研究论文
Dynamic multi-graph spatio-temporal learning for citywide traffic flow prediction in transportation systems
Ahmad Ali, Hafiz Muhammad Yasir Naeem, Amin Sharafian, Li Qiu, Zongze Wu, Xiaoshan Bai
Shenzhen University
来源Chaos Solitons & Fractals
年份2025
阅读操作
确认中在文库中上传 PDF 后可生成中文音频讲解。
摘要与影响
摘要 · 节选
暂未获取摘要。可打开原文或 PDF,后续可基于全文生成更完整的速读。
逐年被引趋势
88440
25
8826
关键指标
111
被引次数 · OpenAlex
48.22
领域内被引倍数
同类平均 = 1
同类平均 = 1
前 0.1%
引用位次
同领域 · 同年份 · 同类型
同领域 · 同年份 · 同类型
48
参考文献
Google Scholar 与 OpenAlex 的被引统计范围不同,数值存在差异属正常。
AI 辅助阅读
依据:文献信息
论文问答
当前基于文献信息回答
可就本文提问;依据不足时会说明。
学术脉络
学科主题
工程Traffic Prediction and Management Techniques
Traffic control and management · Advanced Graph Neural Networks
参考文献 48
Modeling and Forecasting Vehicular Traffic Flow as a Seasonal ARIMA Process: Theoretical Basis and Empirical Results
被引 2,187Billy M. Williams, L A Hoel · Journal of Transportation Engineering · 2003
Seasonal Autoregressive Integrated Moving Average and Support Vector Machine Models
被引 113Ning Zhang, Yunlong Zhang, Hai‐Ting Lu · Transportation Research Record Journal of the Transportation Research Board · 2011
Rotation-invariant similarity in time series using bag-of-patterns representation
被引 298Jessica Lin, Rohan Khade, Yuan Li · Journal of Intelligent Information Systems · 2012
此处列出前 3 条
引用本文 111
Advanced computational models for urban traffic flow prediction: A comprehensive review and future directions
被引 53Ahmad Ali, Amin Sharafian, Hafiz Muhammad Yasir Naeem · Computer Science Review · 2025
Exploiting attention-driven weather-aware multimodal spatio-temporal fusion for urban traffic flow prediction
被引 16Ahmad Ali, Riaz Ali, Mujtaba Asad · Future Generation Computer Systems · 2026
PointCore: An efficient framework for unsupervised point cloud anomaly detection using joint local-global features
被引 10Baozhu Zhao, Xiaohan Zhang, Jingfeng Guo · Neural Networks · 2025
按被引量排序,此处列出前 3 条