DSDRO Algorithm: Bike Sharing System Rebalancing Dataset

A dataset and MATLAB implementation for the DSDRO algorithm, focusing on bike-sharing system rebalancing with dynamic pricing. The materials include station coordinates, station demand data, and source code for the PSO-LNS solver, ablation study, and validation scripts. The dataset is authored by Jianrong Cai and was last updated on April 16, 2026.

Use Cases

• Benchmark optimization algorithms based on the included PSO-LNS solver
• Validate statistical performance based on the 10-run validation scripts
• Study the impact of dynamic pricing on system rebalancing based on the described algorithm
• Conduct ablation studies on algorithm components based on the provided scripts

Strengths

• Includes source code for the proposed algorithm, enabling reproducibility
• Contains ablation study and statistical validation scripts for methodological rigor
• Dataset size is 23.2 KB, indicating a focused and manageable scope

Limitations

• Row count is unknown, which may limit suitability assessment
• Column-level documentation is absent; field semantics must be inferred after download
• Description metadata is limited; actual data quality requires manual inspection after download

Provenance

Source

figshare

Freshness

Last updated 2026-04-16 17:39:51