VeLP: Vehicle Loading Plan Learning from Human Behavior in Nationwide Logistics System

Summary: VeLP learns vehicle-loading plans from five months of nationwide dispatcher decisions and route data, rather than relying on cargo-volume optimization. Pattern mining and a deep temporal cross network model regular/irregular routes, yielding 35.8–50% gains and 20% planning-time reduction in deployment. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: 13656
Venue: VLDB
Year: 2024
Pagerank: 5.093636e-05
Overall Rank: 11,240 | 22.89%
DOI: 10.14778/3626292.3626305

Incoming Non-self Citations Over Time

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Authors

1. Sijing Duan (Central South University)
2. Feng Lyu (Central South University)
3. Xin Zhu (JD Group)
4. Yi Ding (Massachusetts Institute of Technology)
5. Haotian Wang (JD Group)
6. Desheng Zhang (Rutgers University)
7. Xue Liu (McGill University)
8. Yaoxue Zhang (Tsinghua University)
9. Ju Ren (Tsinghua University)

BibTeX Citation

@article{duan_vldb24,
        title = {{VeLP: Vehicle Loading Plan Learning from Human Behavior in Nationwide Logistics System}},
        author = {Duan, Sijing and Lyu, Feng and Zhu, Xin and Ding, Yi and Wang, Haotian and Zhang, Desheng and Liu, Xue and Zhang, Yaoxue and Ren, Ju},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {2},
        pages = {241--249},
        doi = {10.14778/3626292.3626305},
        url = {https://doi.org/10.14778/3626292.3626305},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 3 of 3 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
2,945	A Unified Approach to Route Planning for Shared Mobility	2018	VLDB	7.9331237e-05
3,570	Davos: A System for Interactive Data-Driven Decision Making	2021	VLDB	7.3008782e-05
6,302	Last-Mile Delivery Made Practical: An Efficient Route Planning Framework with Theoretical Guarantees	2020	VLDB	5.9213518e-05

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