FMRG: Cyber: A Cyber Nanomanufacturing Platform for Large-scale Production of High-quality MXenes and Other Two-dimensional Nanomaterials
FMRG:Cyber:用于大规模生产高质量 MXene 和其他二维纳米材料的网络纳米制造平台
基本信息
- 批准号:2134607
- 负责人:
- 金额:$ 300万
- 依托单位:
- 依托单位国家:美国
- 项目类别:Standard Grant
- 财政年份:2021
- 资助国家:美国
- 起止时间:2021-10-01 至 2025-09-30
- 项目状态:未结题
- 来源:
- 关键词:
项目摘要
This Future Manufacturing Research Grant (FMRG) CyberManufacturing grant supports research that develops new knowledge related to on-demand, flexible manufacturing of high quality two-dimensional (2D) nanomaterials, such as MXenes. A multidisciplinary team develops the fundamental science for industrial-scale production of 2D titanium carbide MXene flakes economically and with high yield. Due to their superior mechanical and electronic properties, MXenes have applications in electronics, biomedical devices, sensors, catalysts, gas separation, water purification, conductive coatings and smart fabrics, each of which has a large market size which enhances U.S. manufacturing competitiveness, economy and national security. MXenes are currently being produced with highly varying quality at small laboratory scale. This quality inconsistency is due to the high sensitivity of MXene production to processing conditions, variability in raw material quality and poor understanding of atomic- and molecular-level processes. This research aims to understand these processes and use this understanding to enable industrial-scale nanomanufacturing of 2D nanomaterials. The project involves several disciplines including chemistry, chemical engineering, materials science and engineering and computer science. The project helps broaden the participation of women and underrepresented minorities in research and positively impacts engineering education.This project aims to address nanomanufacturing challenges such as rapid discovery, design, and customization of 2D nanomaterials with desired end-product properties. These challenges are addressed by studying, developing, deploying and testing innovative cyber manufacturing solutions. The research involves real-time process monitoring and control and tracking of nanomaterial macroscopic and microscopic properties. The effect of Ti3AlC2 structure, defects and grain morphology on the properties of the resulting Ti3C2 MXene model system is investigated to gain knowledge needed to control extrinsic defects, such as Ti vacancies due to etching and delamination, surface termination compositions and intercalant species. The atomic- and molecular-level processes that are critical for the nano- and macro-scale properties of Ti3C2 are studied theoretically, via first principles calculations and molecular dynamics simulations, and verified experimentally to determine their effects on defects, flake morphologies, and final functional properties. To capture quantitative relationships between nanomaterial properties, manufacturing conditions and nondestructive characterizations such as Raman, SERS and STEM are utilized. Deep neural network models are developed, trained, and deployed to capture and represent these relationships in readily available forms. Technoeconomic analysis and life cycle assessment ensure the economic viability, safety and sustainability of the envisioned nanomanufacturing industrial-scale platform for MXene production.This project is supported with co-funding from Civil, Mechanical and Manufacturing Innovation (CMMI) and Engineering Education Center (EEC) Divisions in the Engineering (ENG) Directorate, the Division of Materials Research (DMR) and Chemistry (CHE) Division in the Directorate for Mathematical and Physical Sciences (MPS), and the Division of Undergraduate Education (DUE) in the Directorate of Education and Human Resources (EHR).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.
