Publikationen:

• Sonnenschein, Björn; Ziel, Florian: Deep Classifier-Based Clustering of Long and Incomplete Multivariate Time Series from Wastewater Treatment Plants. In: Journal of Water Process Engineering (2026). doi:10.1016/j.jwpe.2026.110659 Details BIB Download
• Alvisi, S; Franchini, M; Marsili, V; Mazzoni, F; Salomons, E; Housh, M; Abokifa, A; Arsova, K; Ayyash, F; Bae, H; Others; Kley-Holsteg, Jens; Others; Sonnenschein, Björn; Others; Ziel, Florian; Zou, J.: Battle of Water Demand Forecasting. In: Journal of Water Resources Planning and Management, Jg.151 (2025), S. 4025049. doi:10.1061/JWRMD5.WRENG-6887 Details BIB Download
• Kley-Holsteg, Jens; Sonnenschein, Björn; Johnen, Gregor; Ziel, Florian: Water Demand Forecasting Based on Online Aggregation for District Meter Areas-Specific Adaption. In: Engineering Proceedings, Jg.69 (2024), S. 15. Details BIB Download
• Sonnenschein, Björn; Ziel, Florian: Probabilistic Intraday Wastewater Treatment Plant Inflow Forecast Utilizing Rain Forecast Data and Sewer Network Sensor Data. In: Water Resources Research (2023). doi:10.1029/2022WR033826 Details BIB Download