RII Track-1: Harnessing the Data Revolution for Fire Science
RII Track-1: Harnessing the Data Revolution for Fire Science
批准号:
2148788
负责人:
Frederick Harris
金额:
$2000.0万
依托单位国家:
美国
项目类别:
Cooperative Agreement
财政年份:
2022
资助国家:
美国
项目状态:
未结题
起止时间:
2022-06-01 至 2027-05-31
中文摘要
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英文摘要
The frequency and severity of wildfires in the western U.S. has increased over the last forty years, caused by changes in climate, fuel buildup, and invasive species. As a result, wildfires are now the most prevalent type of natural disaster in the southwestern U.S. and are detrimental to human health and ecosystem services (including water availability, visibility, and recreation). The Harnessing the Data Revolution for Fire Science (HDRFS) project aims to understand the “wildland fire continuum,” the process in which an ecosystem’s pre-fire state (plant community composition, ecology, hydrological state, etc.) determines the level of fuel buildup and thereby helps determine the conditions of the eventual wildfire. Post-fire recovery in turn sets the initial condition for establishing the pre-fire state for the next fire in the cycle. The HDRFS research and capacity-building program is organized around interconnected elements of the wildland fire continuum and aligned efforts in research computing and data. Along with its research and capacity-building agenda, the HDRFS project includes an ambitious education and workforce development focus aimed at expanding opportunities for Nevadans at the K-12 and community college levels. HDRFS is administered by the Nevada System for Higher Education in collaboration with the University of Nevada, Reno; the University of Nevada, Las Vegas; and the Desert Research Institute. Additional institutions involved include Nevada State College and four community colleges (College of Southern Nevada, Truckee Meadows Community College, Western Nevada College, and Great Basin College). Harnessing the Data Revolution for Fire Science (HDRFS) will explore the fire continuum of diverse processes interacting across scales in the sagebrush ecosystem. Goals include: 1) improving understanding of fire processes and effects over spatial scales; 2) determining fire’s interactions with carbon cycling, water balance, fuel buildup, and invasive species; 3) increasing our mechanistic understanding of fire-induced soil hydrophobicity and its influence on hydrology; 4) improving models of fire processes and eco-hydrological fire effects; 5) improving characterization and modeling of fire emissions and their aging; 6) adapting aerial robots for greatly improved data collection under hazardous or challenging conditions (e.g., characterizing smoke plumes, fire processes, and ecohydrology); and 7) developing computer vision/machine learning data fusion to process and assimilate multisensory data into fire and ecosystem models. HDRFS research will contribute to understanding the spatial scaling of fire processes and effects over ~eight orders of magnitude in area, with the goal of using laboratory and other small-scale results for predicting and modeling large scale wildland fire processes and effects. In parallel with its research and capacity-building program, HDRFS will also engage students, educators, and practitioners via a series of outreach and workforce development activities aimed at achieving a more diverse, STEM-capable population and workforce in Nevada.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.
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Drifting Streaming Peaks-over-Threshold-Enhanced Self-Evolving Neural Networks for Short-Term Wind Farm Generation Forecast
用于短期风电场发电预测的漂移流峰值超阈值增强型自进化神经网络
DOI:
10.3390/fi15010017
发表时间:
2023
期刊:
Future Internet
影响因子:
3.4
作者:
[Liu, Yunchuan, Ghasemkhani, Amir, Yang, Lei]
通讯作者:
Yang, Lei
DOI:
10.1109/isbi53787.2023.10230342
发表时间:
2022-11
期刊:
2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI)
影响因子:
--
作者:
[Sharif Amit Kamran;Khondker Fariha Hossain;A. Tavakkoli;G. Bebis;Salah A. Baker]
通讯作者:
Sharif Amit Kamran;Khondker Fariha Hossain;A. Tavakkoli;G. Bebis;Salah A. Baker
Assessment of the Effects of the 2021 Caldor Megafire on Soil Physical Properties, Eastern Sierra Nevada, USA
评估 2021 年卡尔多特大火灾对美国内华达山脉东部土壤物理性质的影响
DOI:
10.3390/fire6020066
发表时间:
2023
期刊:
Fire
影响因子:
--
作者:
[Sion, Brad, Samburova, Vera, Berli, Markus, Baish, Christopher, Bustarde, Janelle, Houseman, Sally]
通讯作者:
Houseman, Sally
DOI:
10.29007/5k67
发表时间:
2023
期刊:
EPiC Series in Computing
影响因子:
--
作者:
[Lewis, Christopher, Harris, Frederick]
通讯作者:
Harris, Frederick
MuVR: A Multiuser Virtual Reality Framework for Unity
MuVR:Unity 的多用户虚拟现实框架
DOI:
10.29007/jdlg
发表时间:
2023
期刊:
EPiC Series in Computing
影响因子:
--
作者:
[Dahl, Joshua, Marsh, Erik, Lewis, Christopher, Harris, Frederick]
通讯作者:
Harris, Frederick
共 8 条
The Solar Energy-Water-Environment Nexus in Nevada
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批准号:1301726
-
项目类别:Cooperative Agreement
-
资助金额:$2000.0万
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财政年份:2013
-
负责人:Frederick Harris
-
依托单位:
Workshop on Physics and Experiments with Linear e+e- Colliders; Waikoloa, Hawaii; April 26-30, 1993
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批准号:9221709
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项目类别:Standard Grant
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资助金额:$0.5万
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财政年份:1993
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负责人:Frederick Harris
-
依托单位:
海外基金