Improved optimization based on parrot’s chaotic optimizer for solving complex problems in engineering and medical image segmentation Article Swipe
Adil Sayyouri
,
Ahmed Bencherqui
,
Hanaa Mansouri
,
Hicham Karmouni
,
Hassane Moustabchir
,
Mhamed Sayyouri
,
Abderrahim Bourkane
,
Abdeljabbar Cherkaoui
,
Sameh Askar
,
Mohamed Abouhawwash
·
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.1038/s41598-025-88745-3
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.1038/s41598-025-88745-3
Metaheuristics, which are general-purpose algorithms, are commonly used to solve complex optimization problems. These algorithms manipulate multiple potential solutions to converge on the optimum, balancing the exploration and exploitation phases. A recent algorithm, the Parrot Optimizer (PO), is inspired by the behavior of domestic parrots to improve the diversity of solutions. However, while promising, the PO may encounter difficulties such as convergence to sub-optimal solutions or slow convergence speed. This paper proposes an improvement to the PO algorithm by integrating chaotic maps to solve complex optimization problems. The improved algorithm, called Chaotic Parrot Optimizer (CPO), is characterized by a better ability to avoid local minima and reach globally optimal solutions thanks to a dynamic diversification strategy based on chaotic maps. The effectiveness of the CPO algorithm has been rigorously evaluated through in-depth statistical analysis, using 23 benchmark functions as well as IEEE CEC 2019 and CEC 2020 benchmarks, covering a wide range of optimization challenges. The results show that CPO outperforms not only the original PO algorithm, but also six recent metaheuristics in terms of convergence speed and solution quality. In addition, it has been successfully applied to three complex engineering illustrating its ability to solve real-world, multi-constraint problems. Its integration with Kapur entropy also enabled precise segmentation of medical images, underlining its strong potential for critical biomedical applications. The CPO source code will be available on the Github account: [email protected] after acceptance.
Related Topics
Concepts
Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1038/s41598-025-88745-3
- https://www.nature.com/articles/s41598-025-88745-3.pdf
- OA Status
- gold
- Cited By
- 2
- References
- 56
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4412500789
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4412500789Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.1038/s41598-025-88745-3Digital Object Identifier
- Title
-
Improved optimization based on parrot’s chaotic optimizer for solving complex problems in engineering and medical image segmentationWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2025Year of publication
- Publication date
-
2025-07-20Full publication date if available
- Authors
-
Adil Sayyouri, Ahmed Bencherqui, Hanaa Mansouri, Hicham Karmouni, Hassane Moustabchir, Mhamed Sayyouri, Abderrahim Bourkane, Abdeljabbar Cherkaoui, Sameh Askar, Mohamed AbouhawwashList of authors in order
- Landing page
-
https://doi.org/10.1038/s41598-025-88745-3Publisher landing page
- PDF URL
-
https://www.nature.com/articles/s41598-025-88745-3.pdfDirect link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
goldOpen access status per OpenAlex
- OA URL
-
https://www.nature.com/articles/s41598-025-88745-3.pdfDirect OA link when available
- Concepts
-
Chaotic, Computer science, Image (mathematics), Segmentation, Artificial intelligence, Image segmentation, Computer visionTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
2Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 2Per-year citation counts (last 5 years)
- References (count)
-
56Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W4412500789 |
|---|---|
| doi | https://doi.org/10.1038/s41598-025-88745-3 |
| ids.doi | https://doi.org/10.1038/s41598-025-88745-3 |
| ids.pmid | https://pubmed.ncbi.nlm.nih.gov/40685431 |
| ids.openalex | https://openalex.org/W4412500789 |
| fwci | 9.63949029 |
| mesh[0].qualifier_ui | |
| mesh[0].descriptor_ui | D000465 |
| mesh[0].is_major_topic | True |
| mesh[0].qualifier_name | |
| mesh[0].descriptor_name | Algorithms |
| mesh[1].qualifier_ui | Q000379 |
| mesh[1].descriptor_ui | D007091 |
| mesh[1].is_major_topic | True |
| mesh[1].qualifier_name | methods |
| mesh[1].descriptor_name | Image Processing, Computer-Assisted |
| mesh[2].qualifier_ui | |
| mesh[2].descriptor_ui | D006801 |
| mesh[2].is_major_topic | False |
| mesh[2].qualifier_name | |
| mesh[2].descriptor_name | Humans |
| mesh[3].qualifier_ui | |
| mesh[3].descriptor_ui | D017711 |
| mesh[3].is_major_topic | False |
| mesh[3].qualifier_name | |
| mesh[3].descriptor_name | Nonlinear Dynamics |
| mesh[4].qualifier_ui | |
| mesh[4].descriptor_ui | D000465 |
| mesh[4].is_major_topic | True |
| mesh[4].qualifier_name | |
| mesh[4].descriptor_name | Algorithms |
| mesh[5].qualifier_ui | Q000379 |
| mesh[5].descriptor_ui | D007091 |
| mesh[5].is_major_topic | True |
| mesh[5].qualifier_name | methods |
| mesh[5].descriptor_name | Image Processing, Computer-Assisted |
| mesh[6].qualifier_ui | |
| mesh[6].descriptor_ui | D006801 |
| mesh[6].is_major_topic | False |
| mesh[6].qualifier_name | |
| mesh[6].descriptor_name | Humans |
| mesh[7].qualifier_ui | |
| mesh[7].descriptor_ui | D017711 |
| mesh[7].is_major_topic | False |
| mesh[7].qualifier_name | |
| mesh[7].descriptor_name | Nonlinear Dynamics |
| type | article |
| title | Improved optimization based on parrot’s chaotic optimizer for solving complex problems in engineering and medical image segmentation |
| biblio.issue | 1 |
| biblio.volume | 15 |
| biblio.last_page | 26317 |
| biblio.first_page | 26317 |
| topics[0].id | https://openalex.org/T10100 |
| topics[0].field.id | https://openalex.org/fields/17 |
| topics[0].field.display_name | Computer Science |
| topics[0].score | 0.9980999827384949 |
| topics[0].domain.id | https://openalex.org/domains/3 |
| topics[0].domain.display_name | Physical Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/1702 |
| topics[0].subfield.display_name | Artificial Intelligence |
| topics[0].display_name | Metaheuristic Optimization Algorithms Research |
| topics[1].id | https://openalex.org/T12549 |
| topics[1].field.id | https://openalex.org/fields/17 |
| topics[1].field.display_name | Computer Science |
| topics[1].score | 0.9628000259399414 |
| topics[1].domain.id | https://openalex.org/domains/3 |
| topics[1].domain.display_name | Physical Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/1707 |
| topics[1].subfield.display_name | Computer Vision and Pattern Recognition |
| topics[1].display_name | Image and Object Detection Techniques |
| topics[2].id | https://openalex.org/T13114 |
| topics[2].field.id | https://openalex.org/fields/22 |
| topics[2].field.display_name | Engineering |
| topics[2].score | 0.9503999948501587 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/2214 |
| topics[2].subfield.display_name | Media Technology |
| topics[2].display_name | Image Processing Techniques and Applications |
| is_xpac | False |
| apc_list.value | 1890 |
| apc_list.currency | EUR |
| apc_list.value_usd | 2190 |
| apc_paid.value | 1890 |
| apc_paid.currency | EUR |
| apc_paid.value_usd | 2190 |
| concepts[0].id | https://openalex.org/C2777052490 |
| concepts[0].level | 2 |
| concepts[0].score | 0.6808002591133118 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q5072826 |
| concepts[0].display_name | Chaotic |
