Understanding Equilibrium Stability in Classical Mechanics: Virtual Work Lecture

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In classical mechanics - virtual work lecture, for determining equilibrium stability we were told that second derivate of potential can be used. How?

I've made a quick google search, but couldn't find anything remarkable.
 
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If [tex]\frac{\partial^2U}{\partial x^2}[/tex] is positive then U is at a minimum (basic calculus - second derivative test). If instead it is negative then U is at a maximum. A point of equilibrium is stable if U is minimum and unstable if U is maximum.
 
Euclid said:
A point of equilibrium is stable if U is minimum and unstable if U is maximum.

I guess this because objects in a potential field tend move through where their potentials get lower?