基于GPS数据和卫星图像的货车状态实时识别系统与方法

By constructing a real-time truck status recognition system based on GPS data and satellite imagery, and using an image classification model to identify truck activities, the problem of difficulty in accurately identifying truck status in real time in existing technologies has been solved, and objective and accurate truck activity recognition has been achieved.

CN116580319BActive Publication Date: 2026-07-17SOUTHWEST JIAOTONG UNIV

Patent Information

Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
SOUTHWEST JIAOTONG UNIV
Filing Date
2023-05-15
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

Existing technologies struggle to accurately identify the driving, resting, and loading/unloading status of trucks in real time, and rule-based judgment methods require subjectively specifying thresholds, while machine learning methods have difficulty identifying activities during transportation.

Method used

By constructing a real-time truck status recognition system based on GPS data and satellite imagery, including a truck location information acquisition module, a satellite image acquisition module, an image dataset and recognition model module, and a real-time truck activity recognition module, the system uses satellite imagery to identify truck activity and combines it with an image classification model for real-time recognition.

Benefits of technology

It achieves real-time identification of truck activities, with objective and accurate results. It can accurately extract the unique activities of a single truck, and the identification point types are more comprehensive, avoiding the subjective influence of human thresholds.

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Abstract

本发明提供了一种基于GPS数据和卫星图像的货车状态实时识别系统与方法,包括货车位置信息采集模块、卫星图像获取模块、图像数据集与识别模型模块和货车活动实时识别模块;通过车载定位终端采集车辆实时位置数据,并将车辆实时位置数据保存到数据库;根据货车GPS数据,调用卫星地图服务商网络服务接口获取对应位置的卫星图像;通过搜集货车的行驶点、休息点、装卸点的卫星图像构建图像数据集,并在图像数据集上训练得到分类模型用于识别货车活动;货车活动实时识别模块通过调用货车位置信息采集模块获取货车实时GPS数据,调用卫星图像获取模块获取对应GPS点的卫星图像,再调用图像数据集与识别模型模块识别对应的货车活动。
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