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Possibly. Load test yours or buy one, charge it fully, and see. But be prepared that the fault may be mechanical as commonly no-one does any maintenance at all on the EPB items.
I was having a similar problem. Recently had a battery problem, so put a new battery on and not had an EPB problem since so it sounds like JagV8's advice may be good.