About the Authors

Walid Al-Shaar

Roles Data curation, Formal analysis, Investigation, Methodology, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

walid-al-shaar@hotmail.com

Affiliation College of Engineering and Technology, American University of the Middle East, Egaila, Kuwait

Xavier Lehmann

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Software, Supervision, Validation, Visualization, Writing – review & editing

Affiliation LVMT (Laboratoire Ville-Mobilité-Transport), Unité commune Université Gustave Eiffel and École des Ponts, Champs-sur-Marne, Paris, France

Noha Saad

Roles Funding acquisition, Writing – original draft

Affiliation College of Engineering and Technology, American University of the Middle East, Egaila, Kuwait

Gremina Elmazi

Roles Writing – original draft

Affiliation College of Engineering and Technology, American University of the Middle East, Egaila, Kuwait

Mohamad Al-Shaar

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Software, Supervision, Validation, Visualization, Writing – review & editing

Affiliation Geography Department, CREEMO (Centre de Recherche en Environnement-Espace Méditer-ranée Orientale), Saint-Joseph University of Beirut, Campus des Sciences Humaines, Rue de Damas, Mar Mikhael, Beirut, Lebanon

Christelle Tohme

Roles Funding acquisition, Writing – review & editing

Affiliation College of Engineering and Technology, American University of the Middle East, Egaila, Kuwait

Competing Interests

The authors have read the journal’s policy and declare that they have no competing interests.