We show that Nesterov acceleration is an optimal-order iterative regularization method for linear ill-posed problems provided a parameter chosen accordingly to the smoothness of solution. This result proven both priori stopping rule and discrepancy principle. The essential tool obtain this representation residual polynomials via Gegenbauer polynomials.