Opportunity Information: Apply for W81EWF 23 SOI 0021
The Department of the Army, U.S. Army Corps of Engineers (USACE) is seeking one partner under a cooperative agreement to help turn an existing coupled watershed and hydrodynamic modeling approach for cyanobacteria harmful algal blooms (cyanoHABs), originally developed for "Lake O," into a reusable, streamlined framework that can be applied across many freshwater systems. The core idea is to make a predictive modeling workflow that links what happens on the land (watershed nutrient sources and transport) to what happens in the receiving waterbody (hydrodynamics and cyanoHAB growth and movement), so managers can better anticipate bloom conditions and evaluate nutrient-loading scenarios.
The opportunity emphasizes practical transferability and usability, not just research novelty. Proposals are expected to clearly define the specific technical questions the project will answer, spell out the tasks and datasets needed to answer those questions (including data quality objectives), and lay out concrete deliverables for each task. USACE is explicitly encouraging teams to leverage existing federal and state harmful algal bloom monitoring programs, ongoing HAB research activities, and already-available datasets, rather than building everything from scratch. Applicants must also define what success looks like for each task using both quantitative and qualitative criteria (for example, model performance targets, completeness of documentation, usability results from testing, and reproducibility of runs).
The work is organized into five major objectives. First, the partner will develop open-source code and supporting materials that generalize the Lake O coupled modeling approach. This includes not only the model code itself, but also standardized input file templates and any other artifacts needed to make setup and execution repeatable at new sites. The intent is to reduce the time and specialized expertise required to stand up a coupled watershed-to-waterbody cyanoHAB predictive model, while still preserving scientific rigor in how nutrient loads, transport, and in-lake processes are represented.
Second, the generalized framework must be demonstrated on a real-world USACE-relevant site that is already the subject of a USACE-sponsored HAB research project. The chosen field site has to be identified early, in the pre-proposal stage. This demonstration is not just a quick test; it is meant to serve as a proof of transferability, showing that the generalized approach can be applied to a different water resource development project or freshwater system and still produce a usable coupled modeling configuration. The outcomes and key findings from this application will be captured in a case study report.
Third, the project requires a draft case study report that doubles as a step-by-step tutorial aimed at water managers and practitioners who are not modeling specialists. This is a major deliverable focused on usability: it should walk a non-expert through how to apply the framework at their own site, and it must include the necessary files, user guides, and clear instructions to support successful implementation. The tutorial is also expected to include practical sections like lessons learned and an FAQ, which signals that USACE wants the final product to reflect real-world hurdles (data gaps, calibration challenges, workflow pitfalls) and how to address them.
Fourth, the team will produce a final case study report that incorporates feedback from non-expert beta testers. In other words, the framework and documentation are expected to be tested by intended end users, and then improved based on what those users find confusing, time-consuming, or error-prone. This requirement pushes the project beyond a typical technical report and toward something closer to a packaged, user-centered modeling toolkit.
Fifth, the opportunity includes standard but specific communication and reporting requirements: a fact sheet, quarterly progress reports, both draft and final case study reports with associated electronic files, and a presentation at the annual In-Progress Review. These deliverables indicate that USACE expects routine project visibility and that the end products should be shareable and reusable by others, consistent with the open-source and templated nature of the framework.
From an administrative standpoint, this is a discretionary funding opportunity (Funding Opportunity Number W81EWF 23 SOI 0021) under CFDA 12.630, offered by the Department of Defense, Department of the Army, Corps of Engineers. The instrument type is a cooperative agreement, which typically means USACE expects to be actively involved during the period of performance through collaboration, technical coordination, and iterative review. The announced award ceiling is $250,000, with one expected award. The original posting date is June 20, 2023, with an original closing date of August 7, 2023. Eligibility is listed as "Others" with additional eligibility details referenced in the full announcement, so applicants would need to confirm whether their organization type and status fit the specific eligibility language in the official notice.
Overall, the grant is geared toward producing a portable, open, and manager-friendly coupled modeling package for forecasting and scenario testing of cyanoHAB dynamics driven by watershed nutrient loads and in-waterbody processes. The strongest submissions are likely to be those that (1) tightly define the scientific and management questions the model will support, (2) show a realistic plan for assembling and validating the needed datasets using existing HAB programs, (3) prioritize reproducibility and ease of deployment through templates and automation, and (4) demonstrate that non-experts can successfully apply the workflow using the tutorial and supporting files.Apply for W81EWF 23 SOI 0021
- The Department of Defense, Dept. of the Army -- Corps of Engineers in the science and technology and other research and development sector is offering a public funding opportunity titled ""Developing Generalizable Approach for Coupled CyanoHAB Predictive Models"" and is now available to receive applicants.