| concepts[1].id | https://openalex.org/C41008148 |
| concepts[1].level | 0 |
| concepts[1].score | 0.5957419872283936 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q21198 |
| concepts[1].display_name | Computer science |
| concepts[2].id | https://openalex.org/C115961682 |
| concepts[2].level | 2 |
| concepts[2].score | 0.5562557578086853 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q860623 |
| concepts[2].display_name | Image (mathematics) |
| concepts[3].id | https://openalex.org/C89600930 |
| concepts[3].level | 2 |
| concepts[3].score | 0.5337252616882324 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q1423946 |
| concepts[3].display_name | Segmentation |
| concepts[4].id | https://openalex.org/C154945302 |
| concepts[4].level | 1 |
| concepts[4].score | 0.4711155891418457 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q11660 |
| concepts[4].display_name | Artificial intelligence |
| concepts[5].id | https://openalex.org/C124504099 |
| concepts[5].level | 3 |
| concepts[5].score | 0.4391114115715027 |
| concepts[5].wikidata | https://www.wikidata.org/wiki/Q56933 |
| concepts[5].display_name | Image segmentation |
| concepts[6].id | https://openalex.org/C31972630 |
| concepts[6].level | 1 |
| concepts[6].score | 0.3553409278392792 |
| concepts[6].wikidata | https://www.wikidata.org/wiki/Q844240 |
| concepts[6].display_name | Computer vision |
| keywords[0].id | https://openalex.org/keywords/chaotic |
| keywords[0].score | 0.6808002591133118 |
| keywords[0].display_name | Chaotic |
| keywords[1].id | https://openalex.org/keywords/computer-science |
| keywords[1].score | 0.5957419872283936 |
| keywords[1].display_name | Computer science |
| keywords[2].id | https://openalex.org/keywords/image |
| keywords[2].score | 0.5562557578086853 |
| keywords[2].display_name | Image (mathematics) |
| keywords[3].id | https://openalex.org/keywords/segmentation |
| keywords[3].score | 0.5337252616882324 |
| keywords[3].display_name | Segmentation |
| keywords[4].id | https://openalex.org/keywords/artificial-intelligence |
| keywords[4].score | 0.4711155891418457 |
| keywords[4].display_name | Artificial intelligence |
| keywords[5].id | https://openalex.org/keywords/image-segmentation |
| keywords[5].score | 0.4391114115715027 |
| keywords[5].display_name | Image segmentation |
| keywords[6].id | https://openalex.org/keywords/computer-vision |
| keywords[6].score | 0.3553409278392792 |
| keywords[6].display_name | Computer vision |
| language | en |
| locations[0].id | doi:10.1038/s41598-025-88745-3 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S196734849 |
| locations[0].source.issn | 2045-2322 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | True |
| locations[0].source.issn_l | 2045-2322 |
| locations[0].source.is_core | True |
| locations[0].source.is_in_doaj | True |
| locations[0].source.display_name | Scientific Reports |
| locations[0].source.host_organization | https://openalex.org/P4310319908 |
| locations[0].source.host_organization_name | Nature Portfolio |
| locations[0].source.host_organization_lineage | https://openalex.org/P4310319908, https://openalex.org/P4310319965 |
| locations[0].source.host_organization_lineage_names | Nature Portfolio, Springer Nature |
| locations[0].license | cc-by-nc-nd |
| locations[0].pdf_url | https://www.nature.com/articles/s41598-025-88745-3.pdf |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | https://openalex.org/licenses/cc-by-nc-nd |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | Scientific Reports |
| locations[0].landing_page_url | https://doi.org/10.1038/s41598-025-88745-3 |
| locations[1].id | pmid:40685431 |
| locations[1].is_oa | False |
| locations[1].source.id | https://openalex.org/S4306525036 |
