“…Researchers have proposed different approaches to develop simplified biophysical models (Stratford et al, 1989, Rall, 1990, Traub et al, 1991, Bush and Sejnowski, 1993, Pinsky and Rinzel, 1994, Destexhe, 2001, Traub et al, 2004, Hendrickson et al, 2011). These have been formalized and several hand-tuning to automated search algorithms have been proposed (Prinz et al, 2003, Rubin and Cleland, 2006, Hemond et al, 2008, Pospischil et al, 2008). Automated searches have also been used successfully in conjunction with large databases of model neurons to select parameter sets that replicate a range of neuronal properties (Prinz et al, 2003, Gunay et al, 2008), by typically varying the maximal conductance densities, and have helped enhance the model development process considerably.…”