Open access Jurnal SINTA 1
A fuzzy-based prediction approach for blood delivery using machine learning and genetic algorithm
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 12 No. 1 (2022)
- ISSN
- 2722-2578, 2088-8708
- Published
- 2022-02-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
Multiple diseases require a blood transfusion on daily basis. The process of a blood transfusion is successful when the type and amount of blood is available and when the blood is transported at the right time from the blood bank to the operating room. Blood distribution has a large portion of the cost in hospital logistics. The blood bank can serve various hospitals; however, amount of blood is limited due to donor shortage. The transportation must handle several requirements such as timely delivery, vibration avoidance, temperature maintenance, to keep the blood usable. In this paper, we discuss in first section the issues with blood delivery and constraint. The second section present routing and scheduling system based on artificial intelligence to deliver blood from the blood-banks to hospitals based on single blood bank and multiple blood banks with respect of the vehicle capacity used to deliver the blood and creating the shortest path. The third section consist on solution for predicting the blood needs for each hospital based on transfusion history using machine learning and fuzzy logic. The last section we compare the results of well-known solution with our solution in several cases such as shortage and sudden changes.
Collaboration network of the authors
26 authors · 55 co-authorship links · 6 across different organisations
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- University of Hassan II Casablanca
- École Normale Supérieure de l'Enseignement Technique de Mohammedia
- Arts et Métiers
- Affiliation unknown
- Different organisations
- Same organisation
- Affiliation unknown
- Thicker line = more joint articles · bigger circle = more articles
Show as table
| Co-author | Organisation | Joint articles |
|---|---|---|
| Abir El Yamami | University of Hassan II Casablanca | 4 |
| Morad Hajji | University of Hassan II Casablanca | 4 |
| Ansar Daghouri | University of Hassan II Casablanca | 3 |
| Mustapha Riad | University of Hassan II Casablanca | 3 |
| Abdelghani Lakhdar | University of Hassan II Casablanca | 2 |
| Zineb Laabid | University of Hassan II Casablanca | 2 |
| El Hossein Illousamen | Affiliation unknown | 2 |
| Lamia Moudoubah | University of Hassan II Casablanca | 2 |
| Amina Ouatiq | University of Hassan II Casablanca | 2 |
| Kamal ElGuemmat | Affiliation unknown | 2 |
| Soukaina Gouraguine | University of Hassan II Casablanca | 2 |
| Aziz Moumen | University of Hassan II Casablanca | 1 |
| Abdelilah Chahid | École Normale Supérieure de l'Enseignement Technique de Mohammedia | 1 |
| Souad Ahriz | École Normale Supérieure de l'Enseignement Technique de Mohammedia | 1 |
| Kamal El Guemmat | École Normale Supérieure de l'Enseignement Technique de Mohammedia | 1 |
| Es-Saâdia Aoula | University of Hassan II Casablanca | 1 |
| Omar Bouattane | University of Hassan II Casablanca | 1 |
| Mohamed Youssfi | University of Hassan II Casablanca | 1 |
| El Mehdi Ben Laoula | University of Hassan II Casablanca | 1 |
| Omar Elfahim | University of Hassan II Casablanca | 1 |
| Ayoub El-Alami | University of Hassan II Casablanca | 1 |
| Younes Nadir | University of Hassan II Casablanca | 1 |
| Ali Siadat | Arts et Métiers | 1 |
Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.