United States Department of Transportation
ROSA P serves as an archival repository of USDOT-published products including scientific findings, journal articles, guidelines, recommendations, or other information authored or co-authored by USDOT or funded partners.
As a repository, ROSA P retains documents in their original published format to ensure public access to scientific information.
i
GAQ-EBkSP: A DRL-Based Urban Traffic Dynamic Rerouting Framework Using Fog-Cloud Architecture
-
2021-01-01
-
[PDF-3.13 MB]
Details:
-
Creators:
-
Corporate Creators:
-
Subject/TRT Terms:
-
Resource Type:
-
Geographical Coverage:
-
Corporate Publisher:
-
Abstract:DRL(GAQ)-EBkSP model based-on fog-cloud architecture is proposed to dynamically reroute the vehicles in large transportation networks graph attention mechanism to fuse information and extract relevant information to enlarge the learning efficiency Proposed model outperforms baseline model (without learning) under different scenarios with different RV numbers High efficiency of the RVs in the network is achieved by the trained model Future work Apply different priority standard to the framework Include different rerouting ratio (RV/BV) in the testing stage Use other similar RL-based models (LSTM-Q, GCQ) as the baseline models.
-
Content Notes:Presentation at INFORMS Annual Meeting 2021, Anaheim, California
-
Format:
-
Collection(s):
-
Main Document Checksum:
-
Download URL:
-
File Type:
