Dr. Liang Ding — Research Website
🔍 Research Projects
Lithological Mapping and Uncertainty Quantification
• Lithological Mapping Using Aeromagnetic and Gravity Data,
• Swin Transformer–Based U-Shaped Network,
• Theoretical Analysis of Uncertainty Sources.
Seismic Data Denoising with Deep Learning
• Sparse-domain, image-to-image seismic denoising,
• Swin-Transformer-enhanced UNet,
• Strong, dataset-agnostic performance gains.
Earthquake Source Inversion
Improving seismic monitoring networks:
• Accurate source characterization using 3D background models
• Effective inversion using pre-computed 3D Greens function database
• Earthquake monitoring at regional and global networks
Triggering Mechanism of Earthquakes
Exploring microseismic event triggering mechanisms using:
• Full moment tensor inversion
• Precise source localization
• Event classification
Laboratory Acoustic Emission Monitoring
Exploring failure processes through:
• Improving sensor coverage through network optimization
• AE monitoring and source characterization
• Controlled rock fracture experiments
• Uncertainty analysis and quantification
