This article studies the usefulness of parallel processing in real-tim
e traffic-flow simulation based on continuum modeling of traffic dynam
ics, Computational fluid dynamics (CFD's) methods for solving simple m
acroscopic traffic-flow continuum models have been studied and efficie
ntly implemented in traffic simulation codes (on serial computers) in
the past, We designed a traffic-flow simulation code and mapped it ont
o a parallel computer architecture, This traffic simulation system is
capable of simulating freeway traffic flow in real time, Tests with re
al traffic data collected from the freeway network in the metropolitan
area of Minneapolis, MN, were used to validate the accuracy and compu
tational rate of the parallel simulation system, The execution time fo
r a 2-h traffic-flow simulation of about 200 619 vehicles in an 18-mi
freeway, which takes 2.35 min of computer time (on a single-processor
computer simulator), took only 5.25 s on the parallel traffic simulati
on system, This parallel system has a lot of potential for real-time t
raffic engineering applications.