JpGU-AGU Joint Meeting 2026

Presentation information

[E] Oral

A (Atmospheric and Hydrospheric Sciences ) » A-GE Geological & Soil Environment

[A-GE47] Soil-Water-Energy Nexus and Sustainable Green Environment

Mon. May 25, 2026 9:00 AM - 10:30 AM 102 (International Conference Hall, Makuhari Messe)

Chairperson:Ken Kawamoto(Saitama University), Wen Jet-Chau(National Yunlin University of Science and Technology)

9:00 AM - 9:15 AM

[AGE47-01] Three Pathways for Physics Integration in Deep Learning: A Case Study on Fishpond Temperature Prediction

*Jia-Ci Lin1, Tsun-Hua Yang1 (1. National Yang Ming Chiao Tung University)

Keywords:Physics-enhanced residual learning, Physics-augmented learning, Physics-informed learning, Heat-budget model, Multi-step forecasting, LSTM