未来制造研究奖助金(FMRG)网络制造奖助金支持开发与高质量二维(2D)纳米材料(如MXenes)按需灵活制造相关的新知识的研究。一个多学科团队为经济、高产量地工业化生产2D碳化钛Mxene薄片开发基础科学。由于其优异的机械和电子性能,MXenes在电子、生物医学设备、传感器、催化剂、气体分离、水净化、导电涂料和智能织物方面都有应用,每一种应用都具有巨大的市场规模,提高了美国制造业的竞争力、经济和国家安全。MXenes目前正在小规模的实验室中生产,质量差异很大。造成这种质量不一致的原因是,MXene生产对工艺条件高度敏感,原材料质量不稳定,对原子和分子水平的工艺缺乏了解。这项研究旨在了解这些过程,并利用这种理解来实现工业规模的2D纳米材料的纳米制造。该项目涉及多个学科,包括化学、化学工程、材料科学和工程以及计算机科学。该项目有助于扩大妇女和代表性不足的少数群体在研究中的参与,并对工程教育产生积极影响。该项目旨在解决纳米制造方面的挑战,如快速发现、设计和定制具有所需最终产品特性的2D纳米材料。通过研究、开发、部署和测试创新的网络制造解决方案来应对这些挑战。这项研究涉及对纳米材料宏观和微观性质的实时过程监测和控制与跟踪。研究了Ti3AlC2结构、缺陷和颗粒形貌对Ti3C2 MXene模型体系性能的影响,以获得控制外部缺陷所需的知识,如由于腐蚀和分层导致的钛空位、表面终止成分和插层物种。通过第一性原理计算和分子动力学模拟,从理论上研究了对Ti3C2纳米和宏观性能至关重要的原子和分子水平的过程,并通过实验验证了它们对缺陷、片状形貌和最终功能性质的影响。为了捕捉纳米材料性能之间的定量关系,利用了制造条件和无损表征,如拉曼、SERS和STEM。深度神经网络模型被开发、训练和部署,以捕获并以现成的形式表示这些关系。技术经济分析和生命周期评估确保了设想的用于MXene生产的纳米制造工业规模平台的经济可行性、安全性和可持续性。该项目得到了工程(ENG)局的土木、机械和制造创新(CMMI)和工程教育中心(EEC)分部、数学和物理科学局(MPS)的材料研究(DMR)和化学(CHE)分部的共同资助。这一奖项反映了NSF的法定使命,并通过使用基金会的智力优势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(4)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
MXenes and Other Two-Dimensional Materials for Membrane Gas Separation: Progress, Challenges, and Potential of MXene-Based Membranes
- DOI:10.1021/acs.iecr.2c02042
- 发表时间:2022-09
- 期刊:
- 影响因子:0
- 作者:Ali Pournaghshband Isfahani;Ahmad Arabi Shamsabadi;M. Soroush
- 通讯作者:Ali Pournaghshband Isfahani;Ahmad Arabi Shamsabadi;M. Soroush
Ultra‐Flyweight Cryogels of MXene/Graphene Oxide for Electromagnetic Interference Shielding
- DOI:10.1002/adfm.202304748
- 发表时间:2023-08
- 期刊:
- 影响因子:19
- 作者:Ahmadreza Ghaffarkhah;S. Hashemi;S. Rostami;Majed Amini;Farhad Ahmadijokani;Ali Pournaghshband Isfahani;S. Mhatre;Orlando J. Rojas;M. Kamkar;S. Wuttke;M. Soroush;M. Arjmand
- 通讯作者:Ahmadreza Ghaffarkhah;S. Hashemi;S. Rostami;Majed Amini;Farhad Ahmadijokani;Ali Pournaghshband Isfahani;S. Mhatre;Orlando J. Rojas;M. Kamkar;S. Wuttke;M. Soroush;M. Arjmand
The Evolution of MXenes Conductivity and Optical Properties Upon Heating in Air
- DOI:10.1002/smtd.202300568
- 发表时间:2023-07-16
- 期刊:
- 影响因子:12.4
- 作者:Shamsabadi, Ahmad A.;Fang, Hui;Fakhraai, Zahra
- 通讯作者:Fakhraai, Zahra
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Masoud Soroush其他文献
Mathematical Modeling and Optimization of a Semi-Batch Polymerization Reactor
- DOI:
10.1016/s1474-6670(17)38668-8 - 发表时间:
2000-06-01 - 期刊:
- 影响因子:
- 作者:
Dwayne Tyner;Masoud Soroush;Michael C. Grady;John Richards;John P. Congalidis - 通讯作者:
John P. Congalidis
Explicit action of <math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si1.gif" overflow="scroll" class="math"><msub><mi>E</mi><mrow><mn>7</mn><mo stretchy="false">(</mo><mn>7</mn><mo stretchy="false">)</mo></mrow></msub></math> on <math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si2.gif" overflow="scroll" class="math"><mi>N</mi><mo>=</mo><mn>8</mn></math> supergravity fields
- DOI:
10.1016/j.nuclphysb.2008.04.006 - 发表时间:
2008-09-21 - 期刊:
- 影响因子:
- 作者:
Renata Kallosh;Masoud Soroush - 通讯作者:
Masoud Soroush
Control System Selection: A Measure of Control Quality Loss in Analytical Control
- DOI:
10.1016/s1474-6670(17)31926-2 - 发表时间:
