Search Results for author: Zhaoxia Guo

Found 3 papers, 0 papers with code

Deep Dynamic Attention Model with Gate Mechanism for Solving Time-dependent Vehicle Routing Problems

no code implementations29 Sep 2021 Feng Guo, Qu Wei, Miao Wang, Zhaoxia Guo

We thus propose a Deep Dynamic Attention Models with Gate Mechanisms (DDAM-GM) to learn heuristics for time-dependent VRPs (TDVRPs) in real-world road networks.

Combinatorial Optimization

Early systems change necessary for catalyzing long-term sustainability in a post-2030 agenda

no code implementations8 Dec 2020 Enayat A. Moallemi, Sibel Eker, Lei Gao, Michalis Hadjikakou, Qi Liu, Jan Kwakkel, Patrick M. Reed, Michael Obersteiner, Zhaoxia Guo, Brett A. Bryan

Progress to-date towards the Sustainable Development Goals (SDGs) has fallen short of expectations and is unlikely to fully meet 2030 targets.

On scenario construction for stochastic shortest path problems in real road networks

no code implementations1 Jun 2020 Dongqing Zhang, Stein W. Wallace, Zhaoxia Guo, Yucheng Dong, Michal Kaut

We find that (1) the scenario generation method generates unbiased scenarios and strongly outperforms random sampling in terms of stability (i. e., relative difference and variance) whichever origin-destination pair and objective function is used; (2) to achieve a certain accuracy, the number of scenarios required for scenario generation is much lower than that for random sampling, typically about 6-10 times lower for a stability level of 1\%; and (3) different origin-destination pairs and different objective functions could require different numbers of scenarios to achieve a specified stability.

Computational Efficiency

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