- Interested and eligible applicants and submit their applications by referencing the CFDA number(s): 12.630.
- This funding opportunity was created on Jun 20, 2023.
- Applicants must submit their applications by Aug 07, 2023. (Agency may still review applications by suitable applicants for the remaining/unused allocated funding in 2026.)
- Each selected applicant is eligible to receive up to $250,000.00 in funding.
- The number of recipients for this funding is limited to 1 candidate(s).
- Eligible applicants include: Others (see text field entitled Additional Information on Eligibility for clarification).
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Frequently Asked Questions (FAQs)
What is the main purpose of this grant opportunity?
The goal is to support one partner in converting an existing coupled watershed and hydrodynamic modeling approach for cyanobacteria harmful algal blooms (cyanoHABs), originally developed for "Lake O," into a reusable, streamlined framework that can be applied across many freshwater systems. The emphasis is on transferability and usability so water managers can forecast bloom conditions and test nutrient-loading scenarios.
What problem is the project trying to solve?
The project aims to reduce the time and specialized expertise needed to set up and run a coupled watershed-to-waterbody cyanoHAB predictive model at new sites, while maintaining scientific rigor. It does this by standardizing and packaging the workflow (code, templates, documentation, and repeatable setup steps) so it can be deployed more broadly.
What does "coupled watershed and hydrodynamic modeling" mean in this context?
It refers to a linked workflow that connects (1) watershed nutrient sources and transport on land with (2) receiving waterbody hydrodynamics and cyanoHAB growth and movement in the water. The idea is to represent both nutrient loading from the watershed and in-water processes that influence bloom development and distribution.
What is meant by "cyanoHABs"?
CyanoHABs are cyanobacteria harmful algal blooms. The opportunity focuses on modeling and forecasting cyanoHAB dynamics in freshwater systems, particularly as influenced by watershed nutrient inputs and in-waterbody conditions.
Is this opportunity focused on new research, or on implementation and usability?
The opportunity explicitly emphasizes practical transferability and usability, not research novelty. Proposals are expected to focus on building a reusable framework, clear deliverables, documentation, and testing with intended users.
How many awards are expected?
USACE expects to make one award.
What is the funding amount?
The announced award ceiling is $250,000.
What type of funding instrument will be used?
The instrument type is a cooperative agreement, which generally indicates active involvement by USACE during the project through collaboration, technical coordination, and iterative review.
Who is offering this funding opportunity?
The opportunity is offered by the Department of Defense, Department of the Army, U.S. Army Corps of Engineers (USACE).
What is the Funding Opportunity Number and CFDA?
The Funding Opportunity Number is W81EWF 23 SOI 0021. The CFDA is 12.630.
What are the posting and closing dates listed?
The original posting date is June 20, 2023, and the original closing date is August 7, 2023.
Who is eligible to apply?
Eligibility is listed as "Others," with additional eligibility details referenced in the full announcement. Applicants are expected to confirm eligibility based on the specific language in the official notice.
What is expected in a strong proposal?
Based on the opportunity description, strong proposals are likely to: (1) tightly define the scientific and management questions the model will support; (2) present a realistic plan for assembling and validating datasets using existing HAB programs and available data; (3) prioritize reproducibility and ease of deployment through templates and automation; and (4) demonstrate that non-experts can successfully apply the workflow using the tutorial and supporting files.
What kinds of questions must applicants define in their proposals?
Proposals are expected to clearly define the specific technical questions the project will answer and link those questions to the tasks, datasets, and deliverables needed to answer them.
What does the opportunity require regarding datasets?
Applicants are expected to spell out the tasks and datasets needed (including data quality objectives). USACE encourages leveraging existing federal and state harmful algal bloom monitoring programs, ongoing HAB research activities, and already-available datasets rather than building everything from scratch.
What are "data quality objectives" in this opportunity?
The opportunity calls for proposals to include data quality objectives as part of defining the datasets needed for the work. In practice, this means specifying the quality expectations and suitability of data for modeling tasks, based on what is required to answer the project’s technical questions.
