W pracy przedstawiono wyniki estymacji parametrów dla mechanistycznego modelu bakterii Microthrix parvicella w systemach osadu czynnego. W tym celu wykorzystano dane z oczyszczalni ścieków w Szwajcarii oraz wyniki dodatkowych badań laboratoryjnych w reaktorze nieprzepływowym. Model właściwie prognozował szybkość poboru tlenu (mierzoną dla różnych substratów) oraz zawartść bakterii Microthrix w biomasie osadu czynnego.

Two estrogen fate and transformation models were integrated with a comprehensive activated sludge model (ASM) to predict estrogen removal based on biomass and solids production. Model predictions were evaluated against published full-scale plant data as well as results from a laboratory-scale sequencing batch reactor (SBR) fed synthetic wastewater. The estrogen fate model relating the rate of total estrogen degradation to soluble...

Nitrous oxide (N2O) is a key parameter for evaluating the greenhouse gas emissions from wastewater treatment plants. In this study, a new method for predicting liquid N2O production during nitrification was developed based on a mechanistic model and machine learning (ML) algorithm. The mechanistic model was first used for simulation of two 15-day experimental trials in a nitrifying sequencing batch reactor. Then, model predictions...

In this dissertation, the application of mechanistic and data-driven models in nitrogen removal systems including nitrification and deammonification processes was evaluated. In particular, the influential parameters on the activity of the Nitrospira activity were assessed using response surface methodology (RSM). Various long-term biomass washout experiments were operated in two parallel sequencing batch reactor (SBR) with a different...