Integrating Machine Learning with Computational Fluid Dynamics Models of Orally Inhaled Drug Products (U01) Clinical Trials Not Allowed
View forecast on Grants.gov →Forecasted — not yet open
- Posted
- November 20, 2023
- Closes
- See announcement
- Program funding
- $600,000
- Expected awards
- 1
- Cost sharing
- No
- Instrument
- Cooperative Agreement, Grant
- Assistance listing
- 93.103
- Category
- Food and Nutrition, Health
Program funding history
Awards made under Assistance Listing 93.103 across FY2024–FY2026, from public federal spending records.
- FY2024 obligated
- $250.8M
- FY2025 obligated
- $213M
- FY2026 (to date) obligated
- $65.5M
- Awards in window
- 920
Top recipients: The Critical Path Institute, National Environmental Health Association, Association of Food & Drug Officials, The Medical Device Innovation Consortium, Food & Agriculture, California Department of
Source: USAspending.gov · refreshed August 2026
Synopsis
Computational fluid dynamics (CFD) has played a crucial role in providing an alternative bioequivalence (BE) approach for generic orally inhaled drug products (OIDPs), in addition to comparative clinical endpoint or pharmacodynamic BE studies, as a relatively cost- and time-efficient complement to benchtop and clinical experiments that has been widely used in developing and assessing generic inhaler devices. However, despite the advances in the power of modern computers, there are still some bottlenecks in using CFD due to computational time, limited grid resolution, pre- and post-processing of large simulation data sets, model parameter estimations, and uncertainty quantifications. Machine learning (ML) has been gaining more attention as a potential tool to alleviate such limitations that arise in CFD. The purpose of this grant is to develop a methodology to integrate ML with CFD models of OIDPs to promote alternative BE studies to enhance and accelerate the development and approval of generic OIDPs.
Who can apply
- Public and State controlled institutions of higher education
- Private institutions of higher education
- Nonprofits having a 501(c)(3) status with the IRS, other than institutions of higher education
- Special district governments
- For profit organizations other than small businesses
- State governments
- City or township governments
- Public housing authorities/Indian housing authorities
- Nonprofits that do not have a 501(c)(3) status with the IRS, other than institutions of higher education
- Native American tribal governments (Federally recognized)
- Small businesses
- County governments
- Native American tribal organizations (other than Federally recognized tribal governments)
- Independent school districts
How to apply
Applications go through the official government listing. Grants Radar links you straight to the source — applying is free.
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