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Risker: Platform Implementation of Complex System Model for Financial Risk Management in Energy Markets

机译:Risker:能源市场中金融风险管理的复杂系统模型的平台实现

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In the last five years, electricity markets have undergone an important transformation. The main reasons behind are the development of more competitive and profitable environments. Thus in many economies around the world it has gone from big monopolies to oligopolies, where competition laws of supply and demand govern their behavior. On the other hand, the experience of the agents involved in these markets are increasing regarding their level of knowledge of the environment and the facility for accessing information. Consequently, more robust models for measuring risk are required, allowing them to implement the operation planning in the short and medium terms. Agents have defined objectives that in most cases are focused on profit maximization under internal or external constraints. In this type of scenarios with open markets and free competition, it is very complex to consider all the variables involved. Previous research has been pursued in order to manage the operation of the power systems, smart grids, blackouts, stability, and prediction. There are also developed models that aim of establishing the best strategy in the energy auctions, which optimizes the profitability of generators. However, they exclude income from traders whose main function is brokering with a different risk exposure. In order to tackle this issue, in this paper we present a complex model that targets to obtain the financial equilibrium between agents to ensure the compliance of transactions (purchases and sales of energy), considering key risk indicators. We implemented a proof-of-concept service platform based on the proposed model called Risker and its architecture and features are depicted.
机译:在过去的五年中,电力市场发生了重要的变化。背后的主要原因是开发更具竞争性和利润的环境。因此,在世界上许多经济体中,它已从大型垄断变为寡头垄断,由供求竞争法来控制其行为。另一方面,涉及这些市场的代理商的经验在他们对环境和信息获取设施的了解水平上正在增加。因此,需要用于测量风险的更强大的模型,从而使他们能够在短期和中期范围内实施运营计划。代理商制定的目标在大多数情况下都集中在内部或外部约束下的利润最大化。在具有开放市场和自由竞争的这种情况下,考虑所有涉及的变量非常复杂。为了管理电力系统,智能电网,停电,稳定和预测的运行,已经进行了先前的研究。还开发了一些模型,旨在在能源拍卖中建立最佳策略,从而优化发电机的盈利能力。但是,它们排除了主要功能是经纪而承担不同风险的交易者的收入。为了解决这个问题,在本文中,我们提出了一个复杂的模型,该模型的目的是在考虑关键风险指标的情况下,确保代理商之间的财务平衡,以确保交易(能源的购买和销售)的合规性。我们基于名为Risker的建议模型实现了概念验证服务平台,并描述了其架构和功能。

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