Immune Plasma Algorithm: A Novel Meta-Heuristic for Optimization Problems.
Meta-heuristics
immune plasma algorithm
plasma treatment
Journal
IEEE access : practical innovations, open solutions
ISSN: 2169-3536
Titre abrégé: IEEE Access
Pays: United States
ID NLM: 101639462
Informations de publication
Date de publication:
2020
2020
Historique:
received:
06
11
2020
accepted:
03
12
2020
entrez:
17
11
2021
pubmed:
18
11
2021
medline:
18
11
2021
Statut:
epublish
Résumé
The recent global health crisis also known as the COVID-19 or coronavirus pandemic has attracted the researchers' attentions to a treatment approach called immune plasma or convalescent plasma once more again. The main idea lying behind the immune plasma treatment is transferring the antibody rich part of the blood taken from the patients who are recovered previously to the critical individuals and its efficiency has been proven by successfully using against great influenza of 1918, H1N1 flu, MERS, SARS and Ebola. In this study, we modeled the mentioned treatment approach and introduced a new meta-heuristic called Immune Plasma (IP) algorithm. The performance of the IP algorithm was investigated in detail and then compared with some of the classical and state-of-art meta-heuristics by solving a set of numerical benchmark problems. Moreover, the capabilities of the IP algorithm were also analyzed over complex engineering optimization problems related with the noise minimization of the electro-encephalography signal measurements. The results of the experimental studies showed that the IP algorithm is capable of obtaining better solutions for the vast majority of the test problems compared to other commonly used meta-heuristic algorithms.
Identifiants
pubmed: 34786298
doi: 10.1109/ACCESS.2020.3043174
pmc: PMC8545256
doi:
Types de publication
Journal Article
Langues
eng
Pagination
220227-220245Informations de copyright
This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see https://creativecommons.org/licenses/by/4.0/.
Références
N Engl J Med. 2000 Jul 6;343(1):37-49
pubmed: 10882768
Lancet. 2001 Jun 2;357(9270):1777-89
pubmed: 11403834
Clin Infect Dis. 2011 Feb 15;52(4):447-56
pubmed: 21248066
JAMA. 2020 Apr 28;323(16):1582-1589
pubmed: 32219428