SwRI: ITS Data Warehousing and Data Mining
Using data mining techniques, experienced engineers
at Southwest Research Institute (SwRI) unveil important trends and
relationships hidden in transportation data warehouses. SwRI analysts
and engineers develop and integrate technologies to enhance existing
transportation management systems.
Data Warehousing
SwRI has many years of experience and in-depth
expertise in warehousing intelligent transportation system (ITS) data.
We understand the complexities involved in assessing the types,
sources, and uses of information needed by multiple organizations with
different missions, and we are well positioned to assist diverse groups
in arriving at a common solution.
Data that could be considered are:
Possible scenarios that could be analyzed are:
Data Mining
SwRI has demonstrated the potential for mining large
volumes of ITS data acquired by a traffic management center (TMC) using
a visualization-based approach.
Types of intelligent transportation system data that could be mined are:
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Speed by lanes and links
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Lane volume and occupancy
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Incidents by type and location
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Dynamic message sign (DMS) and lane control
signal (LCS) text
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Sensor status
Insights provided from time-stamped archived data
are potentially useful for:
-
Planning
-
Maintenance
-
Operation
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Cost/benefit analyses
Visual Insights
Because visualization is a powerful tool for gaining
useful insights into massive amounts of data, intelligent transportation
system and weather data are
rendered using visualization methodologies. These visualizations are
based on the premise that the most useful insights will be gained by
examining ITS data as they are related across space and time.
For this reason, SwRI has designed and implemented a graphical user
interface (GUI) that facilitates mining of ITS data.
For more information about our intelligent transportation system data warehousing and
data mining capabilities, or how you can
contract with SwRI, please contact
Steve
Dellenback, Ph.D., PMP, at
sdellenback@swri.org or (210) 522-3914.
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Southwest Research Institute®
(SwRI®) is an independent, nonprofit, applied engineering and physical
sciences research and development organization with
12 technical divisions
using multidisciplinary approaches to problem solving. SwRI occupies
more than
1,200 acres and provides
nearly two million square feet of laboratories, test facilities, workshops, and offices for more than
3,200
employees who perform contract work for industry and government clients.
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