Memcomputing and Swarm Intelligence

نویسندگان

  • Yuriy V. Pershin
  • Massimiliano Di Ventra
چکیده

We explore the relation between memcomputing, namely computing with and in memory, and swarm intelligence algorithms. In particular, we show that one can design memristive networks to solve short-path optimization problems that can also be solved by ant-colony algorithms. By employing appropriate memristive elements one can demonstrate an almost one-toone correspondence between memcomputing and ant colony optimization approaches. However, the memristive network has the capability of finding the solution in one deterministic step, compared to the stochastic multi-step ant colony optimization. This result paves the way for nanoscale hardware implementations of several swarm intelligence algorithms that are presently explored, from scheduling problems to robotics.

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عنوان ژورنال:
  • CoRR

دوره abs/1408.6741  شماره 

صفحات  -

تاریخ انتشار 2014