Collaborative Research: CDI-Type II--Integrated Weather and Wildfire Simulation and Optimization for Wildfire Management
合作研究:CDI-Type II——天气与野火综合模拟及野火管理优化
基本信息
- 批准号:0941432
- 负责人:
- 金额:$ 29.55万
- 依托单位:
- 依托单位国家:美国
- 项目类别:Standard Grant
- 财政年份:2009
- 资助国家:美国
- 起止时间:2009-11-01 至 2013-09-30
- 项目状态:已结题
- 来源:
- 关键词:
项目摘要
This award is funded under the American Recovery and Reinvestment Act of 2009 (Public Law 111-5).Wildfires cause great destruction including the loss of life and damage to property, infrastructure and the environment. The complexity of wildfire management arises from the uncertain dynamic interactions and dependencies among multiple system components. These include highly dynamic and nonlinear wildfire behaviors, weather conditions, and firefighting resource management. In previous research, these components have been largely treated in isolation in their own fields. To achieve effective wildfire management, decision-making support tools that integrate all these components as a whole are needed. The objective of this project is to develop new models and computation methods that integrate weather prediction, wildfire simulation, data assimilation and stochastic optimization for effective wildfire response management. In doing so, the project will make two key paradigm-shifting advances in wildfire modeling and management: 1) coupled weather and wildfire modeling and data assimilation for two-way interactive dynamic weather-wildfire prediction, and 2) Integrated wildfire simulation and stochastic optimization for wildfire containment. The project focuses on computational thinking for understanding the complexity in the natural systems of weather and wildfire behavior, and in the man-made system of firefighting resources management. Due to the stochastic and multiscale nature of the problem data associated with these systems, the project also involves data assimilation and parallel/distributed computational methods for robust weather and wildfire behavior predictions. The results of this project will aid in wildfire management to alleviate losses caused by wildfires through robust firefighting resource management decisions. The collaboration with the Texas Forest Service will enable validation and transfer of the resulting knowledge, systems and tools to real wildfire management. The results of the research will also benefit other emergency response applications such as those in homeland security. The project will provide interdisciplinary training to both undergraduate and graduate students and will develop a web-based education and training simulation environment. The project will also strengthen and complement existing K-12 outreach programs at Georgia State University (GSU), University of Oklahoma (OU), and Texas A&M University (TAMU) for minority students, and will make a concerted effort to broaden the participation of underrepresented students in research and education. Results of the research will be presented at conferences and published in refereed journals.
该奖项根据《2009 年美国复苏和再投资法案》(公法 111-5)提供资金。野火造成巨大破坏,包括人员伤亡以及财产、基础设施和环境的破坏。野火管理的复杂性源于多个系统组件之间不确定的动态交互和依赖关系。其中包括高度动态和非线性的野火行为、天气条件和消防资源管理。在之前的研究中,这些成分基本上在各自的领域中被单独处理。为了实现有效的野火管理,需要将所有这些组件集成为一个整体的决策支持工具。该项目的目标是开发新的模型和计算方法,将天气预报、野火模拟、数据同化和随机优化相结合,以实现有效的野火响应管理。在此过程中,该项目将在野火建模和管理方面取得两项关键的范式转变进展:1)耦合天气和野火建模和数据同化,用于双向交互式动态天气-野火预测,2)集成野火模拟和随机优化用于遏制野火。该项目侧重于计算思维,以理解天气和野火行为的自然系统以及消防资源管理的人造系统的复杂性。由于与这些系统相关的问题数据的随机性和多尺度性质,该项目还涉及数据同化和并行/分布式计算方法,以实现稳健的天气和野火行为预测。该项目的结果将有助于野火管理,通过强有力的消防资源管理决策减轻野火造成的损失。与德克萨斯州林务局的合作将能够验证所得的知识、系统和工具并将其转移到真正的野火管理中。研究结果还将有利于其他应急响应应用,例如国土安全领域的应用。该项目将为本科生和研究生提供跨学科培训,并将开发基于网络的教育和培训模拟环境。该项目还将加强和补充佐治亚州立大学 (GSU)、俄克拉荷马大学 (OU) 和德克萨斯农工大学 (TAMU) 针对少数族裔学生的现有 K-12 外展计划,并将共同努力扩大少数族裔学生的参与研究和教育领域的学生人数不足。研究结果将在会议上展示并发表在参考期刊上。
