Who first introduced the concept of magnetic vector potential and why?
Was it introduced only for ease of mathematical calculation or it was done keeping in mind its physical significance like connection with momentum and all?
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It was the German mathematician F. E. Neumann. I refer you to this discussion on the History of Science and Mathematics Stack Exchange, where you will find your answers in detail.