How should applicants define "success" for the project?
Applicants must define what success looks like for each task using both quantitative and qualitative criteria. Examples mentioned include model performance targets, completeness of documentation, usability results from testing, and reproducibility of runs.
What are the five major objectives of the work?
The work is organized into five major objectives: (1) develop open-source code and supporting materials that generalize the Lake O coupled modeling approach, including standardized input templates and repeatable artifacts; (2) demonstrate the generalized framework on a real-world USACE-relevant site that is already the subject of a USACE-sponsored HAB research project and identify the site early in pre-proposal; (3) produce a draft case study report that also serves as a step-by-step tutorial for non-modeling specialists, including necessary files and instructions (and practical sections like lessons learned and an FAQ); (4) deliver a final case study report incorporating feedback from non-expert beta testers; and (5) complete communication and reporting deliverables including a fact sheet, quarterly progress reports, draft and final case study reports with electronic files, and a presentation at the annual In-Progress Review.
What does "open-source code and supporting materials" include?
The opportunity describes deliverables that include open-source model code plus supporting materials needed to make setup and execution repeatable at new sites. This explicitly includes standardized input file templates and other artifacts needed for repeatable configuration and runs.
What is meant by making the framework "generalized"?
Generalizing the Lake O approach means converting a site-specific coupled modeling workflow into a reusable framework that can be applied across many freshwater systems, supported by standardized templates, documentation, and repeatable setup steps.
Does the project require a demonstration at a real site?
Yes. The generalized framework must be demonstrated on a real-world USACE-relevant site that is already part of a USACE-sponsored HAB research project.
When must the demonstration field site be identified?
The chosen field site has to be identified early, in the pre-proposal stage.
Is the demonstration meant to be a quick test or a full proof of transferability?
It is meant to serve as a proof of transferability. The intent is to show the approach can be applied to a different freshwater system or water resource development project and still produce a usable coupled modeling configuration, with findings captured in a case study report.
What is the purpose of the case study report?
The case study report is intended to capture outcomes and key findings from applying the generalized framework to the chosen USACE-relevant site. It also functions as a vehicle for making the framework understandable and usable for practitioners.
What is required in the draft case study report?
The draft case study report must double as a step-by-step tutorial aimed at water managers and practitioners who are not modeling specialists. It should include the necessary files, user guides, and clear instructions to support implementation, and it is expected to include practical sections like lessons learned and an FAQ.
Why does the draft tutorial need to include lessons learned and an FAQ?
The opportunity signals that USACE wants the final product to reflect real-world hurdles (such as data gaps, calibration challenges, and workflow pitfalls) and provide practical guidance on how to address them.
What is required in the final case study report?
The final case study report must incorporate feedback from non-expert beta testers. The expectation is that documentation and workflow will be improved based on what intended end users found confusing, time-consuming, or error-prone.
Who are the expected beta testers?
The opportunity specifies non-expert beta testers, meaning intended end users who are not modeling specialists, consistent with the tutorial being targeted to managers and practitioners.
What does "user-centered" mean for this project?
In this opportunity, user-centered means the framework and documentation are tested by non-experts and then improved based on their feedback, with an emphasis on clarity, reduced friction, and practical usability.
What routine reporting and communication deliverables are required?
The opportunity includes a fact sheet, quarterly progress reports, draft and final case study reports with associated electronic files, and a presentation at the annual In-Progress Review.
What is the "annual In-Progress Review" requirement?
The project must include a presentation at the annual In-Progress Review as part of the communication and reporting expectations.
What is the overall expected end product?
The intended end product is a portable, open, and manager-friendly coupled modeling package for forecasting and scenario testing of cyanoHAB dynamics driven by watershed nutrient loads and in-waterbody processes, supported by templates, documentation, and repeatable workflows.
How does this opportunity describe reproducibility expectations?
Reproducibility is highlighted as a success criterion, including reproducibility of runs. The framework is also expected to include standardized templates and artifacts that make setup and execution repeatable at new sites.
Does USACE prefer building new datasets or reusing existing monitoring and research programs?
USACE explicitly encourages teams to leverage existing federal and state HAB monitoring programs, ongoing HAB research activities, and already-available datasets, rather than building everything from scratch.
How should deliverables be structured across tasks?
Proposals are expected to lay out concrete deliverables for each task, aligned to the technical questions being answered, and include definitions of success using quantitative and qualitative criteria.
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