Collaborative Research: Ideas Lab: Smarter Microbial Observatories for Realtime ExperimentS (SMORES)
合作研究:创意实验室:用于实时实验的智能微生物观测站 (SMORES)
基本信息
- 批准号:2321652
- 负责人:
- 金额:$ 32.34万
- 依托单位:
- 依托单位国家:美国
- 项目类别:Standard Grant
- 财政年份:2023
- 资助国家:美国
- 起止时间:2023-09-01 至 2026-08-31
- 项目状态:未结题
- 来源:
- 关键词:
项目摘要
Much of the ocean floor is covered with sediments that harbor large communities of animals, microscopic creatures, bacteria and archaea. These communities play a role in natural carbon cycling, yet there is a lot to learn about how this community nourishes the ocean, and stores carbon into deeper sediments. This Ideas Lab: Engineering Technologies to Advance Underwater Sciences (ETAUS) project will develop a new seafloor sensor/sampler system to study how tides affect the seafloor carbon cycle. It will also develop “smarter” control systems to make predictions about when and where to best collect samples. This would be a major improvement over existing approaches that waste battery power and have short deployment times. These advances will also provide broader impacts by providing technologies that can be applied to other sensor sets allowing them to record data for longer periods. The project provides mentoring and field opportunities to high-school and college students from a variety of backgrounds. The team will work with an award-winning filmmaker to produce a short documentary about careers in marine science.This project will develop a novel seafloor sensor/sampler array to better understand how tidal pumping and subsurface currents influence seafloor oxygenation and sedimentary carbon cycling. Equally important, it will develop control systems that use machine-learning models (MLM) to make informed predictions about when and where to best sense and sample based on historical and realtime data. The development of MLM controllers will enhance remote deployment, minimize excess power consumption and decrease the collection of sub-optimal samples. This project is funded jointly by the following NSF Divisions: Electrical, Communications & Cyber Systems, Environmental Biology, Ocean Sciences, and Civil, Mechanical & Manufacturing Innovation.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.
大部分海底覆盖着沉积物,其中蕴藏着大量的动物、微生物、细菌和古细菌群落,这些群落在自然碳循环中发挥着重要作用,但关于这个群落如何滋养海洋和储存,还有很多东西需要了解。这个想法实验室:推进水下科学的工程技术(ETAUS)项目将开发一种新的海底传感器/采样器系统,以研究潮汐如何影响海底碳循环,还将开发“更智能”的控制系统。预测何时何地最好地收集样本,这将是对浪费电池电量且部署时间短的现有方法的重大改进,这些进步还将通过提供可应用于其他传感器组的技术来提供更广泛的影响。该项目为来自不同背景的高中生和大学生提供指导和实地考察的机会,该团队将与一位获奖电影制作人合作制作一部有关海洋科学职业的短片。开发一种新型海底传感器/采样器阵列,以更好地了解如何同样重要的是,潮汐抽水和地下洋流会影响海底充氧和沉积碳循环,该项目将开发使用机器学习模型 (MLM) 的控制系统,根据历史和实时数据对何时何地进行最佳传感和采样做出明智的预测。 MLM 控制器的开发将增强远程部署,最大限度地减少多余的功耗并减少次优样本的收集。该项目由以下 NSF 部门联合资助:电气、通信和网络系统、环境生物学、海洋科学、该奖项反映了 NSF 的法定使命,并通过使用基金会的智力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(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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Leon Reznik其他文献
Are Industrial ML Image Classifiers Robust to Data Affected by Network QoS Degradation?
工业 ML 图像分类器对受网络 QoS 下降影响的数据是否具有鲁棒性?
- DOI:
- 发表时间:
2023 - 期刊:
- 影响因子:0
- 作者:
Raman Zatsarenko;Chirayu Anil Marathe;Sergei Chuprov;Matthew Hyland;Leon Reznik - 通讯作者:
Leon Reznik
ICSNC 2016
2016年国际化学品大会
- DOI:
10.1109/icon.2013.6781988 - 发表时间:
2024-09-13 - 期刊:
- 影响因子:0
- 作者:
Seon Yeob Baek;Roberto Beraldi;La Sapienza;Robert Bestak;Svetlana Boudko;Norway Norsk Regnesentral;Martin Br;l;l;Carlos T. Calafate;Hao Che;Tzung;Jorge A. Cobb;Carl James Debono;Edna Dias Canedo;Rubén González Crespo;Jason Gu;Pilar Herrero;Upc Spain Xavier Hesselbach;Mohammad Asadul Hoque;Javier Ibanez;Yasushi Kambayashi;Peng;Wolfgang Leister;Norsk;Wei;Pascal Lorenz;Christina Malliou;Kia Makki;Sathiamoorthy Manoharan;Francisco J. Martinez;Gregorio Martinez;A. Mohammadi;Fabrice Mourlin;Mohammad Mozumdar;Juan Pedro Muñoz;David Navarro;Gerard Parr;Neeli R. Prasad;Aalborg University;Denmark Francesco;Quaglia;Saquib Razak;Piotr Remlein;Leon Reznik;Enrique Rodriguez;Cinvestav Mexico Javier Rubio;Jorge Sá Silva;Ahmad Tajuddin Samsudin;Theodora Souliou;Xiang Su;Young;Luis Veiga;Hui Wu;Ilija Basicevic;Miroslav Popovic;Djordje Saric - 通讯作者:
Djordje Saric
Reputation and Trust Models with Data Quality Metrics for Improving Autonomous Vehicles Traffic Security and Safety
具有数据质量指标的声誉和信任模型,可改善自动驾驶汽车的交通安全
- DOI:
10.1109/sss47320.2020.9174269 - 发表时间:
2020-07-01 - 期刊:
- 影响因子:0
- 作者:
S. Chuprov;I. Viksnin;Iuliia Kim;Leon Reznik;I. Khokhlov - 通讯作者:
I. Khokhlov
Study on Network Importance for ML End Application Robustness
网络对 ML 终端应用鲁棒性重要性的研究
- DOI:
- 发表时间:
2023 - 期刊:
- 影响因子:0
- 作者:
Sergei Chuprov;Leon Reznik;Garegin Grigoryan - 通讯作者:
Garegin Grigoryan
RIT Scholar Works RIT Scholar Works
RIT 学者著作 RIT 学者著作
- DOI:
- 发表时间:
2020 - 期刊:
- 影响因子:0
- 作者:
Eugene Koon;R. Gaborski;Reynold Bailey;Leon Reznik;Date Chairperson;Date Observer - 通讯作者:
Date Observer
Leon Reznik的其他文献
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{{ truncateString('Leon Reznik', 18)}}的其他基金
CICI: Data Provenance: Data Quality and Security Evaluation Framework for Mobile Devices Platform
CICI:数据来源:移动设备平台的数据质量和安全评估框架
- 批准号:
1547301 - 财政年份:2016
- 资助金额:
$ 32.34万 - 项目类别:
Standard Grant
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