| locations[1].source.issn | |
| locations[1].source.type | repository |
| locations[1].source.is_oa | False |
| locations[1].source.issn_l | |
| locations[1].source.is_core | False |
| locations[1].source.is_in_doaj | False |
| locations[1].source.display_name | PubMed |
| locations[1].source.host_organization | https://openalex.org/I1299303238 |
| locations[1].source.host_organization_name | National Institutes of Health |
| locations[1].source.host_organization_lineage | https://openalex.org/I1299303238 |
| locations[1].license | |
| locations[1].pdf_url | |
| locations[1].version | publishedVersion |
| locations[1].raw_type | |
| locations[1].license_id | |
| locations[1].is_accepted | True |
| locations[1].is_published | True |
| locations[1].raw_source_name | Scientific reports |
| locations[1].landing_page_url | https://pubmed.ncbi.nlm.nih.gov/40685431 |
| locations[2].id | pmh:oai:doaj.org/article:df21048044354be6a2f1987460e5a92b |
| locations[2].is_oa | False |
| locations[2].source.id | https://openalex.org/S4306401280 |
| locations[2].source.issn | |
| locations[2].source.type | repository |
| locations[2].source.is_oa | False |
| locations[2].source.issn_l | |
| locations[2].source.is_core | False |
| locations[2].source.is_in_doaj | False |
| locations[2].source.display_name | DOAJ (DOAJ: Directory of Open Access Journals) |
| locations[2].source.host_organization | |
| locations[2].source.host_organization_name | |
| locations[2].license | |
| locations[2].pdf_url | |
| locations[2].version | submittedVersion |
| locations[2].raw_type | article |
| locations[2].license_id | |
| locations[2].is_accepted | False |
| locations[2].is_published | False |
| locations[2].raw_source_name | Scientific Reports, Vol 15, Iss 1, Pp 1-29 (2025) |
| locations[2].landing_page_url | https://doaj.org/article/df21048044354be6a2f1987460e5a92b |
| locations[3].id | pmh:oai:pubmedcentral.nih.gov:12277423 |
| locations[3].is_oa | True |
| locations[3].source.id | https://openalex.org/S2764455111 |
| locations[3].source.issn | |
| locations[3].source.type | repository |
| locations[3].source.is_oa | False |
| locations[3].source.issn_l | |
| locations[3].source.is_core | False |
| locations[3].source.is_in_doaj | False |
| locations[3].source.display_name | PubMed Central |
| locations[3].source.host_organization | https://openalex.org/I1299303238 |
| locations[3].source.host_organization_name | National Institutes of Health |
| locations[3].source.host_organization_lineage | https://openalex.org/I1299303238 |
| locations[3].license | other-oa |
| locations[3].pdf_url | |
| locations[3].version | submittedVersion |
| locations[3].raw_type | Text |
| locations[3].license_id | https://openalex.org/licenses/other-oa |
| locations[3].is_accepted | False |
| locations[3].is_published | False |
| locations[3].raw_source_name | Sci Rep |
| locations[3].landing_page_url | https://www.ncbi.nlm.nih.gov/pmc/articles/12277423 |
| indexed_in | crossref, doaj, pubmed |
| authorships[0].author.id | https://openalex.org/A5106803459 |
| authorships[0].author.orcid | |
| authorships[0].author.display_name | Adil Sayyouri |
| authorships[0].countries | MA |
| authorships[0].affiliations[0].institution_ids | https://openalex.org/I240042149 |
| authorships[0].affiliations[0].raw_affiliation_string | Laboratory of Innovative Technologies (LIT), National School of Applied Sciences, Abdelmalek Essaadi University, Tangier, Morocco |
| authorships[0].institutions[0].id | https://openalex.org/I240042149 |
| authorships[0].institutions[0].ror | https://ror.org/03c4shz64 |
| authorships[0].institutions[0].type | education |
| authorships[0].institutions[0].lineage | https://openalex.org/I240042149 |
| authorships[0].institutions[0].country_code | MA |
