This cluster of papers focuses on the on-line monitoring and assessment of wastewater quality using advanced techniques such as UV-VIS spectroscopy, chemical oxygen demand measurement, and sensor fusion. The research also explores the application of machine learning and photocatalytic sensors for accurate and rapid determination of water quality parameters. These advancements aim to improve the efficiency and reliability of wastewater treatment processes.