项目成果
期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
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Xiaolin Hu其他文献
UAV Path Planning for Wildfire Tracking Using Partially Observable Markov Decision Process
使用部分可观察马尔可夫决策过程进行野火跟踪的无人机路径规划
- DOI:
10.2514/6.2021-1677 - 发表时间:
2020-01-11 - 期刊:
- 影响因子:0
- 作者:
Poorya Shobeiry;M. Xin;Xiaolin Hu;Haiyang Chao - 通讯作者:
Haiyang Chao
Panel discussion: What makes good research in modeling and simulation: Sustaining the growth and vitality of the M&S discipline
小组讨论:什么是建模和仿真的良好研究:维持 M 的增长和活力
- DOI:
10.1109/wsc.2008.4736129 - 发表时间:
2008-12-07 - 期刊:
- 影响因子:0
- 作者:
L. Yilmaz;P. Davis;P. Fishwick;Xiaolin Hu;J. Miller;Maria Hybinette;T. Ören;P. Reynolds;H. Sarjoughian;A. Tolk - 通讯作者:
A. Tolk
Enhancing In-Context Learning Performance with just SVD-Based Weight Pruning: A Theoretical Perspective
仅通过基于 SVD 的权重修剪来提高情境学习性能:理论视角
- DOI:
10.48550/arxiv.2406.03768 - 发表时间:
2024-06-06 - 期刊:
- 影响因子:0
- 作者:
Xinhao Yao;Xiaolin Hu;Shenzhi Yang;Yong Liu - 通讯作者:
Yong Liu
On the Privacy Effect of Data Enhancement via the Lens of Memorization
从记忆的角度论数据增强的隐私效应
- DOI:
10.1109/tifs.2024.3381477 - 发表时间:
2022-08-17 - 期刊:
- 影响因子:6.8
- 作者:
Xiao Li;Qiongxiu Li;Zhan Hu;Xiaolin Hu - 通讯作者:
Xiaolin Hu
Hybrid agent-based and graph-based modeling for building occupancy simulation
用于建筑占用模拟的基于代理和基于图形的混合建模
- DOI:
10.1145/3213187.3213189 - 发表时间:
2018-04-15 - 期刊:
- 影响因子:0
- 作者:
Sanish Rai;Xiaolin Hu - 通讯作者:
Xiaolin Hu
Xiaolin Hu的其他文献
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{{ truncateString('Xiaolin Hu', 18)}}的其他基金
Collaborative Research: Planning: FIRE-PLAN:High-Spatiotemporal-Resolution Sensing and Digital Twin to Advance Wildland Fire Science
合作研究:规划:FIRE-PLAN:高时空分辨率传感和数字孪生,以推进荒地火灾科学
- 批准号:
2335569 - 财政年份:2024
- 资助金额:
$ 29.55万 - 项目类别:
Standard Grant
SCC-IRG Track 1: Smart and Safe Prescribed Burning for Rangeland and Wildland Urban Interface Communities
SCC-IRG 第 1 轨道:牧场和荒地城市界面社区的智能、安全规定燃烧
- 批准号:
2306603 - 财政年份:2023
- 资助金额:
$ 29.55万 - 项目类别:
Standard Grant
SCC-IRG Track 1: Smart and Safe Prescribed Burning for Rangeland and Wildland Urban Interface Communities
SCC-IRG 第 1 轨道:牧场和荒地城市界面社区的智能、安全规定燃烧
- 批准号:
2306603 - 财政年份:2023
- 资助金额:
$ 29.55万 - 项目类别:
Standard Grant
SCC-PG: Smart and Safe Prescribed Burning for Rangeland and Farmland Communities
SCC-PG:牧场和农田社区的智能、安全规定燃烧
- 批准号:
2125361 - 财政年份:2021
- 资助金额:
$ 29.55万 - 项目类别:
Standard Grant
Collaborative Learning in Cloud-based Virtual Computer Labs
基于云的虚拟计算机实验室中的协作学习
- 批准号:
1712384 - 财政年份:2017
- 资助金额:
$ 29.55万 - 项目类别:
Standard Grant
Collaborative Research: Portable, Modular, Modern Technology Infused Courseware for Broader Embedded System Education
协作研究:便携式、模块化、融入现代技术的课件,用于更广泛的嵌入式系统教育
- 批准号:
0942140 - 财政年份:2010
- 资助金额:
$ 29.55万 - 项目类别:
Standard Grant
CAREER: Large-scale Spatial Temporal Data Driven Simulation with Sequential Monte Carlo Methods
职业:使用顺序蒙特卡罗方法进行大规模时空数据驱动仿真
- 批准号:
0841170 - 财政年份:2009
- 资助金额:
$ 29.55万 - 项目类别:
Standard Grant
CSR-CSI: System Integration of Dynamical Data Driven Wildfire Spread and Firefighting Modeling, Simulation, and Optimization
CSR-CSI:动态数据驱动的野火蔓延和消防建模、仿真和优化的系统集成
- 批准号:
0720675 - 财政年份:2007
- 资助金额:
$ 29.55万 - 项目类别:
Standard Grant
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