INSPIRE: A Data-Driven Approach toward Exploring Natural and Anthropogenic Methane Emissions in Regions of Shale Gas Development
INSPIRE: A Data-Driven Approach toward Exploring Natural and Anthropogenic Methane Emissions in Regions of Shale Gas Development
批准号:
1639150
负责人:
Susan Brantley
金额:
$100.0万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2016
资助国家:
美国
项目状态:
已结题
起止时间:
2016-08-01 至 2022-07-31
中文摘要
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英文摘要
This INSPIRE project addresses the issue of high volume hydraulic fracturing, also called fracking, and its effects on ground water resources. Fracking allows drillers to extract natural gas from shale deep within the earth. Methane gas sometimes escapes from shale gas wells and can contaminate water resources or leak into the atmosphere where it contributes to greenhouse gas emissions. Monitoring for these potential leaks is difficult because methane is also released into aquifers naturally, and because monitoring is time- and resource-intensive. Such subsurface leakage may also be relatively rare. This project seeks to improve overall understanding of the impacts of natural gas drilling using both advances in computer science and geoscience, and to teach the public about such impacts. The project will elucidate both the effects of human activities such as shale gas development as well as natural processes which release methane into natural waters. Results of the proposed research will lead to a better understanding of water quality in areas of shale-gas development and will highlight problems and potentially problematic management practices. The research will advance both the fields of geoscience and computer science, will train interdisciplinary graduate students, and involve citizen scientists in collecting data and understanding environmental data analysis. The project combines new hydro-geochemical strategies and data mining approaches to study the release of methane into streams and ground waters. For example, researchers will explore how to analyze the heterogeneous spatial data that describe distributions of methane concentrations in natural waters. The objectives of this project are to i) transform the ability to measure methane in streams; ii) train citizen scientists to work with project scientists to sample streams in an area of shale-gas development and publish large-volume datasets of methane in natural waters and aquifers; iii) innovate data mining and machine learning methods for environmental data to identify anomalous spots with potential leakage; iv) run field campaigns to measure methane concentrations and isotopic signatures of water samples in these spots; v) foster dialogue among nonscientists, consultants, university scientists, members of the gas industry, government agencies, and nonprofit organizations in and beyond the target region. Toward this end, the team will host workshops aimed to build dialogue among stakeholders and will release data analytic software for environmental measurements to benefit a broader research community.
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One Step toward Developing Knowledge from Numbers in Regional Analysis of Water Quality
区域水质分析中从数字中发展知识的一步
DOI:
10.1021/acs.est.8b01035
发表时间:
2018
期刊:
Environmental Science & Technology
影响因子:
11.4
作者:
[Niu, Xianzeng, Wen, Tao, Li, Zhenhui, Brantley, Susan L.]
通讯作者:
Brantley, Susan L.
DOI:
10.1021/acs.est.9b06761
发表时间:
2020-07-21
期刊:
ENVIRONMENTAL SCIENCE & TECHNOLOGY
影响因子:
11.4
作者:
[Agarwal, Amal, Wen, Tao, Brantley, Susan L.]
通讯作者:
Brantley, Susan L.
DOI:
10.1007/s10040-020-02116-y
发表时间:
2020-02-26
期刊:
HYDROGEOLOGY JOURNAL
影响因子:
2.8
作者:
[Hammond, Patrick A., Wen, Tao, Engelder, Terry]
通讯作者:
Engelder, Terry
Using a neural network – Physics-based hybrid model to predict soil reaction fronts
使用神经网络 – 基于物理的混合模型来预测土壤反应前沿
DOI:
10.1016/j.cageo.2022.105200
发表时间:
2022
期刊:
Computers & Geosciences
影响因子:
4.4
作者:
[Wen, Tao, Chen, Chacha, Zheng, Guanjie, Bandstra, Joel, Brantley, Susan L.]
通讯作者:
Brantley, Susan L.
DOI:
10.1016/j.jconhyd.2016.10.005
发表时间:
2016-12-01
期刊:
JOURNAL OF CONTAMINANT HYDROLOGY
影响因子:
3.6
作者:
[Li, Zhenhui, You, Cheng, Brantley, Susan L.]
通讯作者:
Brantley, Susan L.
