Is the visualization of quantum fields as harmonic oscillators accurate?

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After learning that QFT describes particles as excitations of underlying fields, I've been trying to gain a more definite understanding of what it means; I came across this paper:

https://iopscience.iop.org/article/10.1088/1361-6404/aaa032

Does the author say anything that is misleading?

If his approach is correct, I intend to dig into the equations and write my own Monte Carlo code for visualizing the fields. The author has a freely available code, but writing my own would help me understand this stuff better myself (I hope!).

Later edit: Uh oh, if it's misleading to think of quantum fields as harmonic oscillators filling space, as claimed here - https://physics.stackexchange.com/q...field-an-infinite-set-of-harmonic-oscillators - then we have a problem.
 
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Link to article for those interested,

https://www.researchgate.net/profile/Helmut_Linde/publication/321684743_A_new_way_of_visualizing_quantum_fields/links/5a351db70f7e9b10d8450657/A-new-way-of-visualizing-quantum-fields.pdf?origin=publication_detail