Convergence versus Divergence Behaviors of Asynchronous Iterations, and Their Applications in Concrete Situations

被引:0
|
作者
Guyeux, Christophe [1 ]
机构
[1] Univ Bourgogne Franche Comte, Equipe Algorithm Numer Distribuee AND, CNRS, FEMTO ST Inst,Dept Informat Syst Complexes DISC,U, F-90000 Belfort, France
关键词
distributed computing; asynchronous iterations; theoretical modelling; chaos theory and applications; FIXED-POINT; RELAXATION; ALGORITHMS;
D O I
10.3390/mca25040069
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Asynchronous iterations have long been used in distributed computing algorithms to produce calculation methods that are potentially faster than a serial or parallel approach, but whose convergence is more difficult to demonstrate. Conversely, over the past decade, the study of the complex dynamics of asynchronous iterations has been initiated and deepened, as well as their use in computer security and bioinformatics. The first work of these studies focused on chaotic discrete dynamical systems, and links were established between these dynamics on the one hand, and between random or complex behaviours in the sense of the theory of the same name. Computer security applications have focused on pseudo-random number generation, hash functions, hidden information, and various security aspects of wireless sensor networks. At the bioinformatics level, this study of complex systems has allowed an original approach to understanding the evolution of genomes and protein folding. These various contributions are detailed in this review article, which is an extension of the paper "An update on the topological properties of asynchronous iterations" presented during the Sixth International Conference on Parallel, Distributed, GPU and Cloud Computing (Pareng 2019).
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页数:23
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