Le Qi;Xiaogang Zhang;Hua Chen;Naizheng Bian;Tao Ma;Jinwen Yin
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引用次数: 0
Abstract
Applying service orchestration to robot application development can significantly accelerate development processes and facilitate online reconstruction. However, the centralized execution of traditional orchestration engines leads to performance and security challenges, making them inadequate for time-sensitive robot applications. To address these challenges, this article proposes a novel distributed orchestration engine based on a cloud-edge collaboration architecture and execution method that migrates orchestration rules to the edge for collaborative execution. Additionally, we propose a dynamic container deployment method based on a minimum communication latency strategy to enhance the performance of the proposed engine in executing complex orchestration tasks involving algorithm services. The proposed engine is implemented based on a two-layer data routing mechanism and compared with traditional orchestration execution through simulation experiments and application cases. The results demonstrate that it has significant advantages in execution efficiency, load pressure reduction, and data privacy.
期刊介绍:
The IEEE Transactions on Industrial Informatics is a multidisciplinary journal dedicated to publishing technical papers that connect theory with practical applications of informatics in industrial settings. It focuses on the utilization of information in intelligent, distributed, and agile industrial automation and control systems. The scope includes topics such as knowledge-based and AI-enhanced automation, intelligent computer control systems, flexible and collaborative manufacturing, industrial informatics in software-defined vehicles and robotics, computer vision, industrial cyber-physical and industrial IoT systems, real-time and networked embedded systems, security in industrial processes, industrial communications, systems interoperability, and human-machine interaction.