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https://pubmed.ncbi.nlm.nih.gov/38095263
The MABR fingerprint soft sensor, which plots exhaust oxygen purity versus bulk ammonia concentration, can be used to monitor and control biofilm thickness in membrane aerated biofilm reactors (MABRs) and optimize nitrogen removal.