A value-driven system design framework for sustainable 6G networks

IF 4.6 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Giancarlo Sciddurlo, Federica de Trizio, Giuseppe Piro, Gennaro Boggia
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Abstract

The global challenges of the 21st century, including climate change, the digital divide, social inequalities, and poverty, pose significant obstacles to sustainable development, as highlighted by the United Nations agenda. Its 17 Sustainable Development Goals (SDGs) outline a vision for addressing these issues, necessitating innovative solutions powered by infrastructures such as 6G, a key driver of high-performance networking and societal progress. Achieving this dual objective requires a value-driven approach that extends beyond traditional communication network functionalities. In this context, Key Value Indicators (KVIs) emerge as essential metrics that capture intangible yet critical societal values, complementing traditional Key Performance Indicators (KPIs). However, the integration of ethical principles and social values into networking remains largely unexplored in the scientific literature and research communities. Building on these premises, this work introduces a system design framework that formalizes and evaluates KVIs alongside KPIs, leveraging Intent-Based Networking (IBN) to embed ethical and social dimensions into network services. To enable responsible resource-service provisioning, a bi-objective optimization problem is formulated, balancing network performance and societal value. The problem is solved using an exact ɛ-constraint method, ensuring optimal trade-offs between KPIs and KVIs. The results validate the effectiveness of the proposed service orchestration framework, demonstrating an improvement of up to 70% in the ethical and social value provided by the network compared to baseline solutions. This highlights the framework’s capability to integrate social and ethical considerations into the service allocation process while preserving competitive network performance.
可持续6G网络的价值驱动系统设计框架
正如联合国议程所强调的那样,21世纪的全球挑战,包括气候变化、数字鸿沟、社会不平等和贫困,对可持续发展构成重大障碍。其17个可持续发展目标(sdg)概述了解决这些问题的愿景,需要以6G等基础设施为动力的创新解决方案,6G是高性能网络和社会进步的关键驱动力。实现这一双重目标需要一种超越传统通信网络功能的价值驱动方法。在这种背景下,关键价值指标(KVIs)作为捕捉无形但关键的社会价值的基本指标出现,补充了传统的关键绩效指标(kpi)。然而,在科学文献和研究界,伦理原则和社会价值融入网络的问题在很大程度上仍未得到探索。在这些前提下,本工作引入了一个系统设计框架,该框架将kpi和kpi形式化并进行评估,利用基于意图的网络(IBN)将道德和社会维度嵌入网络服务中。为了实现负责任的资源服务提供,制定了一个双目标优化问题,平衡网络性能和社会价值。使用精确的约束方法解决了这个问题,确保了kpi和kpi之间的最佳权衡。结果验证了所建议的服务编排框架的有效性,表明与基线解决方案相比,网络提供的道德和社会价值提高了高达70%。这突出了该框架在保持竞争性网络性能的同时将社会和道德因素集成到服务分配过程中的能力。
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来源期刊
Computer Networks
Computer Networks 工程技术-电信学
CiteScore
10.80
自引率
3.60%
发文量
434
审稿时长
8.6 months
期刊介绍: Computer Networks is an international, archival journal providing a publication vehicle for complete coverage of all topics of interest to those involved in the computer communications networking area. The audience includes researchers, managers and operators of networks as well as designers and implementors. The Editorial Board will consider any material for publication that is of interest to those groups.
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