| Vol-4036 urn:nbn:de:0074-4036-X Copyright © 2025 for the individual papers by the papers' authors. Copyright © 2025 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# CITA-DW 2025
Doctoral Workshop on AI and IT Security for Agriculture 3.0 at CITA 2025

### Proceedings of the 3rd Doctoral Workshop on AI and IT Security for Agriculture 3.0 (CITA-DW 2025)
co-located with 3rd ANSALB International Conference on Emerging Technologies and Sustainable Agriculture (CITA 2024)

### Cotonou, Benin, June 26-28, 2025.

Edited by

### Thierry Oscar Codjo Edoh *
Ahmed Dooguy Kora **
Christelle Aupetit-Berthelemot ***
Antoine Vianou ****

* RFW-Universität Bonn, Germany, An der Immenburg 4, 53121 Bonn and Ecole Supérieure Multinationale des Télécommunications (ESMT), Ex Terrain Foyer Rocade Fann Bel Air, Dakar, Senegal
** Ecole Supérieure Multinationale des Télécommunications (ESMT), Ex Terrain Foyer Rocade Fann Bel Air, Dakar, Senegal
*** University of Limoges/ENSIL-ENSCI Ecole d’ingénieurs/Xlim,UMR CNRS 7252, France
**** University of Abomey-Calavi, Abomey-Calavi, Benin and National Academy of Sciences, Arts and Letters of Benin (ANSALB), Cotonou, Benin

## Table of Contents

- Preface
  Summary: There were 23 papers submitted for peer-review to this workshop. Out of these, 11 papers were accepted for this volume, 11 as regular and 0 as short papers.

### Session 1: 1st-day oral presentation session

- Harnessing artificial intelligence for early detection of oil palm diseases in Benin 1-12
  Bendjedid Rachad Sanoussi, Ahmed Dooguy Kora, Khadidjath Mobéréola Ayoka Adekpedjou, Marcel Adigbegnon
- Corn price forecasting model in Benin based on data analysis and machine learning methods in the context of climate change 13-22
  Miton Abel Konnon, Norbert Souwouin, Coffi Patrick Sotindjo, Mario M. O. Ligan, Sabin Assogba
- A mathematical model of phosphorus cycle in rhizosphere 23-34
  Gautier Koukoyi, Guy Degla, Abdellah Alla
- Leveraging DataWarehousing for Smart Farming: A BI Architecture Designed Using the Kimball Method and the IRADAH Framework 35-46
  Frédéric S. Hounkponou, Eugène C. Ezin

### Session 2: 2nd-day oral presentation session

- A systematic review of irrigation methods for onion cultivation in developing countries: case of Senegal 47-59
  Mass Gning, Doudou Dione, Demba Faye, Idy Diop
- Towards the development of a secure IoT health system for Africa: A bibliometric review 60-72
  Ida S. Tognisse, Pélagie Houngue, Jules Degila Hénoc Soude Ife Dansou Isaac Mbumba
- Automatic medical record synthesis using generative AI models: a review 73-97
  Carmen Sogan, Ida S. Tognisse, Pélagie Houngue, Hénoc Soude, Abel Yeni M’PO, Jules Degila
- A privacy-compliant Ethereum mixer: Prototype of a financial transaction anonymization tool using zk-SNARKs and ZK-KYC 98-108
  Farold H. Adoukonou, Eugène C. Ezin

### Session 3: 3rd-day oral presentation session

- Designing a Real-Time Monitoring System for the AWS Cloud: An Adaptive Dashboard-Based Approach with Prometheus and Grafana 109-113
  Abdou Wahidi Bello, Abdoul Kamal Assouma, Tahirou Djara, Francky Ruben Bignon Houenou
- Automated Detection of Suspicious Behavior During Online Exams Using Artificial Intelligence and Computer Vision 114-127
  Moustapha Der, Ahmed D. Kora, Boudal Niang Ahmed Youssef KHLIL Samba Ndiaye
- Artificial Intelligence applied to the prevention and detection of banking fraud: from bibliometric analysis to investigation⋆ 128-134
  Fèmi José Djamboutou, Pélagie Houngue

2025-08-30: submitted by Thierry Oscar Codjo Edoh, metadata incl. bibliographic data published under Creative Commons CC0
2025-09-22: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|