<p>This paper works on
one of the most recent pedestrian crowd evacuation models, i.e., “a simulation
model for pedestrian crowd evacuation based on various AI techniques”,
developed in late 2019. This study adds a new feature to the developed model by
proposing a new method and integrating it with the model. This method enables the
developed model to find a more appropriate evacuation area design, among others
regarding safety due to selecting the best exit door location among many
suggested locations. This method is completely dependent on the selected
model's output, i.e., the evacuation time for each individual within the
evacuation process. The new method finds an average of the evacuees’ evacuation
times of each exit door location; then, based on the average evacuation time,
it decides which exit door location would be the best exit door to be used for
evacuation by the evacuees. To validate the method, various designs for the
evacuation area with various written scenarios were used. The results showed
that the model with this new method could predict a proper exit door location
among many suggested locations. Lastly, from the results of this research using
the integration of this newly proposed method, a new capability for the
selected model in terms of safety allowed the right decision in selecting the
finest design for the evacuation area among other designs.</p>