What is Iteration Number in modeling?

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I am a biologist. Referring to mathematical modeling for biological data in the literature.

Could someone explain what is the "Iteration Number" of modeling and the meaning of the up and down values of a figure similar to below enter image description here

Does this have to be stabilized over the number of iterations; if the model has to work?