Deep learning-based morphology classification of activated sludge flocs in wastewater treatment plants
Hisashi Satoh, Yukari Kashimoto, Naoki Takahashi, Takashi Tsujimura
Abstract
A deep learning-based two-label classifier 1 recognized a 20% morphological change in the activated flocs. Classifier-2 quantitatively recognized an abundance of filamentous bacteria in activated flocs.
Topics & Concepts
Activated sludgeWastewaterSewage treatmentMorphology (biology)Environmental scienceWaste managementEnvironmental engineeringEngineeringGeologyPaleontologyWater Quality Monitoring TechnologiesMachine Learning and Data ClassificationSmart Agriculture and AI