首页> 外文期刊>Applied Energy >A conditional value-at-risk based planning model for integrated energy system with energy storage and renewables
【24h】

A conditional value-at-risk based planning model for integrated energy system with energy storage and renewables

机译:基于条件的基于风险风险的能量存储和可再生能源系统的规划模型

获取原文
获取原文并翻译 | 示例
           

摘要

Owing to the potential higher energy supply efficiency and operation flexibility, integrated energy system (IES), which usually includes electric power, gas and heating/cooling systems, is considered as one of the primary forms of energy carrier in the future. However, with the increasing complexity of multiple energy devices and systems integration, IES planning is facing a significant challenge in terms of risk assessment. To this end, an energy hub (EH) planning model considering renewable energy sources (RES) and energy storage system (ESS) integration is proposed in this paper, in which the risk is measured by Conditional Value-at-Risk (CVaR). The proposed IES planning model includes two stages: 1) investment planning on equipment types and capacity (e.g., energy converters, distributed RES and ESS) and 2) optimizing the potential risk loss in operation scenarios along with confidence level and risk preference. The problem solving is accelerated by Benders Decomposition and Improved Backward Scenario Reduction Method. The numerical results illustrate the proposed method's effectiveness in balancing the potential operation risk and investment cost. Moreover, the effectiveness of reducing potential operation risk by introducing ESS and RES are also verified.
机译:由于潜在的更高的能量供应效率和操作灵活性,通常包括电力,气体和加热/冷却系统的集成能量系统(IE)被认为是未来能量载体的主要形式之一。然而,随着多种能量设备和系统集成的复杂性越来越多,IES计划在风险评估方面面临重大挑战。为此,在本文中提出了考虑可再生能源(RES)和能量存储系统(ESS)集成的能量集线器(EH)计划模型,其中风险是通过条件值 - 风险(CVAR)来衡量的。建议的IES计划模型包括两个阶段:1)设备类型和容量的投资规划(例如,能量转换器,分布式RES和ESS)和2)以及置信水平和风险偏好的运行方案中的潜在风险损失。问题解决是通过弯曲分解和改进的后向场景减少方法加速。数值结果说明了所提出的方法在平衡潜在的运行风险和投资成本方面的有效性。此外,还验证了通过介绍ESS和RE降低潜在运营风险的有效性。

著录项

  • 来源
    《Applied Energy》 |2021年第15期|116971.1-116971.10|共10页
  • 作者单位

    Tsinghua Univ Tsinghua Shenzhen Int Grad Sch Tsinghua Berkeley Shenzhen Inst Shenzhen 518055 Peoples R China;

    Tsinghua Univ Tsinghua Shenzhen Int Grad Sch Tsinghua Berkeley Shenzhen Inst Shenzhen 518055 Peoples R China;

    Tsinghua Univ Tsinghua Shenzhen Int Grad Sch Tsinghua Berkeley Shenzhen Inst Shenzhen 518055 Peoples R China|Tsinghua Univ Dept Elect Engn Beijing 100084 Peoples R China;

    Tsinghua Univ Tsinghua Shenzhen Int Grad Sch Tsinghua Berkeley Shenzhen Inst Shenzhen 518055 Peoples R China|Tsinghua Univ Dept Elect Engn Beijing 100084 Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Integrated energy system; Energy hub planning; Energy storage systems; Renewable energy source; Conditional value-at-risk;

    机译:集成能源系统;能量枢纽规划;能量存储系统;可再生能源;条件值 - 风险;

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号