Game theoretic analysis of privacy-aware Advanced Metering Infrastructure

Dipayan P. Ghosh, S. Wicker, L. Blume
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引用次数: 1

Abstract

Demand response systems seek to flatten the demand for electricity by providing real-time pricing to consumers to motivate avoidance of power-intensive tasks when rates are high. Advanced Metering Infrastructure (AMI) has been developed to facilitate this process, allowing for billing that applies fine-grained prices to fine-grained consumption data. But AMI also presents a unique privacy risk to consumers - fine-grained consumption data reveals a great deal about the behaviour, beliefs, and preferences of consumers. Such information is of interest to third parties, further exacerbating the privacy risk. This suggests a need for AMI to be developed from a privacy-aware perspective. Adopting a game-theoretic model, we consider utilities that offer both privacy-aware and non-privacy-aware AMI. A non-cooperative game is developed in which a representative consumer strategizes against the utility. The regulatory measures required for the desired privacy-facilitating Nash equilibrium of the game are discussed, and recommendations for policymakers are presented. In particular, it is found that a combination of regulation and consumer awareness must overcome the financial benefit arising from the sale of consumption information to third parties.
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隐私感知高级计量基础设施的博弈论分析
需求响应系统寻求通过向消费者提供实时定价来降低电力需求,以激励消费者在电价高时避免进行电力密集型任务。高级计量基础设施(Advanced Metering Infrastructure, AMI)的开发是为了促进这一过程,允许将细粒度价格应用于细粒度消费数据的计费。但是AMI也给消费者带来了独特的隐私风险——细粒度的消费数据揭示了大量关于消费者行为、信仰和偏好的信息。这些信息是第三方感兴趣的,进一步加剧了隐私风险。这表明需要从隐私意识的角度来开发AMI。采用博弈论模型,我们考虑了提供隐私感知和非隐私感知AMI的实用程序。我们开发了一个非合作博弈,在这个博弈中,一个具有代表性的消费者采取了对抗效用的策略。本文讨论了促进隐私的博弈纳什均衡所需的监管措施,并对政策制定者提出了建议。特别是,研究发现,监管和消费者意识的结合必须克服将消费信息出售给第三方所带来的经济利益。
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