| authorships[0].institutions[0].display_name | Abdelmalek Essaâdi University |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Adil Sayyouri |
| authorships[0].is_corresponding | False |
| authorships[0].raw_affiliation_strings | Laboratory of Innovative Technologies (LIT), National School of Applied Sciences, Abdelmalek Essaadi University, Tangier, Morocco |
| authorships[1].author.id | https://openalex.org/A5075300351 |
| authorships[1].author.orcid | https://orcid.org/0000-0001-5682-3258 |
| authorships[1].author.display_name | Ahmed Bencherqui |
| authorships[1].countries | MA |
| authorships[1].affiliations[0].institution_ids | https://openalex.org/I81605866 |
| authorships[1].affiliations[0].raw_affiliation_string | Engineering, Systems and Applications Laboratory, National School of Applied Sciences, Sidi Mohamed Ben Abdellah University, Fez, Morocco |
| authorships[1].institutions[0].id | https://openalex.org/I81605866 |
| authorships[1].institutions[0].ror | https://ror.org/04efg9a07 |
| authorships[1].institutions[0].type | education |
| authorships[1].institutions[0].lineage | https://openalex.org/I81605866 |
| authorships[1].institutions[0].country_code | MA |
| authorships[1].institutions[0].display_name | Sidi Mohamed Ben Abdellah University |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Ahmed Bencherqui |
| authorships[1].is_corresponding | False |
| authorships[1].raw_affiliation_strings | Engineering, Systems and Applications Laboratory, National School of Applied Sciences, Sidi Mohamed Ben Abdellah University, Fez, Morocco |
| authorships[2].author.id | https://openalex.org/A5109794486 |
| authorships[2].author.orcid | |
| authorships[2].author.display_name | Hanaa Mansouri |
| authorships[2].countries | MA |
| authorships[2].affiliations[0].institution_ids | https://openalex.org/I81605866 |
| authorships[2].affiliations[0].raw_affiliation_string | Engineering, Systems and Applications Laboratory, National School of Applied Sciences, Sidi Mohamed Ben Abdellah University, Fez, Morocco |
| authorships[2].institutions[0].id | https://openalex.org/I81605866 |
| authorships[2].institutions[0].ror | https://ror.org/04efg9a07 |
| authorships[2].institutions[0].type | education |
| authorships[2].institutions[0].lineage | https://openalex.org/I81605866 |
| authorships[2].institutions[0].country_code | MA |
| authorships[2].institutions[0].display_name | Sidi Mohamed Ben Abdellah University |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Hanaa Mansouri |
| authorships[2].is_corresponding | False |
| authorships[2].raw_affiliation_strings | Engineering, Systems and Applications Laboratory, National School of Applied Sciences, Sidi Mohamed Ben Abdellah University, Fez, Morocco |
| authorships[3].author.id | https://openalex.org/A5046704374 |
| authorships[3].author.orcid | https://orcid.org/0000-0001-9225-8380 |
| authorships[3].author.display_name | Hicham Karmouni |
| authorships[3].countries | MA |
| authorships[3].affiliations[0].institution_ids | https://openalex.org/I119856527 |
| authorships[3].affiliations[0].raw_affiliation_string | National School of Applied Sciences, Cadi Ayyad University, Marrakech, Morocco |
| authorships[3].institutions[0].id | https://openalex.org/I119856527 |
| authorships[3].institutions[0].ror | https://ror.org/04xf6nm78 |
| authorships[3].institutions[0].type | education |
| authorships[3].institutions[0].lineage | https://openalex.org/I119856527 |
| authorships[3].institutions[0].country_code | MA |
| authorships[3].institutions[0].display_name | Cadi Ayyad University |
| authorships[3].author_position | middle |
| authorships[3].raw_author_name | Hicham Karmouni |
| authorships[3].is_corresponding | True |
