• Comparison of ML and ASM models for effluent nutrient estimation in the Hias Process 

      Komulainen, Tiina M.; Baqeri, A. Malik; Jansen, Katrine M.; Keprate, Arvind (Linköping Electronic Conference Proceedings;, Peer reviewed; Journal article, 2024)
      The aim of this article is to develop and compare machine learning (ML) methods with activated sludge models (ASM) for estimation of effluent nutrients in the Hias Process. The Hias Process is a novel moving bed bioreactor ...
    • Estimation of effluent nutrients in municipal MBBR process 

      Komulainen, Tiina M.; Baqeri, A. Malik; Nermo, Einar; Keprate, Arvind; Saltnes, Torgeir; Jansen, Katrine M.; Korostynska, Olga (Peer reviewed; Journal article, 2023)
      The recently updated European Union’s Urban Waste Water Treatment Directive proposal, European Green Deal, Biodiversity Strategy for 2030, and EU’s Energy System Integration highlight a pressing need for innovative ...