3 citations · 7 across the 6 of their papers we have counts for
4 papers · 1 filter
Sequential Decision-making for Ride-hailing Fleet Control: A Unifying Perspective
Stefan Pilot, Murwan Siddig
This paper provides a unified framework for the problem of controlling a fleet of ride-hailing vehicles under stochastic demand. We introduce a sequential decision-making model tha…
Multi-stage Stochastic Programming Methods for Adaptive Disaster Relief Logistics Planning
Murwan Siddig, Yongjia Song
We consider a logistics planning problem of prepositioning relief items in preparation for an impending hurricane landfall. This problem is modeled as a multiperiod network flow pr…
Rolling Horizon Policies in Multistage Stochastic Programming
Murwan Siddig, Yongjia Song, Amin Khademi
Multistage Stochastic Programming (MSP) is a class of models for sequential decision-making under uncertainty. MSP problems are known for their computational intractability due to…
Adaptive Partition-based SDDP Algorithms for Multistage Stochastic Linear Programming
Murwan Siddig, Yongjia Song
In this paper, we extend the adaptive partition-based approach for solving two-stage stochastic programs with fixed recourse to the multistage stochastic programming setting. The p…