“The linear unmixing model has attracted widespread attention due to its high efficiency (simple calculation, scalability), clear physical meaning, and ease of processing. The research progress of this model in the field of hyperspectral imaging is introduced, and the team has established a PSAMN system to provide solutions for noise interference and multi-scale redundancy problems.”