About the Authors

Redouan Qessaoui

Roles Conceptualization, Formal analysis, Investigation, Methodology, Software, Validation, Writing – original draft, Writing – review & editing

qessaoui_bio@hotmail.fr

Affiliations Research Unit of Integrated Crop Production, Centre Regional de la Recherche Agronomique d’Agadir, plant protection laboratory, Inezgane, Morocco, Biotechnology and Environmental Engineering Team, Laboratory for Process Environmental and Energy Engineering, National School of Applied Sciences, Ibn Zohr University, Agadir, Morocco

Abderrahim Amarraque

Roles Methodology

Affiliation Research Unit of Integrated Crop Production, Centre Regional de la Recherche Agronomique d’Agadir, plant protection laboratory, Inezgane, Morocco

Hind Lahmyed

Roles Methodology

Affiliations Research Unit of Integrated Crop Production, Centre Regional de la Recherche Agronomique d’Agadir, plant protection laboratory, Inezgane, Morocco, Biotechnology and Environmental Engineering Team, Laboratory for Process Environmental and Energy Engineering, National School of Applied Sciences, Ibn Zohr University, Agadir, Morocco

Abdelhadi Ajerrar

Roles Methodology

Affiliations Research Unit of Integrated Crop Production, Centre Regional de la Recherche Agronomique d’Agadir, plant protection laboratory, Inezgane, Morocco, Biotechnology and Environmental Engineering Team, Laboratory for Process Environmental and Energy Engineering, National School of Applied Sciences, Ibn Zohr University, Agadir, Morocco

El Hassan Mayad

Roles Validation, Visualization

Affiliation Laboratory of Biotechnologies and Valorization of Natural Resources Faculty of Sciences—Agadir, Ibn Zohr University, Agadir, Morocco

Bouchra Chebli

Roles Formal analysis, Resources, Visualization, Writing – review & editing

Affiliation Biotechnology and Environmental Engineering Team, Laboratory for Process Environmental and Energy Engineering, National School of Applied Sciences, Ibn Zohr University, Agadir, Morocco

Alan Stuart Walters

Roles Conceptualization, Validation, Writing – original draft, Writing – review & editing

Affiliation Department of Plant, Soil and Agricultural Systems, College of Agricultural Sciences, Southern Illinois University, Carbondale, Illinois, United States of America

Rachid Bouharroud

Roles Conceptualization, Investigation, Methodology, Project administration, Software, Supervision, Writing – original draft, Writing – review & editing

Affiliation Research Unit of Integrated Crop Production, Centre Regional de la Recherche Agronomique d’Agadir, plant protection laboratory, Inezgane, Morocco

Competing Interests

The authors have declared that no competing interests exist.