Add METAB Models and Integrate with BSM2 Flowsheet #1595
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…plete the model evaluation.
adam-a-a
reviewed
Jun 18, 2025
| # "https://github.com/watertap-org/watertap/" | ||
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| # Model example , which needs to run in QSD-San evironment |
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One instance of running qsdsan purely
adam-a-a
reviewed
Jun 18, 2025
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| # input space generation | ||
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| import csv |
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take input data, run qsdsan simulation, export outputs
adam-a-a
reviewed
Jun 18, 2025
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adam-a-a
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Jun 18, 2025
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| inf_fr,temp,hrt | |||
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@lbianchi-lbl any guidance on whether adding |
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The additional dependencies are needed to create (train) the surrogate models. An alternative to this could be to use a separate workflow to create the surrogate models and commit the serialized models to the WaterTAP codebase. |
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Summary/Motivation:
This PR serves as the central hub for all models related to the METAB project. The goal of the project is to evaluate the performance of the Encapsulated Two-Stage Anaerobic Biological (METAB) system as part of a wastewater treatment plant. The original METAB model was developed in the QSD-San platform [1] and has been adapted for integration with the BSM flowsheet in WaterTAP.
To enable this integration, a surrogate modeling infrastructure was developed to interface with the external METAB model, generate samples, and train surrogate models. These surrogate models are used to predict key outputs required by the BSM flowsheet.
[1] Zhang, Xinyi, et al. "Prioritization of early-stage research and development of a hydrogel-encapsulated anaerobic technology for distributed treatment of high strength organic wastewater." Environmental Science & Technology 58.44 (2024): 19651-19665.
Changes proposed in this PR:
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