Dr. Guoning Chen's research aims to develop efficient and scalable analysis and visualization techniques for various scientific data using topology-based, graph-based, data reduction and summarization, and other innovative methods. He has developed numerous techniques and tools to aid the interpretation of data stemming from automatic and aircraft design, mechanical engineering, climate study, oceanography, earthquake engineering, fusion science, medical imaging, and more.