Conjugate Gradient
Use of conjugate gradient for the minimisation of the objective function, in the subspace orthogonal to the constraints gradient by the use of the Lagrangian function.
The conjugate gradient method provides a direction of proceeding, that is conjugate to all the previous gradients.