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Business Intelligence - Research
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Situation & Threat Assessment
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People
Geoff
Jarrad
Daniel McMichael (Project Leader)
Christine
O'Keefe
Customers
Boeing
DSTO
CRC SSIP
Summary
Situation assessment
algorithms build an overall probabilistic picture of complex multi-object
systems. Good resource allocation algorithms ensure that these
systems are well observed and controlled.
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Background
To perform any
difficult control task such as driving, flying an aircraft, operating a chemical
plant, controlling a power grid, or exercising military command it is necessary
to have a grasp of the overall situation. In fields including man-machine
interaction, human interface design, industrial psychology, supervisory control
and C3I, attempts have been made to clarify the meaning of the term situation
awareness1. Much work has been done on
human situation awareness, but development of automatic algorithms that are able
to build an overall appreciation of a situation has lagged. We
tend to term automatic situation awareness situation assessment.
Researchers in the Business Intelligence Group have since 1999 explored a
probabilistic approach to providing situation algorithms. The initial work
was published. Since then considerable expertise has been built up within
the Group, and there have been applications in the military domain. The speed and
scalability of the algorithms has proved advantageous.
The great advantage
that a situation picture provides in complex control problems is that it provides
sufficient context to make decisions to allocate resources. If these
decisions are taken without considering the wider context, results could be disastrous.
In the military domain, it is crucial that assets are only risked if their loss
would not open up a critical weakness. Situation awareness can prevent
adventitious decision-making. We have considered resource
allocation problems involving both surveillance decisions and substantive actions. An example of a surveillance decision
would be deciding to send a drone
aircraft to make photographs of a site, and a corresponding surveillance
decision would be whether or not to launch an attack.
1.
sometimes situational awareness
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A dynamic program typical of
those found in hard template situation assessment.
Goals
The aim of this line of research is
to provide and commercialise the algorithms and application skills in the
military and civilian domain.
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construction of a layered
overall model of interacting time series
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derivation of fast
scalable algorithms
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algorithms for situation
assessment
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provision of mechanisms
for capturing situation templates from human operators
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situation awareness using
hard and soft templates
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self-generating situation
templates
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multi-stage multi-object
optimal resource allocation
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application in the
military and civil domains
Many of these goals have already
been achieved.
Research Issues
From the
algorithmic perspective, both situation assessment and the ensuing
resource allocation problems are searches. An initial examination of
their complexity is somewhat discouraging. So besides system
modelling, the main issue in this research is how to construct very fast
searches of the most likely areas of the situation and decision spaces.
Publications
A
statistical approach to situation assessment, Fusion 99, Sunnyvale CA. (early open paper)
Links
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last updated December 18, 2003 11:47 AM
Geoff.Jarrad@csiro.au
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