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Managing surges in online demand using bandwidth throttling: An optimal strategy amid the COVID-19 pandemic

机译:使用带宽节流管理在线需求中的潮流:在Covid-19流行病中的最佳策略

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摘要

Managing supply chains requires quick access to the enterprise- and customer-facing online network applications and transparency of data across supply chains. While it is challenging to meet the rapidly growing demand for bandwidth to support supply chain applications in the Blockchain era, the COVID-19 pandemic has triggered bandwidth demand surges across all online services such as the internet, content delivery, e-platforms, and social media. A sudden demand surge may impel users to lose their access or have a poor online experience due to bandwidth throttling by their Online Service Providers (OSPs). Earlier work on optimal throttling mechanism under stochastic demand has overlooked such demand surges. In this paper, we recast the user demand to adequately capture the demand surges, such as home bandwidth demand surges during the COVID-19 pandemic. Specifically, we model the user demand as a geometric Levy (jump-diffusion) process. Within our general setting, we show that it is optimal for the OSP to follow a modified control-band policy that encompasses the existing results as a special case. Our numerical study not only enhances the current insights about the optimal throttling mechanism by including demand surges but also provides new insights concerning the nature of demand surges. For example, our study suggests that OSPs should initiate demand throttling at relatively lower usage levels if the likelihood of having demand surges is high; furthermore, we find that when OSPs are exposed to demand surges with higher intensities, it is optimal for them to wait until the usage level reaches a relatively high level before throttling it.
机译:管理供应链需要快速访问企业和面向客户的在线网络应用以及供应链中的数据的透明度。虽然符合满足速度增长的带宽需求,但在区块链时代支持供应链应用程序,但Covid-19大流行在互联网,内容交付,电子平台和社交等所有在线服务中触发了带宽需求潮流媒体。突然的需求飙升可能会驾驶用户因其在线服务提供商(OSPS)的带宽限制而导致的访问权限或具有差的在线经验。在随机需求下,早期的最佳节流机制的工作忽略了此类需求飙升。在本文中,我们重视用户需求充分捕获需求潮,例如Covid-19流行期间的家庭带宽需求。具体而言,我们将用户需求模拟作为几何征收(跳转扩散)过程。在我们的常规设置中,我们展示OSP遵循修改后的控制带策略是最佳的,该策略包含现有结果作为特殊情况。我们的数值研究不仅通过包括需求飙升,还可以增强对最佳节流机制的目前的见解,但还提供了关于需求飙升性质的新见解。例如,我们的研究表明,如果有需求飙升的可能性很高,欧OSPS应在相对较低的使用率下启动需求节流。此外,我们发现,当OSPS暴露在更高的强度下浪涌时,他们可以等待在限制之前等待使用水平达到相对较高的水平。

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