RAPID: A Cross-Infrastructure Data-driven Approach to Modeling and Simulation of the 2021 Texas Power Outage
RAPID:跨基础设施数据驱动的 2021 年德克萨斯州停电建模和仿真方法
基本信息
- 批准号:2130945
- 负责人:
- 金额:$ 15万
- 依托单位:
- 依托单位国家:美国
- 项目类别:Standard Grant
- 财政年份:2021
- 资助国家:美国
- 起止时间:2021-09-01 至 2023-08-31
- 项目状态:已结题
- 来源:
- 关键词:
项目摘要
This Grants for Rapid Response Research (RAPID) project will collect cross-domain data and develop an open-source synthetic grid model with a ready-to-use dataset for event simulation and quantitative assessment of the February 2021 Texas power outages. The extreme winter storm and associated electricity outages in February 2021 are estimated to have caused more than 70 deaths and $150 billion economic loss in Texas. Given the complexity and confidentiality of the actual electric grid model and relevant information, it becomes very challenging for the broader research community to develop quantitative assessments and credible insights on what, why, and how this event occurred, and more importantly, what could be done in the future to prevent it from happening again. This grant will develop an open-source cross-domain approach to build a realistic synthetic model with a ready-to-use dataset for the power outage simulation and quantitative assessments of corrective measures for the broader infrastructure research community. The intellectual merit of this project is as follows. First, this team will collect timely data and develop an open-source large-scale synthetic grid model tailored for the event assessment via rigorous calibration. Second, we will integrate cross-infrastructure outage data along the timeline that enable scientific simulation for the broader research community. This ready-to-use cross-domain blackout dataset will cover the details of the event along the timeline, including both the electric power system and the natural gas system. Last but not least, this team will perform consistent simulation methods and metrics for the quantitative studies on the effectiveness of potential corrective measures and their combined effects. This team plans to actively engage under-represented groups in this project. We will actively disseminate this through a wide range of venues, including a Texas A&M Smart Grid Center and Texas A&M Energy Institute webinar and workshop series. The finding of this project will be incorporated in the PI's newly developed course on Data Sciences and Application for Modern Power Systems. The team has a track record of industry-oriented short courses on data sciences and reliability assessment for the power industry.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
这个快速响应研究(RAPID)项目的赠款将收集跨域数据,并开发一个开源的合成网格模型,该模型具有现成的数据集,用于事件模拟和2021年2月德克萨斯州停电的定量评估。2021年2月的极端冬季风暴和相关的电力中断估计已在德克萨斯州造成70多人死亡和1500亿美元的经济损失。考虑到实际电网模型和相关信息的复杂性和保密性,更广泛的研究界很难对这一事件发生的原因、原因和方式进行定量评估和可靠的见解,更重要的是,未来可以做些什么来防止它再次发生。这笔赠款将开发一种开源的跨领域方法,以建立一个现实的合成模型,该模型具有现成的数据集,用于停电模拟和更广泛的基础设施研究社区的纠正措施的定量评估。这个项目的智力价值如下。首先,该团队将收集及时的数据,并通过严格的校准为事件评估开发一个开源的大规模合成网格模型。其次,我们将整合跨基础设施的停电数据,使更广泛的研究社区的科学模拟。这个现成的跨域停电数据集将涵盖事件的详细信息,沿着时间轴,包括电力系统和天然气系统。最后但并非最不重要的是,该团队将执行一致的模拟方法和指标,用于对潜在纠正措施及其综合效果的有效性进行定量研究。该小组计划积极让代表性不足的群体参与该项目。我们将通过广泛的场所积极传播这一点,包括得克萨斯州A M智能电网中心和得克萨斯州A M能源研究所网络研讨会和研讨会系列。该项目的研究结果将纳入PI新开发的现代电力系统数据科学和应用课程。该团队在面向电力行业的数据科学和可靠性评估短期课程方面有着良好的记录。该奖项反映了NSF的法定使命,并通过使用基金会的知识价值和更广泛的影响审查标准进行评估,被认为值得支持。
项目成果
期刊论文数量(4)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
Analyzing Extreme Events in Power Systems: An Open, Cross-Domain Data-Driven Approach
分析电力系统中的极端事件:一种开放的、跨领域的数据驱动方法
- DOI:10.1109/mpe.2022.3199895
- 发表时间:2022
- 期刊:
- 影响因子:2.8
- 作者:Zheng, Xiangtian;Wu, Dongqi;Watts, Liam;Pistikopoulos, Efstratios N.;Xie, Le
- 通讯作者:Xie, Le
A Preliminary Study on the Role of Energy Storage and Load Rationing in Mitigating the Impact of the 2021 Texas Power Outage
储能和限载在缓解 2021 年德克萨斯州停电影响中作用的初步研究
- DOI:10.1109/naps52732.2021.9654452
- 发表时间:2021
- 期刊:
- 影响因子:0
- 作者:Menati, Ali;Xie, Le
- 通讯作者:Xie, Le
A Conceptual Model for Analyzing the Impact of Natural Gas on Electricity Generation Failure during the 2021 Texas Power Outage
分析 2021 年德克萨斯州停电期间天然气对发电故障影响的概念模型
- DOI:10.1109/naps52732.2021.9654761
- 发表时间:2021
- 期刊:
- 影响因子:0
- 作者:Schaper, Andrew;Xie, Le
- 通讯作者:Xie, Le
An open-source extendable model and corrective measure assessment of the 2021 texas power outage
- DOI:10.1016/j.adapen.2021.100056
- 发表时间:2021-11-19
- 期刊:
- 影响因子:0
- 作者:Wu, Dongqi;Zheng, Xiangtian;Xie, Le
- 通讯作者:Xie, Le
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Le Xie其他文献
Robust and real-time guidewire simulation based on Kirchhoff elastic rod for vascular intervention training
基于基尔霍夫弹性杆的鲁棒实时导丝模拟用于血管介入训练
- DOI:
10.1007/s12204-014-1551-1 - 发表时间:
2014 - 期刊:
- 影响因子:0
- 作者:
Maisheng Luo;Hong;Le Xie;Ping Cai;Li - 通讯作者:
Li
Multi-scale Integration of Physics-Based and Data-Driven Models in Power Systems
电力系统中基于物理和数据驱动的模型的多尺度集成
- DOI:
10.1109/iccps.2012.21 - 发表时间:
2012 - 期刊:
- 影响因子:0
- 作者:
Le Xie;Yun Zhang;M. Ilić - 通讯作者:
M. Ilić
Review on the interlimb neural coupling and its potential usage in walking rehabilitation
肢间神经耦合及其在步行康复中的潜在应用综述
- DOI:
10.1007/s12204-014-1541-3 - 发表时间:
2014 - 期刊:
- 影响因子:0
- 作者:
Juan Fang;Le Xie;Guo - 通讯作者:
Guo
Stress changes of lateral collateral ligament at different knee flexion with or without displaced movements: a 3-dimensional finite element analysis.
