Josep Maria Bofill, Jordi Ribas-Ariño, Rosendo Valero, Guillermo Albareda, Ibério de P.R.Moreira and Wolfgang Quapp Interplay between the gentlest ascent dynamics method and conjugate directions to locate transition states submitted to JCTC 2019 An algorithm to locate transition states on a Potential Energy Surface (PES) is proposed and described. The technique is based on the Gentlest Ascent Dynamics (GAD) method where the gradient of the PES is projected into a given direction and also perpendicular to it. In the proposed method, named GAD-CD, the projection is not only applied to the gradient but also to the Hessian matrix. Then the resulting Hessian matrix is then block diagonal. The direction is updated according to the gentlest ascent dynamics method. Furthermore, to ensure stability and to avoid high computational cost, a trust region technique is incorporated and the Hessian matrix is updated at each iteration. The performance of the algorithm in comparison with the standard ascent dynamics is discussed for a simple two dimensional model PES. Its efficiency for describing reaction mechanisms involving small and medium size molecular systems is demonstrated for five molecular systems of interest.