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Noncooperative and Cooperative Optimization of Distributed Energy Generation and Storage in the Demand-Side of the Smart Grid

机译:智能电网需求侧分布式能源生产与存储的非合作与合作优化

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The electric energy distribution infrastructure is undergoing a startling technological evolution with the development of the smart grid concept, which allows more interaction between the supply- and the demand-side of the network and results in a great optimization potential. In this paper, we focus on a smart grid in which the demand-side comprises traditional users as well as users owning some kind of distributed energy source and/or energy storage device. By means of a day-ahead demand-side management mechanism regulated through an independent central unit, the latter users are interested in reducing their monetary expense by producing or storing energy rather than just purchasing their energy needs from the grid. Using a general energy pricing model, we tackle the grid optimization design from two different perspectives: a user-oriented optimization and an holistic-based design. In the former case, we optimize each user individually by formulating the grid optimization problem as a noncooperative game, whose solution analysis is addressed building on the theory of variational inequalities. In the latter case, we focus instead on the joint optimization of the whole system, allowing some cooperation among the users. For both formulations, we devise distributed and iterative algorithms providing the optimal production/storage strategies of the users, along with their convergence properties. Among all, the proposed algorithms preserve the users' privacy and require very limited signaling with the central unit.
机译:随着智能电网概念的发展,配电基础设施正在经历惊人的技术发展,这使网络的供方和需求方之间可以进行更多的交互,并具有巨大的优化潜力。在本文中,我们专注于智能电网,其中需求方包括传统用户以及拥有某种分布式能源和/或能量存储设备的用户。通过由独立的中央部门调节的提前需求侧管理机制,后一个用户有兴趣通过生产或存储能源而不是仅仅从电网购买能源需求来减少其货币支出。使用通用的能源定价模型,我们从两个不同的角度处理网格优化设计:面向用户的优化和基于整体的设计。在前一种情况下,我们通过将网格优化问题表述为非合作博弈来分别优化每个用户,其解决方案分析基于变分不等式理论进行。在后一种情况下,我们将重点放在整个系统的联合优化上,从而允许用户之间进行一些合作。对于这两种公式,我们设计了分布式和迭代算法,可为用户提供最佳的生产/存储策略以及它们的收敛特性。其中,所提出的算法保留了用户的隐私并且需要与中央单元的非常有限的信令。

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