Minima must satisfy Euler -Lagrange equation?

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I am attempting to solve the Brachistochrone curve problem, hence I read about some calculus of variation. My understanding to Euler-Lagrange equation is: If $I(x) = \int_a^b f(x,y,y')dx$ the stationary 'points' satisfies the equation.

I recall that a single value function can obtain its minimum at boundary points, stationary points and singular points. How should I check the singular points and boundary points?