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  • SS1 From models to Decision Support Systems
  • SS2 Digital twins for watersheds: challenges and advanced Hydroinformatic solutions
  • SS3 Water knowledge platforms and applications
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  • SS12 Data-driven risk management of water-related disasters
  • SS13 High-Performance Computing in Hydrodynamics, Hydrology and Hydroinformatics
  • SS15 River and Lake Protection and Intelligent Management
  • SS16: Hybrid Modeling: Bridging Data-Driven and Mechanistic Approaches for Water Management
  • SS19 Smart Water Management and Technology in the Era of Climate Change
  • SS20 Hydroinformatics of deep tunnel drainage systems
  • SS21 Return on Experience: operational benefits of hydroinformatics for water utilities and cities
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All Dates (UTC+8):
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  • 2024-05-27 [Monday]
  • 2024-05-28 [Tuesday]
  • 2024-05-29 [Wednesday]
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  • Ballroom 金源厅
  • Conference Room 1第一会议厅
  • Conference Room 5 第五会议厅
  • Conference Room 6 第六会议厅
  • Conference Room 7 第七会议厅
  • Conference Room 8 第八会议厅
  • Conference Room 9 第九会议厅
  • International Conference Room 国际会议厅

Conference Room 7 第七会议厅

2024-05-28 (UTC+8) Tue

09:00-09:45 (UTC+8) | S9.1 SS16: Hybrid Modeling: Bridging Data-Driven and Mechanistic Approaches for Water Management [SS16: Hybrid Modeling: Bridging Data-Driven and Mechanistic Approaches for Water Management]

In the dynamic landscape of water management, two prevailing modelling approaches—data-driven and mechanistic—have emerged. While each approach brings distinct advantages, they also carry inherent limitations. Recognizing the need for a comprehensive solution, the concept of hybrid modelling has emerged, aiming to synergize the strengths of both methodologies. This session serves as a comprehensive exploration, providing an overview of the current position of hybrid modelling in the modeling landscape, charting the future trajectory, and offering early practical guidelines for the integration of good modeling practices. Throughout the session, we will showcase real-world applications encompassing data-driven, mechanistic, and hybrid modeling. By delving into the distinctive features of each approach and elucidating potential pitfalls, attendees will gain an understanding of when to leverage specific features and conditions to avoid. Join us in this exploration of cutting-edge modeling practices, where we navigate the convergence of methodologies, paving the way for a more robust and adaptable approach to solving complex water sector challenges. 

This session is intended to serve as an inspiration for the water community to share and exchange their experiences to create common standards for the future of hydroinformatics.

Moderator:
NO. Beijing Time (UTC+8) Type Presentation Topic Speaker Affiliation / Organization
1 09:00-09:15 Invited Oral Presentation

Physics-informed neural network-based serial hybrid model capturing the hidden kinetics for sulfur-driven autotrophic denitrification process

Xu Zou Hong Kong University of Science and Technology
2 09:15-09:30 Invited Oral Presentation

Implementing Liquid Neural Networks for Enhanced Plant-wide Control of a Wastewater Treatment Plant

Cristian Camilo Gomez Cortes Ghent University
3 09:30-09:45 Invited Oral Presentation

Integrating impacts of climate change on aquatic environments in inter-basin water regulation: Establishing a critical threshold for best management practices

Didi Song Tianjin University