Parallel Bayesian Optimization of Agent-based Transportation Simulation. (arXiv:2207.05041v1 [cs.LG] CROSS LISTED)

MATSim (Multi-Agent Transport Simulation Toolkit) is an open source
large-scale agent-based transportation planning project applied to various
areas like road transport, public transport, freight transport, regional
evacuation, etc. BEAM (Behavior, Energy, Autonomy, and Mobility) framework
extends MATSim to enable powerful and scalable analysis of urban transportation
systems. The agents from the BEAM simulation exhibit 'mode choice' behavior
based on multinomial logit model. In our study, we consider eight mode choices
viz. bike, car, walk, ride hail, driving to transit, walking …

arxiv bayesian optimization simulation transportation