JointCloud Resource Market Competition: A Game-Theoretic Approach

IF 3 3区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Jianzhi Shi;Bo Yi;Xingwei Wang;Min Huang;Yang Song;Qiang He;Chao Zeng;Keqin Li
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Abstract

The current global economy is undergoing a transformative phase, emphasizing collaboration among multiple competing entities rather than monopolization. Economic globalization is accelerating the adoption of globalized cloud services, and in line with this trend, cloud 2.0 introduces the concept of “cloud cooperation”. JointCloud, as a novel computing model for Cloud 2.0, advocates for the establishment of an evolving cloud ecosystem. However, a critical challenge arises due to the lack of direct incentives for a cloud to join the JointCloud ecosystem, leading to uncertainty regarding the rationale for the existence of the JointCloud ecosystem. To address this ambiguity, we draw inspiration from supply chain competition and formulate the market dynamics of resources within the JointCloud ecosystem. Our focus is particularly on the analysis of data resource trade within the JointCloud market. To comprehensively analyze the JointCloud market, we propose a market game that examines the competition among clouds within the ecosystem. We theoretically prove that a Nash Equilibrium always exists under the JointCloud market. Subsequently, we conduct an in-depth analysis of the profits of cloud resource manufacturers and cloud resource retailers as the number of clouds varies within the JointCloud ecosystem. Based on our analysis, we further explore the incentives for a cloud to participate in the JointCloud ecosystem. We then evaluate the performance of the proposed market game through extensive experiments, illustrating how process variables and profits change with the market size. The experiments demonstrate that the trends of various variables are aligned with our analysis obtained from the market game. Compared with the Cournot model, our proposed model captures the market power of both manufacturers and retailers, resulting in a model that closely mirrors real market dynamics. Our findings provide valuable insights into the cloud market within Cloud 2.0, offering guidance for stakeholders navigating the evolving landscape of cloud cooperation and competition.
联合云资源市场竞争:博弈论方法
当前全球经济正处于变革阶段,强调多个竞争实体之间的合作,而不是垄断。经济全球化正在加速采用全球化的云服务,顺应这一趋势,云2.0引入了“云合作”的概念。JointCloud作为Cloud 2.0的一种新型计算模式,倡导建立一个演进的云生态系统。然而,由于缺乏对云加入JointCloud生态系统的直接激励,导致JointCloud生态系统存在的不确定性,从而产生了一个关键的挑战。为了解决这种模糊性,我们从供应链竞争中汲取灵感,并在JointCloud生态系统中制定了资源的市场动态。我们的重点是分析JointCloud市场内的数据资源交易。为了全面分析JointCloud市场,我们提出了一个市场博弈,该博弈考察了生态系统中云之间的竞争。从理论上证明了在JointCloud市场下存在纳什均衡。随后,我们深入分析了云资源制造商和云资源零售商在JointCloud生态系统中随着云数量的变化而产生的利润。基于我们的分析,我们进一步探讨了云参与JointCloud生态系统的动机。然后,我们通过广泛的实验来评估所提出的市场博弈的绩效,说明过程变量和利润如何随市场规模而变化。实验表明,各变量的变化趋势与我们从市场博弈中得到的分析是一致的。与古诺模型相比,我们提出的模型捕捉到了制造商和零售商的市场力量,从而形成了一个更接近真实市场动态的模型。我们的研究结果为cloud 2.0中的云市场提供了有价值的见解,为利益相关者提供了在不断变化的云合作和竞争环境中导航的指导。
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来源期刊
IEEE/ACM Transactions on Networking
IEEE/ACM Transactions on Networking 工程技术-电信学
CiteScore
8.20
自引率
5.40%
发文量
246
审稿时长
4-8 weeks
期刊介绍: The IEEE/ACM Transactions on Networking’s high-level objective is to publish high-quality, original research results derived from theoretical or experimental exploration of the area of communication/computer networking, covering all sorts of information transport networks over all sorts of physical layer technologies, both wireline (all kinds of guided media: e.g., copper, optical) and wireless (e.g., radio-frequency, acoustic (e.g., underwater), infra-red), or hybrids of these. The journal welcomes applied contributions reporting on novel experiences and experiments with actual systems.
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