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面向通信-感知-計算生態系統的自主數位種群

2508.15268v1

中文标题#

面向通信 - 感知 - 计算生态系统的自主数字种群

英文标题#

Toward Autonomous Digital Populations for Communication-Sensing-Computation Ecosystem

中文摘要#

未來通信網絡有望實現通信、感知和計算的深度融合,形成緊密耦合且自主運行的基礎設施系統。 然而,當前對集中式控制、靜態設計和人工干預的依賴仍然限制了網絡功能和應用的多維演進,限制了在大規模、分層和複雜環境中的適應性和彈性。 為解決這些挑戰,本文提出了一種受自然啟發的架構框架,利用數字雙胞胎技術將邊緣的聯網設備組織成功能性的數字種群,同時通過雲端多種群集成實現可演化數字生態系統的出現。 我們認為,這種結合工程方法與社會技術洞察的框架,為構建具有動態協調、分佈式決策、持續適應和進化能力的下一代通信網絡奠定了理論基礎。

英文摘要#

Future communication networks are expected to achieve deep integration of communication, sensing, and computation, forming a tightly coupled and autonomously operating infrastructure system. However, current reliance on centralized control, static design, and human intervention continues to constrain the multidimensional evolution of network functions and applications, limiting adaptability and resilience in large-scale, layered, and complex environments. To address these challenges, this paper proposes a nature-inspired architectural framework that leverages digital twin technology to organize connected devices at the edge into functional digital populations, while enabling the emergence of an evolvable digital ecosystem through multi-population integration at the cloud. We believe that this framework, which combines engineering methodologies with sociotechnical insights, lays the theoretical foundation for building next-generation communication networks with dynamic coordination, distributed decision-making, continuous adaptation, and evolutionary capabilities.

文章页面#

面向通信 - 感知 - 计算生态系统的自主数字种群

PDF 获取#

查看中文 PDF - 2508.15268v1

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