48+ min ago  (981+ words) Geological data breaks many of the assumptions built into machine-learning systems. Rock formations differ significantly across meters, not miles, and that kind of variability leaves a wide gap between what an algorithm learns in training and what it actually meets…...

1+ week, 1+ day ago  (1134+ words) Finding ore bodies buried hundreds of meters beneath Earth's surface remains one of geology's most prominent challenges. Artificial intelligence (AI) is changing this by simultaneously processing enormous volumes of geophysical, geochemical, and geological data to identify mineral deposits that conventional…...

2+ mon, 3+ week ago  (262+ words) Extensive experiments demonstrate that the BDL network significantly outperforms state-of-the-art super-resolution methods, including SRCNN, VDSR, EDSR, SwinIR, and DAT, on underground coal mine image datasets. In the ×2 upscaling task, the proposed method achieved a PSNR of 32.07 dB and SSIM of…...