In the traditional clustering mechanism there are number of irrelevant clusters are generating due to due to insufficient pre request .In our proposed mechanism called genetic based segmentation mechanism by using advanced clustering metrics. This method enhances the previous method of cluster the scientific documents based on abstraction features, so called GMS Clustering algorithm. There are ...