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Principle Component Analysis and Model Reduction for Dynamical Systems with Symmetry Constraints
Proceedings of the 44th IEEE Conference on Decision and Control
Dimension reduction in molecular dynamics simulation is often realized through a principle component analysis based upon a singular value decomposition (SVD) of the trajectory. The left singular vectors of a truncated SVD provide the reduced basis. In many biological molecules, such as HIV1 protease, reflective or rotational symmetry should be present in the molecular configuration. Determining this symmetry allows one to provide SVD major modes of motion that best describe the symmetric
doi:10.1109/cdc.2005.1582498
fatcat:y4l4vjqpi5g2navrb7yn5fesri