Abstract: The present invention discloses a method for detecting the community structure in complicated networks. In order to improve the global convergence performance of the differential evolution algorithm, three main evolution operations are redesigned, including a classification-based adaptive mutation strategy, a dynamic adaptive parameter adjustment strategy, and a historical information-based selection operation. On the other hand, in order to make better use of the network topology information, the present invention provides a neighborhood information-based improved community adjustment strategy to ensure that sufficient search space is provided for the global optimal community division, while reducing the search space of DE. Finally, the present invention provides a new modularity optimization algorithm CDEMO based on differential evolution algorithm.

Abstract: An improved staining method and system is described for staining a biopolymer such as a peptide, a protein, an RNA, a DNA, an oligosaccharide or a complex containing a peptide, a protein, an RNA, a DNA, or an oligosaccharide in a matrix. The method includes the step of moving a staining reagent into the matrix using an electric force. The staining time can be dramatically reduced relative to conventional technologies. The improved staining method can particularly be used, for example, to stain proteins after gel separation. Other related methods, related kits and related systems for carrying out the staining method are also described.

Abstract: An improved staining method and system is described for staining a biopolymer such as a peptide, a protein, an RNA, a DNA, an oligosaccharide or a complex containing a peptide, a protein, an RNA, a DNA, or an oligosaccharide in a matrix. The method includes the step of moving a staining reagent into the matrix using an electric force. The staining time can be dramatically reduced relative to conventional technologies. The improved staining method can particularly be used, for example, to stain proteins after gel separation. Other related methods, related kits and related systems for carrying out the staining method are also described.

Abstract: An improved staining method and system is described for staining a biopolymer such as a peptide, a protein, an RNA, a DNA, an oligosaccharide or a complex containing a peptide, a protein, an RNA, a DNA, or an oligosaccharide in a matrix. The method includes the step of moving a staining reagent into the matrix using an electric force. The staining time can be dramatically reduced relative to conventional technologies. The improved staining method can particularly be used, for example, to stain proteins after gel separation. Other related methods, related kits and related systems for carrying out the staining method are also described.