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There are two motivations to apply swarm knowledge hypothesis for the end member extraction i.e., it's great execution without backtracking and its low numerical tractability. The proposed methodology is an enhanced endmember extraction calculation with leeway of the high dimensional simplex and proficient improvement where molecule swarm intelligence is utilized to look through the ideal estimation of end endmember in the tractable arrangement space. In this every molecule's development is impacted by its neighborhood and worldwide best-known position. It has leverage of high productivity, less unpredictability, and a solid ability of finding the worldwide ideal arrangement. What's more, the benefit of simplex geometry has been guaranteed by utilizing minimum volume simplex analysis algorithm (MVSA) in the underlying ages. This versatile refreshing methodology additionally keeps up the imperatives on …