Design and Application of Intelligent Transportation Multi-Source Data Collaboration Framework Based on Digital Twins

Author:

Zhang Xihou1,Han Dingding12,Zhang Xiaobo3,Fang Leheng4

Affiliation:

1. School of Information Science and Technology, Fudan University, Shanghai 200433, China

2. Shanghai Artificial Intelligence Laboratory, Shanghai 200232, China

3. Key Laboratory of Growth Regulation and Translational Research of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou 310024, China

4. Academy for Engineering and Technology, Fudan University, Shanghai 200433, China

Abstract

The increasing urban traffic problems have made the transportation system require a large amount of data. Aiming at the current problems of data types redundancy and low coordination rate of intelligent transportation systems (ITS), this paper proposes an improved digital twin architecture applicable to ITS. Based on the improved digital twin architecture, a framework for dynamic and static data collaboration in ITS is constructed. For various collaboration methods, this paper specifically describes the collaboration methods and scopes, and designs the framework and interfaces for data mapping. Finally, the effectiveness of the framework is verified by case studies to mine the spatiotemporal distribution characteristics of data, capture human travel characteristics, and visualize intersections using digital twins. This paper provides a new data fusion idea for digital twin systems in ITS, and the framework covers all data types in digital twin systems for cross-integration analysis.

Funder

National Natural Science Foundation of China

Science and Technology Commission of Shanghai Municipality

Publisher

MDPI AG

Subject

Fluid Flow and Transfer Processes,Computer Science Applications,Process Chemistry and Technology,General Engineering,Instrumentation,General Materials Science

Reference34 articles.

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3. Grieves, M. (2011). Virtually Perfect: Driving Innovative and Lean Products through Product Lifecycle Management, Space Coast Press.

4. Grieves, M., and Vickers, J. (2017). Transdisciplinary Perspectives on Complex Systems, Springer.

5. A six-layer architecture for the digital twin: A manufacturing case study implementation;Redelinghuys;J. Intell. Manuf.,2019

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