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Shared intelligence platform for collaborative simulations using sequences of algorithms: An electricity market participation case study

机译:使用算法序列进行协作仿真的共享情报平台:电力市场参与案例研究

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摘要

SEAS Shared Intelligence (SEAS SI) is a platform for algorithms sharing and execution developed under the scope of Smart Energy Aware Systems (SEAS) project to promote the intelligent management of smart grids and microgrids, by means of the shared usage of algorithms and tools, while ensuring code and intellectual protection. In this paper the platform goals and architecture are described, focusing on the recent achievement regarding the connection of distinct algorithms, which enables the execution of dynamic simulations using sequences of algorithms from distinct sources. A case study based on several SEAS SI available algorithms is presented with the objective of showing the advantages of the SEAS SI capability of supporting simulations based on sequences of algorithms. Namely, electricity market bid values are calculated by a metalearner, which is fed by market price forecasts using different methods, and by their respective forecasting errors. A case study presents some results to validate the presented work, through the simulation of the MIBEL electricity market using MASCEM (Multi-Agent Simulator of Competitive Electricity Markets).
机译:SEAS共享智能(SEAS SI)是在智能能源感知系统(SEAS)项目范围内开发的算法共享和执行平台,旨在通过共享使用算法和工具来促进智能电网和微电网的智能管理,同时确保代码和知识保护。在本文中,描述了平台的目标和体系结构,重点关注有关不同算法的连接方面的最新成就,这使使用来自不同来源的算法序列能够执行动态仿真。提出了一个基于几种SEAS SI可用算法的案例研究,目的是展示SEAS SI支持基于算法序列的仿真的能力的优势。即,电力市场投标值由金属学习者计算,其由使用不同方法的市场价格预测及其各自的预测误差提供。案例研究通过使用MASCEM(竞争性电力市场的多智能体模拟器)对MIBEL电力市场进行仿真,给出了一些结果以验证所提出的工作。

著录项

  • 来源
  • 会议地点 Manchester(GB)
  • 作者单位

    GECAD - Research Group on Intelligent Engineering and Computing for Advanced Innovation and Development, Institute of Engineering - Polytechnic of Porto (ISEP/IPP) Porto, Portugal;

    GECAD - Research Group on Intelligent Engineering and Computing for Advanced Innovation and Development, Institute of Engineering - Polytechnic of Porto (ISEP/IPP) Porto, Portugal;

    GECAD - Research Group on Intelligent Engineering and Computing for Advanced Innovation and Development, Institute of Engineering - Polytechnic of Porto (ISEP/IPP) Porto, Portugal;

    GECAD - Research Group on Intelligent Engineering and Computing for Advanced Innovation and Development, Institute of Engineering - Polytechnic of Porto (ISEP/IPP) Porto, Portugal;

    GECAD - Research Group on Intelligent Engineering and Computing for Advanced Innovation and Development, Institute of Engineering - Polytechnic of Porto (ISEP/IPP) Porto, Portugal;

    GECAD - Research Group on Intelligent Engineering and Computing for Advanced Innovation and Development, Institute of Engineering - Polytechnic of Porto (ISEP/IPP) Porto, Portugal;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Silicon; Electricity supply industry; Forecasting; Support vector machines; Algorithm design and analysis; Heuristic algorithms; Artificial neural networks;

    机译:硅;电力供应行业;预测;支持向量机;算法设计与分析;启发式算法;人工神经网络;

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