USA: What appears to be a single volcanic eruption is often the result of complex processes operating deep beneath the surface, where magma moves, evolves, and changes over long periods of time. To fully understand how volcanoes work, scientists study the volcanic products that erupt at the surface, which can reveal the hidden magmatic systems feeding volcanic activity. New research published recently in Geology shows that this complexity also applies to Mars.

The researchers explore the optimization and integrated application of artificial intelligence (AI) in the manufacturing of polymer composite materials. By analyzing the diversity of composite molding processes and the demand for multifunctional integration, and combining the potential of AI in areas such as process parameter optimization, real-time control, and quality prediction, the study presents practical cases and discusses future development trends, offering ideas and methods for economically viable engineering applications.