TY - JOUR
T1 - Decentralized Optimization of Vehicle Route Planning - A Cross-City Comparative Study
AU - Davis, Brionna
AU - Jennings, Grace
AU - Pothast, Taylor
AU - Gerostathopoulos, Ilias
AU - Pournaras, Evangelos
AU - Stern, Raphael E.
N1 - Funding Information:
This material was based upon work supported by the National Science Foundation under Grant No. OISE-1743772.
Publisher Copyright:
© 1997-2012 IEEE.
PY - 2021/5/1
Y1 - 2021/5/1
N2 - The introduction of connected and autonomous vehicles enables new possibilities in vehicle routing: Knowing the origin and destination of each vehicle in the network can allow for coordinated real-time routing of the vehicles to optimize network performance. However, this relies on individual vehicles being altruistic, i.e., willing to accept alternative less-preferred routes. We conduct a study to compare different levels of agent altruism in decentralized vehicles coordination and the effect on the network-level traffic performance. This work introduces novel load-balancing scenarios of traffic flow in real-world cities for varied levels of agent altruism. We show evidence that the new decentralized optimization router is more effective with networks of high load.
AB - The introduction of connected and autonomous vehicles enables new possibilities in vehicle routing: Knowing the origin and destination of each vehicle in the network can allow for coordinated real-time routing of the vehicles to optimize network performance. However, this relies on individual vehicles being altruistic, i.e., willing to accept alternative less-preferred routes. We conduct a study to compare different levels of agent altruism in decentralized vehicles coordination and the effect on the network-level traffic performance. This work introduces novel load-balancing scenarios of traffic flow in real-world cities for varied levels of agent altruism. We show evidence that the new decentralized optimization router is more effective with networks of high load.
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U2 - 10.1109/MIC.2021.3058928
DO - 10.1109/MIC.2021.3058928
M3 - Article
AN - SCOPUS:85100916190
SN - 1089-7801
VL - 25
SP - 34
EP - 42
JO - IEEE Internet Computing
JF - IEEE Internet Computing
IS - 3
M1 - 9354553
ER -