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Switching Model Up: Vehicle Routing Previous: Vehicle Routing
The routes for vehicles without pre-specified paths are generated at
each intersection using a route choice model (see Figure 3-2):
where:
- p(l|j,t)
-
probability to choose link l for a vehicle that expects to
arrive at node j at time t;
-
-
set of outgoing links at node j;
-
-
systematic utility of choosing a route with link l as the next link.
In the default model, the utility is a function of: -
-
perceived travel time on link l at time t;
-
-
perceived travel time on the shortest path from node k
(the downstream node of link l) to the destination if the
vehicle arrives at node k at time t; and
-
-
penalty that captures freeway bias.
The perceived travel times,
and
, are time dependent and calculated either from historical or
real-time link travel times, depending on whether the vehicle is
guided or not. For sophisticated ATIS/ATMS systems, for example,
predicted travel times obtained from the traffic management
center (TMS) are used and the shortest paths are updated
periodically. The frequency at which shortest paths are updated
depends on the capabilities and nature of the system to be evaluated.
Figure 3-2: Route choice
MITSIM calculates shortest paths from each link to all destination
nodes for each driver group. A dynamic shortest path algorithm, which
is a modified version of the label correcting algorithm [Ahuja et al.(1993)Ahuja, Magnanti, and
Orlin.], is used (see Appendix B for details). The
algorithm takes into account: (i) link travel times perceived by a
particular driver group; (ii) delays and regulations of turning
movements at intersections; and (iii) possible penalties for using
certain links (e.g., freeway bias).
Due to the link-based implementation of the route choice model and the
fact that a network may have loops, the choice set (
) should be carefully defined in order to prevent drivers from
choosing paths with cycles and circulating in the network. The
following tests may be used:
- A link l must satisfy
in order to be included in the choice set at an
intersection j. In other words, a link must take the vehicle
closer to its destination. This constraint is modified from
[Dial(1971)]. - The predecessor
information (see Appendix
B) obtained from the calculation of link-to-node shortest travel
times can be used for an explicit test of cyclic path. However, this
test can be computationally expensive and unless it is absolutely
necessary it should be avoided.
Next: Route Switching Model
Up: Vehicle
Routing Previous: Vehicle Routing Qi Yang
Wed Feb 26 19:17:06 EST 1997