The story
From dumbbell + curve, since the shape loosely resembles a dumbbell.
Etymology from Wiktionary, CC BY-SA 4.0.
dumbbell curve
Today it means: Any of a family of closed curves having two lobes; they satisfy the general equation y² = α²(x⁴ - x⁶). Full definition →