five

Delivering Data: A Real-World Dataset for Last-Mile Delivery Optimization

收藏
Zenodo2025-06-16 更新2026-05-26 收录
下载链接:
https://zenodo.org/doi/10.5281/zenodo.15672291
下载链接
链接失效反馈
官方服务:
资源简介:
The dataset captures approximately one month of pharmaceutical delivery operations from a 3PL provider. It represents a Capacitated Vehicle Routing Problem with Time Windows (CVRPTW), incorporating real-world constraints like vehicle capacity, delivery time windows, and operational limits. With nine daily instances covering two delivery days per week, it reflects four to five weeks of routing challenges, providing a benchmark for optimizing last-mile pharmaceutical logistics.  The dataset is organized into four main folders: 1. Time and Distance Matrices: This folder contains travel distances and estimated travel times between delivery nodes for each of the nine days. To maintain confidentiality, exact node locations are not provided. Distance Matrices: Provide the pairwise distances (in kilometers) between delivery locations Time Matrices: Represent travel durations (in minutes) under three different traffic conditions: Optimistic: Best-case scenario with minimal traffic  Most Likely: Expected travel time  Pessimistic: Worst-case scenario with heavy traffic delays Each dataset version (1-9) has four corresponding Excel files: distance_matrix_X.xlsx time_matrix_mostlikely_X.xlsx time_matrix_optimistic_X.xlsx time_matrix_pessimistic_X.xlsx where X represents the dataset number (1-9). 2. Order Characteristics: This folder contains detailed information about daily delivery requests. It includes an Excel file (orders.xlsx) with nine sheets, each corresponding to a specific day's delivery requests. Each order is defined by the following attributes: NODE_ID: Unique identifier for each delivery request WEIGHT: Weight of the shipment (kg) VOLUME: Volume of the shipment (cubic meters) SERVICE_TIME: Time required to complete the delivery (minutes) EAT: Earliest Arrival Time allowed for delivery LAT: Latest Arrival Time allowed for delivery TIME_WINDOW: Allowed delivery time window, defined by the EAT and LAT 3. Sector Grouping of Delivery Points This folder includes daily maps visualizing delivery points grouped by regional units in the Attica region. It focuses on four primary zones: Central Athens, West Athens, North Athens, and East Athens, while also including South Athens and Piraeus (which consistently have zero deliveries) for completeness.  Each map shows the spatial distribution and count of deliveries per regional unit. Maps are included for each daily instance. A bar chart summarizes delivery activity across all nine days.  4. Heatmaps of Travel Time Variability This folder provides interpretive heatmaps showing travel time variability across all origin-destination pairs per day. These are based on the optimistic, most likely, and pessimistic time matrices. Variability is modeled using a Beta distribution, estimating standard deviation in travel time (minutes). One heatmap per day visualizes uncertainty and highlights potentially unstable routes. Heatmaps are provided as standalone image files to support qualitative analysis. Additional Material The PDF of the published journal article in Data in Brief is attached to this Zenodo record for reference.
提供机构:
Zenodo
创建时间:
2025-06-16
二维码
社区交流群
二维码
科研交流群
商业服务