(The following topics include but are not limited to)
Topic 1: Satellite Remote Sensing
Basic Theory of Satellite Remote Sensing
Optical remote sensing satellite technology
Hyperspectral remote sensing technology
Infrared remote sensing technology
Microwave remote sensing (SAR/InSAR)
Lidar remote sensing
Atmospheric Remote Sensing and Aerosols
Water color remote sensing and water quality monitoring
Vegetation Remote Sensing and Ecological Parameters
Remote sensing of soil and surface processes
Satellite remote sensing data preprocessing
Classification and Recognition of Remote Sensing Images
Remote sensing change detection
Quantitative remote sensing inversion
Remote sensing data fusion
Remote sensing cloud computing platform
Topic 2: Deep Learning
Basic Theory of Deep Learning
Deep neural network architecture
Convolutional Neural Network (CNN)
Recurrent Neural Network (RNN)
Transformer and Attention
Generative Adversarial Networks (GANs)
Self supervision and contrastive learning
Graph Neural Network (GNN)
Transfer Learning and Domain Adaptation
Meta learning and few sample learning
Reinforcement Learning and Decision Making
Deep Learning Optimization Algorithm
Deep learning interpretability
Deep learning model compression
Application of Deep Learning in Remote Sensing
Application of Deep Learning in Object Detection
Application of Deep Learning in Image Segmentation
Application of Deep Learning in Change Detection
Application of Deep Learning in Disaster Monitoring
Topic 3: Disaster Monitoring
Basic Theory of Disaster Monitoring
Earthquake disaster monitoring
Flood disaster monitoring
Landslide and debris flow monitoring
Forest fire monitoring
Typhoon and Storm Monitoring
Drought monitoring and assessment
Geological hazard monitoring
Meteorological disaster monitoring
Comprehensive monitoring of multiple types of disasters
Satellite remote sensing disaster monitoring
Drone disaster monitoring
Ground sensor disaster monitoring
Disaster monitoring data processing
Disaster monitoring and early warning system
Disaster loss assessment
Disaster emergency response