Proposed modified computational model for the amoeba-inspired combinatorial optimization machine

April 10, 2024 ยท Declared Dead ยท ๐Ÿ› Nonlinear Theory and Its Applications IEICE

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Authors Yusuke Miyajima, Masahito Mochizuki arXiv ID 2404.06828 Category cs.NE: Neural & Evolutionary Cross-listed cond-mat.dis-nn, cs.AI, nlin.CD, stat.CO Citations 1 Venue Nonlinear Theory and Its Applications IEICE Last Checked 4 months ago
Abstract
A single-celled amoeba can solve the traveling salesman problem through its shape-changing dynamics. In this paper, we examine roles of several elements in a previously proposed computational model of the solution-search process of amoeba and three modifications towards enhancing the solution-search preformance. We find that appropriate modifications can indeed significantly improve the quality of solutions. It is also found that a condition associated with the volume conservation can also be modified in contrast to the naive belief that it is indispensable for the solution-search ability of amoeba. A proposed modified model shows much better performance.
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