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Efficiency-Fairness Trade-off in Privacy-Preserving Autonomous Demand Side Management

机译:隐私保护自治需求侧管理中的效率-公平性折衷

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摘要

Demand side management (DSM) programs are designed to encourage users to shift the use of their non-critical appliances to off-peak hours. Autonomous DSM programs have recently been proposed to achieve this goal by coordinating the users' energy consumption, using smart meters. On the other hand, this objective can be achieved only when the users actively contribute in DSM programs. Devising a fair billing mechanism is important to encourage the users to keep their contribution in the programs to achieve system optimality in the sense of minimum cost of the system. Another important issue in implementing DSM programs is protecting the users' privacy which is short addressed in DSM literature. In this paper, we introduce the concept of fairness, optimality and privacy in DSM systems. Next, we introduce a class of optimal billing mechanisms. We propose a subclass of optimal billing mechanisms which is fair in terms of distributing the energy cost across the users based on their contribution in minimizing the total cost of system. We show that fairness axioms which have been previously introduced in resource allocation algorithms are achievable in the proposed billing subclass. Next, we apply the secure sum algorithm to protect the users' privacy in implementing this billing mechanism.
机译:需求方管理(DSM)程序旨在鼓励用户将其非关键设备的使用转移到非高峰时间。最近已经提出了自治DSM程序,以通过使用智能电表协调用户的能耗来实现这一目标。另一方面,只有当用户积极参与DSM计划时,才能实现此目标。设计合理的计费机制对于鼓励用户在系统的最低成本意义上保持其对程序的贡献以实现系统的优化非常重要。实施DSM程序时的另一个重要问题是保护用户的隐私,这在DSM文献中没有提到。在本文中,我们介绍了DSM系统中的公平性,最优性和隐私性的概念。接下来,我们介绍一类最佳计费机制。我们提出了一种最佳计费机制的子类,该机制在根据用户在最小化系统总成本中的贡献来在用户之间分配能源成本方面是公平的。我们表明,先前在资源分配算法中引入的公平公理在建议的计费子类中是可以实现的。接下来,我们在实施此计费机制时应用安全和算法来保护用户的隐私。

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