incorporated in a
major briefing to General Nagata.
2.3. Publications, Reports and Presentations
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Detlof von Winterfeldt - 2010-2015 only, for prior
publications, see CREATE library
1. Garcia, R. & von Winterfeldt, D. (2010). Defender-
attacker decision trees for terrorism risk management.
CREATE Report, Los Angeles: Center for Risk and
Economic Analysis of terrorism Events, USC.
RA x
2. Prager, F., Asay, G., & von Winterfeldt, D. (2011).
Exploring reductions in London Underground
passenger journeys following the July 2005 bombings.
Risk Analysis, Vol. 31, 5, pp. 773-786.
RA x x
3. Bakir, N.O. & von Winterfeldt, D. (2011). Is better RA x x
Von Winterfeldt, Spatially Layered Defenses Against Terrorism
Page 8 of 12
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nuclear weapons detection capability justified? Journal
of Homeland Security and Emergency Management,
Vol. 8, 1, pp. 1-18.
4. Ermoliev, Y. & von Winterfeldt, D. (2011) Risk,
security, and robust solutions. IIASA Interim Report,
No. IR-10-013. Laxenburg, Austria: International
Institute for Applied Systems Analysis.
RA x
5. Keeney, R.L. & von Winterfeldt, D. (2011). A value
model to evaluate homeland security decisions. Risk
Analysis, Vol. 39, 9, pp. 1470-1487.
RA x x
6. von Winterfeldt, D. (2013) Bridging the gap between
science and decision making. Proceedings of the
National Academy of Science, August, pp.1-7.
RM x
7. von Winterfeldt, D. (2013) Improving the policy
relevance of global systems analysis. European Journal
of Decision Processes, 1, pp. 59-76.
8. Montibeller, G. & von Winterfeldt, D. (2014).
Cognitive and motivational biases in decision and risk
analysis. Risk Analysis, in print.
9. Montibeller, G. & von Winterfeldt, D. (2014). Biases
and Debiasing in Mutlicriteria Decision Analysis.
Proceedings of the 38th Hawaiian International
Conference on System Science, Kauai, Hawaii.
10. Abbas, A., John, R., Siebert, J. & von Winterfeldt, D.
(2014) Objectives and Scenarios for ISIL. In D.
Cabayan et al. (eds). White Paper on ISIL. Submitted
to SOCCENT, November 2014.
11. Garcia, R. & von Winterfeldt, D. (2015) Defender-
Attacker decision tree analysis: An introduction and an
application. Submitted to Risk Analysis.
12. Siebert, J., von Winterfeldt, D., and John, R. (2015)
Identifying and structuring the objectives of ISIL and
its followers. Submitted to Decision Analysis
13. Ferretti, V., Guney, S., Montibeller, G., and von
Winterfeldt, D. (2015). Testing Best Practices to
Reduce the Overconfidence Bias in Multi-Criteria
Decision Analysis. Submitted to the 49th
Hawaiian
International Conference on Systems Science.
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Von Winterfeldt, Spatially Layered Defenses Against Terrorism
Page 9 of 12
CREATE SCHOLARLY/CONFERENCE PRESENTATIONS
Detlof von Winterfeldt - 2010-2015 only, for prior publications, see CREATE
library
1. Gilberto Montibeller and Detlof von Winterfeldt, Biases and Debiasing in Multicriteria
Decision Analysis. 38th
Hawaiian International Conference on Systems Science, Kauai, HI,
January 5-9, 2015.
2. Detlof von Winterfeldt, Cognitive and Motivational Biases in Decision and Risk
Analysis. INFORMS Annual Conference, San Francisco, CA, November 9-12, 2015.
3. Detlof von Winterfeldt, Expert Elicitation. Conference on Integrated Climate Modeling
and Analysis, Snowmass, Colorado, August 31, 2014.
4. Detlof von Winterfeldt, Biases that matter for Decision and Risk Analysis. 37th
Hawaiian International Conference on Systems Science, Kona, Hawaii, January 8, 2014.
5. Detlof von Winterfeldt, Defender-Attacker Games and Decisions. INFORMS National
Conference, Phoenix, October 15, 2012.
6. Detlof von Winterfeldt, The Relevance of Scientific Information for Personal and Policy
Decisions., National Academies, Sackler Symposium, May 14, 2012.
7. Detlof von Winterfeldt, Risk Analysis and the Challenges of Extreme Events.
International Conference on Integrated Disaster Risk Management, Los Angeles,
California, July 16, 2011
8. Detlof von Winterfeldt, Systems and Risk Analysis for Food Protection and Security.
23rd Annual National Agricultural Biotechnology Council Conference, Bloomington, MN,
June 16, 2011.
9. Detlof von Winterfeldt. Terrorism Risks and Complex Adaptive Systems. Femtorisk
Workshop. International Institute fro Applied Systems Analysis, Laxenburg, Austria, June
10, 2011.
10. Detlof von Winterfeldt, The Global Risk Landscape: Challenges of Extreme Events.
3rd International Disaster and Risk Conference, Global Risk Forum, Davos, Switzerland.
June 2, 2010.
