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aiion-deep-learning-geothermometer

AiION
Deep Learning Geothermometer

Neural network geothermometer from major-ion chemistry with global validation and high R².

AiION Deep Learning Geothermometer

1)AiION Deep Learning Geothermometer – Global Subsurface Temperature Tool

AiION is a deep neural network chemical geothermometer trained on 500+ Nevada samples and validated on global datasets, using only standard major ion chemistry and pH as inputs. It explains over 97 % of variance on training and test data (R² ≈ 0.98, MAE ≈ 2.7 °C) and delivers robust subsurface temperature estimates even for blind or poorly sampled geothermal systems.