This thread is resolved. Here is a description of the problem and solution.
Problem: Is there a way to have different logo image for each language.
Solution: If your site logo is added from Customizer/Theme options then you can translate it by following this doc: https://wpml.org/documentation/getting-started-guide/translating-theme-options/
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