共 16 条
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批准号:1939257
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项目类别:Standard Grant
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资助金额:$9.42万
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财政年份:2019
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负责人:Susan Brantley
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依托单位:
EAGER SitS: Emergent Properties during Soil Formation
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批准号:1841568
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项目类别:Standard Grant
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资助金额:$30.0万
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Collaborative research: Quantifying weathering rind formation rates using U-series isotopes along steep gradients of precipitation, bedrock ages, and topography in Guadeloupe
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项目类别:Continuing Grant
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资助金额:$5.22万
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负责人:Susan Brantley
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依托单位:
Using the Susquehanna - Shale Hills CZO to Project from the Geological Past to the Anthropocene Future
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批准号:1331726
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项目类别:Cooperative Agreement
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资助金额:$490.0万
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财政年份:2013
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负责人:Susan Brantley
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An Accomplishment-Based Request for Renewal of the Susquehanna-Shale Hills Critical Zone Observatory (SSHO)
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批准号:1239285
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项目类别:Standard Grant
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资助金额:$100.0万
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负责人:Susan Brantley
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Soils and vegetation as a record of anthropogenic pollutants: Mn in the Shale Hills CZO
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批准号:1052614
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项目类别:Standard Grant
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资助金额:$15.08万
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财政年份:2011
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负责人:Susan Brantley
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依托单位:
RCN-SEES: The Marcellus Shale Research Network
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批准号:1140159
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项目类别:Standard Grant
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资助金额:$75.0万
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负责人:Susan Brantley
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Collaborative Research: Acquisition of nitrogenase metal cofactors in soils: role of metallophores and limitation of N2-fixation
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负责人:Susan Brantley
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Critical Zone Science: A Workshop on the Biological Aspects of Weathering; October 3-5, 2009; Washington, D.C.
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批准号:0946877
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项目类别:Continuing Grant
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资助金额:$0.0万
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负责人:Susan Brantley
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依托单位:
Using a Critical Zone Exploration Network to Quantify Controls on Earth's Regolith
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批准号:0819857
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项目类别:Standard Grant
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资助金额:$0.0万
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负责人:Susan Brantley
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依托单位:
Acquisition of an Inductively Coupled Plasma-Atomic Emission Spectrometer for Environmental and Material Sciences at Penn State
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批准号:0651462
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项目类别:Standard Grant
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资助金额:$4.37万
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财政年份:2007
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负责人:Susan Brantley
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依托单位:
Establishing a Critical Zone Exploration Network: A Proposal to Fund People and Sites
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批准号:0632516
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项目类别:Standard Grant
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资助金额:$34.0万
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依托单位:
Collaborative Research: Towards a Weathering System Science Consortium: Two Conferences on Biogeochemistry of the Critical Zone
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批准号:0512946
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项目类别:Continuing Grant
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资助金额:$7.4万
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负责人:Susan Brantley
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依托单位:
Collaborative Research: Investigation of Fe and Mo Isotope Fractionation During Weathering
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批准号:0519144
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项目类别:Continuing Grant
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资助金额:$23.0万
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负责人:Susan Brantley
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EMSI: Center for Environmental Kinetic Analysis (CEKA)
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批准号:0431328
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负责人:Susan Brantley
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依托单位:
Water Rock Interaction - 11
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批准号:0339112
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项目类别:Standard Grant
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资助金额:$1.45万
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财政年份:2003
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负责人:Susan Brantley
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依托单位:
An Initiative for Investigation of Worldwide Weathering
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批准号:0350549
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项目类别:Standard Grant
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资助金额:$2.7万
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财政年份:2003
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负责人:Susan Brantley
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依托单位:
Collaborative Research: Sediment Nanomagnetism and Environmental Change: The Microbial Mineral Link
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批准号:0311898
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项目类别:Standard Grant
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资助金额:$10.09万
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财政年份:2003
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负责人:Susan Brantley
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依托单位:
SGER: Eddy Correlation Measurements for Analysis of Volcanic CO2 Fluxes
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批准号:0114858
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项目类别:Standard Grant
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资助金额:$4.35万
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财政年份:2001
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负责人:Susan Brantley
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依托单位:
Collaborative Research: Iron and Molybdenum Isotope Fractionation During Mineral Weathering
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批准号:0003565
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项目类别:Standard Grant
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资助金额:$10.0万
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财政年份:2001
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负责人:Susan Brantley
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依托单位:
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