2.4. Models, Databases, Software Tools, Invention Disclosure and Patents
The research on layered defenses has primarily relevance for designing detection systems and
locating detectors for the DNDO in the context of the GNDA. However, important lessons and
implications are directly applicable to the CBP as well. The new emphasis on RIIDs attached to
each container opens up a new avenue for transition – to support an R&D stream for a
commercial developer. We have been in discussion with Northrup Grumman leadership in this
regard.
The work for SOCCENT has obvious applied relevance. Fighting ISIS is the most important
national security issue of the current time and helping to understand ISIS and its followers as
Von Winterfeldt, Spatially Layered Defenses Against Terrorism
Page 10 of 12
well as considering alternative futures for ISIS will help SOCCENT and the DoD improve their
plans for disabling ISIS.
3. Education Program
During FY 14 and 15 von Winterfeldt supervised four students: Beril Behruz, a Masters student
in Industrial and Systems Engineering; Toni Boadi, a Ph.D. student in Public Policy and a
recipient of a DHS scholarship; Ashley Endo, a recent Ph.D. student in the Public Policy
Program; Maryam Tabibzadeh, a Ph.D. student in Civil and Environmental Engineering, and
Blake Cignarella, a Ph.D. student in Industrial and Systems Engineering. With the exception of
Maryam Tabizadeh, all students were or are partially supported by CREATE
Education Initiatives #
# of students supported (funded by CREATE) 4
# of students involved (funded by CREATE + any other programs) 1
# of students graduated 0
# of student theses or dissertations 0
# of contacts with DHS, other Federal agencies, or State/Local (committees) 2
# of existing courses modified with new material 2
# of new courses developed 0
# of new certificate programs developed 0
# of new degree programs developed 0
CREATE PROJECT-FUNDED AND OTHER (VOLUNTEER/INTERN) STUDENTS
Last Name First Name
University School Department Degree Research Area CREATE Funded
Graduated
1. Behruz Beril USC Engineering Industrial & Systems Masters Security x x
2. Boadi Toni USC Public Policy
Public Policy PhD Security Policy x
3. Endo Ashley USC Public Policy
Public Policy PhD Disaster Management
x
4. Cignarella Blake USC Engineering Industrial and Systems PhD Border Patrol x
5. Tabibzadeh Mayryam USC Engineering Civil/Env. Engineering PhD Risk Analysis x
Von Winterfeldt modified two course to include additional homeland security and risk analysis
materials:
1. PPD 587 Risk Analysis, which will be taught in the spring of 2014 at the Price School for
Public Policy
2. ISE 562 Decision and Value Theory, taught in the spring of 2012 and 2013 at the Viterbi
School of Engineering
4. Outreach Programs
Von Winterfeldt, Spatially Layered Defenses Against Terrorism
Page 11 of 12
Von Winterfeldt’s main outreach activity in 2013 and 2014 was his participation in the National
Academies’ Committee on Performance Metrics for the Global Nuclear Detection Architecture,
which convened in 2012 and completed its work in September of 2013. von Winterfeldt also
was part of a sub-committee of 4 to brief the leadership of the DNDO, leaders of other US
agencies involved in the GNDA, and staffers in Congress on the results of the committee’s work.
Von Winterfeldt also responded to a request by DoD/DNDO to participate in a major study of
ISIL.
REQUESTS FOR ASSISTANCE
Requester Name and Agency/Institution Brief (2-3 sentence) Description of Assistance Provided
Dates / Time Period
From DHS:
DNDO Request to assess the performance metrics for the GNDA, NAS Committee 2013-2014
DNDO Request to develop methodologies for evaluating radiological detection devices
2013-present
From Other Federal, State and Local Governments:
DoD/SOCCENT
Request by SOCCENT (General Nagata) to assess the objectives of the leaders and followers of ISIL
July-November, 2014
5. Project Performance Metrics
Categories of Accomplishments –
Number of:
FY2015
(Year 11)
Student Enrollment in COE Programs: 55
Traditional undergraduate and graduate students attending classes 40
Students registered in on-line or other distance learning courses 15
Homeland security professionals attending courses 0
Project-Funded Students 4
Papers 5
Software Products Developed 2
New Courses Developed 0
New Certificates or Degree Programs Developed:
New Degree Programs
New Certificates
Von Winterfeldt, Spatially Layered Defenses Against Terrorism
Page 12 of 12
New private or public licensees/partners using coursework licensed by the COE
Patent Applications
Patents Awarded
Requests for assistance or advice from DHS (# of different DHS contacts/projects/requests)
2
Requests for assistance or advice from Federal, State, Local Government 1
Follow-on funding from other sources $700,000
Presentations 4
Congressional Testimonies 0
Projects Completed 1
Follow-on Funding from Other Sources (Other than OUP)
FOLLOW-ON FUNDING FROM OTHER SOURCES (OTHER THAN OUP)
Funding Name and Agency/Institution
Project Title Amount Dates /
Fiscal Year
From DHS:
DNDO Decision Analysis Support for Experimental Design
$550,000 2013-1024
From Other Federal, State and Local Governments:
Battelle PNNL Methodologies for Evaluating Radiological Detection devices
$167,000 2014-2015