Global biasing using a Hardware-based artificial Zeeman term in Spinwave Ising Machines
Victor H. Gonz\'alez, Artem Litvinenko, Roman Khymyn, Johan, {\AA}kerman

TL;DR
This paper introduces a hardware-based global biasing method for Spinwave Ising Machines by adding a Zeeman term, enabling the exploration of higher complexity in combinatorial optimization problems.
Contribution
It demonstrates the implementation of a global Zeeman term in a Spinwave Ising Machine, increasing the system's complexity and enabling ferromagnetic ordering despite antiferromagnetic coupling.
Findings
Induced ferromagnetic ordering in spin states
Increased complexity of the Hamiltonian
Enhanced exploration of complex optimization problems
Abstract
A spinwave Ising machine (SWIM) is a newly proposed type of time-multiplexed hardware solver for combinatorial optimization that employs feedback coupling and phase sensitive amplification to map an Ising Hamiltonian into phase-binarized propagating spin-wave RF pulses in an Yttrium-Iron-Garnet (YIG) film. In this work, we increase the mathematical complexity of the SWIM by adding a global Zeeman term to a 4-spin MAX-CUT Hamiltonian using a continuous external electrical signal with the same frequency as the spin pulses and phase locked with with one of the two possible states. We are able to induce ferromagnetic ordering in both directions of the spin states despite antiferromagnetic pairwise coupling. Embedding a planar antiferromagnetic spin system in a magnetic field has been proven to increase the complexity of the graph associated to its Hamiltonian and thus this straightforward…
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Taxonomy
TopicsNeural Networks and Reservoir Computing · Ferroelectric and Negative Capacitance Devices · Magnetic properties of thin films
