update benchmark WRRF config figure

QSD-Group · Feb 13, 2025 · 81e365e · 81e365e
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diff --git a/docs/source/Systems.rst b/docs/source/Systems.rst
@@ -10,12 +10,12 @@ Benchmark Simulation Models
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 The Modelling and Integrated Assessment (MIA) Specialist Group of the International Water Association has established benchmark simulation models (BSMs) to provide a consistent environment for wastewater treatment plant (WWTP)/water resource recovery facility (WRRF) evaluation (see `BSM webpage <http://iwa-mia.org/benchmarking>`_ and `MATLAB implementation and report <https://github.com/wwtmodels/Benchmark-Simulation-Models>`_).
 
-When publishing the paper that introduces QSDsan (`Li and Zhang`_ et al., 2022), we validated the process modeling and dynamic simulation capacities of QSDsan through BSM1 (`bsm1 EXPOsan module <https://github.com/QSD-Group/EXPOsan/tree/main/exposan/bsm1>`_, `bsm1 archived codes <https://pypi.org/project/exposan/1.1.4>`_). Work is currently underway to implement BSM2 in ``QSDsan``.
+When publishing the paper that introduces QSDsan (`Li and Zhang`_ et al., 2022), we validated the process modeling and dynamic simulation capacities of QSDsan through BSM1 (`bsm1 EXPOsan module <https://github.com/QSD-Group/EXPOsan/tree/main/exposan/bsm1>`_, `bsm1 archived codes <https://pypi.org/project/exposan/1.1.4>`_). BSM2 is also implemented in ``EXPOsan <https://github.com/QSD-Group/EXPOsan/tree/main/exposan/bsm2>``_.
 
 
 Water Resource Recovery Facilities
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-Work is underway to model the 25 distinct Water Resource Recovery Facility (WRRF) configurations identified as “typical” across North America (`Tarallo <https://doi.org/10.2166/9781780407685>`_ et al., 2015; Zhang et al., *In Prep*, 2024).
+Work is underway to model 49 distinct Water Resource Recovery Facility (WRRF) configurations identified as “typical” across North America (`Tarallo <https://doi.org/10.2166/9781780407685>`_ et al., 2015; `El Abbadi & Feng <https://doi.org/10.31223/X5VQ59>`_ et al., 2024; Zhang et al., *In Prep*, 2025). 18 distinct plant-wide simulation models representative of 34 WRRF configurations have been implemented in the `werf EXPOsan module <https://github.com/QSD-Group/EXPOsan/tree/werf/exposan/werf>`_.
 
 .. figure:: images/wrrf_configs.png
 

diff --git a/docs/source/images/wrrf_configs.png b/docs/source/images/wrrf_configs.png