9.3.3 Hessian-Free Transition-State Search

Once a guess structure to the transition state is obtained, standard eigenvector-following methods such as Baker’s partitioned rational-function optimization (P-RFO) algorithm ⁵⁷ Baker J.
J. Comput. Chem.
(1986), 7, pp. 385. Link can be employed to refine the guess to the exact transition state. The reliability of P-RFO depends on the quality of the Hessian input, which enables the method to distinguish between the reaction coordinate (characterized by a negative eigenvalue) and the remaining degrees of freedom. In routine calculations therefore, an exact Hessian is determined via frequency calculation prior to the P-RFO search. Since the cost of evaluating an exact Hessian typically scales one power of system size higher than the energy or the gradient, this step becomes impractical for systems containing large number of atoms.

The exact Hessian calculation can be avoided by constructing an approximate Hessian based on the output of FSM. ¹¹²¹ Sharada S. M., Bell A. T., Head-Gordon M.
J. Chem. Phys.
(2014), 140, pp. 164115. Link The tangent direction at the transition state guess on the FSM string is a good approximation to the Hessian eigenvector corresponding to the reaction coordinate. The tangent is therefore used to calculate the correct eigenvalue and corresponding eigenvector by variationally minimizing the Rayleigh-Ritz ratio. ⁶⁶⁸ Kumeda Y., Wales D. J., Munro L. J.
Chem. Phys. Lett.
(2001), 341, pp. 185. Link The reaction coordinate information is then incorporated into a guess matrix which, in turn, is obtained by transforming a diagonal matrix in delocalized internal coordinates ⁵⁶ Baker J., Kessi A., Delley B.
J. Chem. Phys.
(1996), 105, pp. 192. Link ^{, 351} Fogarasi G. et al.
J. Am. Chem. Soc.
(1992), 114, pp. 8191. Link to Cartesian coordinates. The resulting approximate Hessian, by design, has a single negative eigenvalue corresponding to the reaction coordinate. This matrix is then used in place of the exact Hessian as input to the P-RFO method.