Proposed modified computational model for the amoeba-inspired combinatorial optimization machine
April 10, 2024 ยท Declared Dead ยท ๐ 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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