不同膝关节屈曲时外侧副韧带的应力变化,有或没有移位运动:3维有限元分析。
- DOI:
- 发表时间:
2011 - 期刊:
- 影响因子:0
- 作者:
Y. Zhong;You Wang;Hai;Ke Rong;Le Xie - 通讯作者:
Le Xie
Engineering IT-Enabled Sustainable Electricity Services
工程 IT 支持的可持续电力服务
- DOI:
- 发表时间:
2013 - 期刊:
- 影响因子:0
- 作者:
M. Ilić;Le Xie;Qixing Liu - 通讯作者:
Qixing Liu
Le Xie的其他文献
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{{ truncateString('Le Xie', 18)}}的其他基金
Workshop: Towards Carbon-neutral Electricity and Mobility: The Infrastructure Challenges and Opportunities; Houston, Texas; 28 February - 1 March 2022
研讨会:迈向碳中和电力和交通:基础设施的挑战和机遇;
- 批准号:
2203357 - 财政年份:2022
- 资助金额:
$ 15万 - 项目类别:
Standard Grant
A Cross-Domain Data-driven Approach to Analyzing and Predicting the Impact of COVID-19 on the U.S. Electricity Sector
跨域数据驱动方法分析和预测 COVID-19 对美国电力行业的影响
- 批准号:
2035688 - 财政年份:2020
- 资助金额:
$ 15万 - 项目类别:
Standard Grant
Collaborative Research: High-Dimensional Spatio-Temporal Data Science for a Resilient Power Grid: Towards Real-Time Integration of Synchrophasor Data
合作研究:弹性电网的高维时空数据科学:同步相量数据的实时集成
- 批准号:
1934675 - 财政年份:2019
- 资助金额:
$ 15万 - 项目类别:
Continuing Grant
NSF Workshop on Real-time Learning and Decision Making of Dynamical Systems. To Be Held at NSF, February 12-13, 2018.
NSF 动态系统实时学习和决策研讨会。
- 批准号:
1818201 - 财政年份:2018
- 资助金额:
$ 15万 - 项目类别:
Standard Grant
EAGER: Real-Time: Precision Reserves from Flexible Loads: An Online Reinforcement Learning Approach
EAGER:实时:灵活负载的精度储备:在线强化学习方法
- 批准号:
1839616 - 财政年份:2018
- 资助金额:
$ 15万 - 项目类别:
Standard Grant
RAPID: Powering through the hurricane: self-organizing power electronics intelligence at the network edge
RAPID:渡过飓风:网络边缘的自组织电力电子智能
- 批准号:
1760554 - 财政年份:2017
- 资助金额:
$ 15万 - 项目类别:
Standard Grant
Microgrid Interconnections Control via Voltage Angle Droop Methods
通过电压角下垂方法进行微电网互连控制
- 批准号:
1611301 - 财政年份:2016
- 资助金额:
$ 15万 - 项目类别:
Standard Grant
EAGER: A Dynamical Systems Approach to Modeling and Controlling Responsive Demand in Electric Power Systems
EAGER:电力系统响应需求建模和控制的动态系统方法
- 批准号:
1546682 - 财政年份:2015
- 资助金额:
$ 15万 - 项目类别:
Standard Grant
Capacity Building: Collaborative Research: Integrated Learning Environment for Cyber Security of Smart Grid
能力建设:协作研究:智能电网网络安全的集成学习环境
- 批准号:
1303378 - 财政年份:2013
- 资助金额:
$ 15万 - 项目类别:
Standard Grant
Collaborative Research: CyberSEES: Coupon Incentive-based Risk Aware Demand Response in Smart Grid
合作研究:CyberSEES:智能电网中基于优惠券激励的风险意识需求响应
- 批准号:
1331863 - 财政年份:2013
- 资助金额:
$ 15万 - 项目类别:
Standard Grant
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