PARTNER: An AI/ML Collaborative for Southeast Florida Coastal Environmental Data and Modeling Center
PARTNER: An AI/ML Collaborative for Southeast Florida Coastal Environmental Data and Modeling Center
批准号:
2331908
负责人:
Jason Liu
金额:
$280.0万
依托单位国家:
美国
项目类别:
Continuing Grant
财政年份:
2023
资助国家:
美国
项目状态:
未结题
起止时间:
2023-09-01 至 2027-08-31
中文摘要
该项目是佛罗里达国际大学(FIU),北卡罗来纳州州立大学(NCSU),德克萨斯州A M Corpus Christi(TAMU-CC)和AI天气,气候和沿海海洋学可信AI研究所(AI 2 ES)之间的ExpandAI合作伙伴关系。在这个项目中,一个为少数民族服务的机构与另外两个MSI和一个AI研究所进行了新的合作,重点是扩大他们机构已经建立的研究和教育计划,并围绕开发AI实现共同的互补目标,同时考虑到社会的用途,并开发下一代AI教育和劳动力人才。合作研究的重点是人工智能的发展,以管理沿海人口稠密地区面临的洪水破坏和其他环境压力的威胁,重点是佛罗里达东南部的环境影响。该项目还将围绕这个新的人工智能卓越中心建立社区,这些活动以前没有得到很好的发展。该项目在佛罗里达国际大学(FIU)建立了南佛罗里达沿海环境数据和建模中心,促进综合研究和教育工作,以开发人工智能和机器学习技术,用于理解和预测影响海洋,城市,农业和自然系统的关键过程,并研究对南佛罗里达重要的沿海环境问题。这一区域包括生态敏感和经济重要的地区,如比斯坎湾、城市化走廊、与海湾接壤的支流流域以及区域流域的地表水和地下水系统。由于高财产价值,人口密集,易受影响的低洼地区,该地区是非常容易受到洪水破坏和其他环境压力,如海平面上升,城市洪水,水质监测,有害藻类水华检测。该项目侧重于四个领域。首先,该中心管理和制作人工智能就绪的策展数据集,并公开用于测试AI/ML技术和开发解决方案。其次,研究人员合作开发可信赖的人工智能,以了解和预测沿海环境现象,包括开发物理信息的人工智能模型,可靠的人工智能系统和可解释的人工智能方法。第三,研究人员应用AI/ML研究南佛罗里达沿海环境问题,如海平面变化、复合沿海洪水和有害藻类水华。最后,FIU和AI 2 ES为FIU的AI/ML和环境科学的不同本科生和研究生提供教育,培训和劳动力发展机会,包括开发本科跨学科课程,加强两年制大学学生的衔接课程,共享教育材料,促进研究交流和通过实地考察,实习机会,以及跨机构讲习班和研讨会。该项目的部分资金来自NSF的Louis Stokes少数民族参与联盟(LSAMP)计划,该计划位于STEM卓越公平部门内。该奖项反映了NSF的法定使命,并被认为是值得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的支持。
英文摘要
This project is an ExpandAI Partnership between the Florida International University (FIU), North Carolina State University (NCSU), Texas A&M Corpus Christi (TAMU-CC), and the AI Institute for Research on Trustworthy AI in Weather, Climate, and Coastal Oceanography (AI2ES). In this project, a minority-serving institution leads a new collaboration with two other MSIs and an AI Institute focused on scaling up already-established research and education programs at their institutions and to pursue shared, complementary goals around developing AI with use for society in mind and for developing the next generation of AI education and workforce talent. The collaborative research focuses on the development of AI to manage threats of flood damage and other environmental stresses faced by areas with high coastal population, with an emphasis on environmental impacts in Southeast Florida. The project will also build community around this new center of excellence in AI where such activities were not previously well developed. This project establishes the South Florida Coastal Environmental Data and Modeling Center at Florida International University (FIU), promoting integrated research and education efforts to develop artificial intelligence and machine learning techniques for understanding and predicting the key processes affecting ocean, urban, agricultural, and natural systems, and for studying coastal environmental issues important to South Florida. This region encompasses ecologically sensitive and economically important areas, such as Biscayne Bay, urbanized corridors, tributary watersheds bordering the Bay, and the surface and groundwater systems in regional watersheds. Due to high property values, dense population, and vulnerable low-lying areas, the region is highly susceptible to flood damage and other environmental stresses such as sea-level rise, urban flooding, water quality monitoring, and harmful algae bloom detection. The project focuses on four areas. Firstly, the Center manages and makes curated datasets AI-ready and publicly available for testing AI/ML techniques and developing solutions. Secondly, the researchers collaborate on trustworthy AI for understanding and predicting coastal environmental phenomena, including developing physics-informed AI models, reliable AI systems, and explainable AI methods. Thirdly, the researchers apply AI/ML to study South Florida coastal environmental problems, such as sea-level variability, compound coastal flooding, and harmful algae blooms. Lastly, FIU and AI2ES provide education, training, and workforce development opportunities for diverse undergraduate and graduate students at FIU in AI/ML and Environmental Science, including developing an undergraduate interdisciplinary program, strengthening pathway programs for students from 2-year colleges, sharing education materials, and facilitating research exchange and building alliances among institutions via site visits, internship opportunities, and cross-institution workshops and seminars. The project is partially funded by NSF’s Louis Stokes Alliances for Minority Participation (LSAMP) program within the Division of Equity for Excellence in STEM.”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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