2004-07-01 - 期刊:
- 影响因子:
- 作者:
Masoud Soroush;Yiannis Dimitratos - 通讯作者:
Yiannis Dimitratos
Adaptive fault-tolerant observer-based control for multi-input multi-output interconnected systems with bandwidth-limited communication
具有带宽受限通信的多输入多输出互联系统的自适应容错观测器控制
- DOI:
10.1016/j.conengprac.2024.106217 - 发表时间:
2025-03-01 - 期刊:
- 影响因子:4.600
- 作者:
Aref Ghoreishee;Masoud Soroush - 通讯作者:
Masoud Soroush
Nonlinear Observer Design with Application to Chemical Reactors
- DOI:
10.1016/s1474-6670(17)47074-1 - 发表时间:
1995-06-01 - 期刊:
- 影响因子:
- 作者:
Masoud Soroush - 通讯作者:
Masoud Soroush
Masoud Soroush的其他文献
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{{ truncateString('Masoud Soroush', 18)}}的其他基金
Participant Support for Students to Attend the International Conference and Workshop on Mxenes; Philadelphia, Pennsylvania; 5-7 August 2024
为学生参加 Mxenes 国际会议和研讨会提供支持;
- 批准号:
2416797 - 财政年份:2024
- 资助金额:
$ 300万 - 项目类别:
Standard Grant
Student Support to Attend the International Workshop on MXenes; Philadelphia, Pennsylvania; 1-3 August 2022
支持学生参加 MXenes 国际研讨会;
- 批准号:
2228018 - 财政年份:2022
- 资助金额:
$ 300万 - 项目类别:
Standard Grant
CDS&E: GOALI: Paints/Coatings In-Silico Product Design and Real-Time Product-Quality Monitoring and Control
CDS
- 批准号:
1953176 - 财政年份:2020
- 资助金额:
$ 300万 - 项目类别:
Standard Grant
REU Site: Smart Manufacturing Research Experiences for Undergraduates (SMREU)
REU 网站:本科生智能制造研究体验 (SMREU)
- 批准号:
1949718 - 财政年份:2020
- 资助金额:
$ 300万 - 项目类别:
Standard Grant
GOALI: Collaborative Research: On-Demand Continuous-Flow Production of High Performance Acrylic Resins: from Electronic-Level Modeling to Modular Process Intensification
GOALI:合作研究:高性能丙烯酸树脂的按需连续流生产:从电子级建模到模块化过程强化
- 批准号:
1804285 - 财政年份:2018
- 资助金额:
$ 300万 - 项目类别:
Standard Grant
GOALI: Collaborative Research: Model-Predictive Safety Systems for Predictive Detection of Operation Hazards
GOALI:协作研究:用于预测检测操作危险的模型预测安全系统
- 批准号:
1704915 - 财政年份:2017
- 资助金额:
$ 300万 - 项目类别:
Standard Grant
Collaborative Research: Optimal Design and Operation of Dye Sensitized Solar Cells Using an Integrated Strategy Involving First-Principles Modeling, Synthesis, and Characterization
合作研究:采用涉及第一性原理建模、合成和表征的综合策略优化染料敏化太阳能电池的设计和运行
- 批准号:
1236180 - 财政年份:2012
- 资助金额:
$ 300万 - 项目类别:
Standard Grant
Collaborative Project: GOALI: Acrylic Resins Product and Process Design through Combined Use of Quantum Chemical Calculations and Spectroscopic Methods
合作项目:GOALI:结合使用量子化学计算和光谱方法进行丙烯酸树脂产品和工艺设计
- 批准号:
1160169 - 财政年份:2012
- 资助金额:
$ 300万 - 项目类别:
Continuing Grant
Collaborative Research: GOALI: Synergistic Improvement of Process Safety and Product Quality Using Process Databases
合作研究:GOALI:使用过程数据库协同改进过程安全和产品质量
- 批准号:
1066461 - 财政年份:2011
- 资助金额:
$ 300万 - 项目类别:
Continuing Grant
Collaborative Research: GOALI: Design of Chemically Self-Regulated, Acrylic Coatings Processes through Iterative Use of Chemical Quantum Calculations and Spectroscopic Methods
合作研究:GOALI:通过迭代使用化学量子计算和光谱方法设计化学自调节丙烯酸涂料工艺
- 批准号:
0932882 - 财政年份:2009
- 资助金额:
$ 300万 - 项目类别:
Continuing Grant
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