| authorships[3].raw_affiliation_strings | National School of Applied Sciences, Cadi Ayyad University, Marrakech, Morocco |
| authorships[4].author.id | https://openalex.org/A5110433494 |
| authorships[4].author.orcid | https://orcid.org/0000-0001-9185-6848 |
| authorships[4].author.display_name | Hassane Moustabchir |
| authorships[4].countries | MA |
| authorships[4].affiliations[0].institution_ids | https://openalex.org/I81605866 |
| authorships[4].affiliations[0].raw_affiliation_string | Engineering, Systems and Applications Laboratory, National School of Applied Sciences, Sidi Mohamed Ben Abdellah University, Fez, Morocco |
| authorships[4].institutions[0].id | https://openalex.org/I81605866 |
| authorships[4].institutions[0].ror | https://ror.org/04efg9a07 |
| authorships[4].institutions[0].type | education |
| authorships[4].institutions[0].lineage | https://openalex.org/I81605866 |
| authorships[4].institutions[0].country_code | MA |
| authorships[4].institutions[0].display_name | Sidi Mohamed Ben Abdellah University |
| authorships[4].author_position | middle |
| authorships[4].raw_author_name | Hassane Moustabchir |
| authorships[4].is_corresponding | False |
| authorships[4].raw_affiliation_strings | Engineering, Systems and Applications Laboratory, National School of Applied Sciences, Sidi Mohamed Ben Abdellah University, Fez, Morocco |
| authorships[5].author.id | https://openalex.org/A5006453222 |
| authorships[5].author.orcid | https://orcid.org/0000-0002-1615-419X |
| authorships[5].author.display_name | Mhamed Sayyouri |
| authorships[5].countries | MA |
| authorships[5].affiliations[0].institution_ids | https://openalex.org/I81605866 |
| authorships[5].affiliations[0].raw_affiliation_string | Engineering, Systems and Applications Laboratory, National School of Applied Sciences, Sidi Mohamed Ben Abdellah University, Fez, Morocco |
| authorships[5].institutions[0].id | https://openalex.org/I81605866 |
| authorships[5].institutions[0].ror | https://ror.org/04efg9a07 |
| authorships[5].institutions[0].type | education |
| authorships[5].institutions[0].lineage | https://openalex.org/I81605866 |
| authorships[5].institutions[0].country_code | MA |
| authorships[5].institutions[0].display_name | Sidi Mohamed Ben Abdellah University |
| authorships[5].author_position | middle |
| authorships[5].raw_author_name | Mhamed Sayyouri |
| authorships[5].is_corresponding | False |
| authorships[5].raw_affiliation_strings | Engineering, Systems and Applications Laboratory, National School of Applied Sciences, Sidi Mohamed Ben Abdellah University, Fez, Morocco |
| authorships[6].author.id | https://openalex.org/A5080644971 |
| authorships[6].author.orcid | |
| authorships[6].author.display_name | Abderrahim Bourkane |
| authorships[6].countries | MA |
| authorships[6].affiliations[0].institution_ids | https://openalex.org/I240042149 |
| authorships[6].affiliations[0].raw_affiliation_string | Laboratory of Innovative Technologies (LIT), National School of Applied Sciences, Abdelmalek Essaadi University, Tangier, Morocco |
| authorships[6].institutions[0].id | https://openalex.org/I240042149 |
| authorships[6].institutions[0].ror | https://ror.org/03c4shz64 |
| authorships[6].institutions[0].type | education |
| authorships[6].institutions[0].lineage | https://openalex.org/I240042149 |
| authorships[6].institutions[0].country_code | MA |
| authorships[6].institutions[0].display_name | Abdelmalek Essaâdi University |
| authorships[6].author_position | middle |
| authorships[6].raw_author_name | Abderrahim Bourkane |
| authorships[6].is_corresponding | False |
| authorships[6].raw_affiliation_strings | Laboratory of Innovative Technologies (LIT), National School of Applied Sciences, Abdelmalek Essaadi University, Tangier, Morocco |
| authorships[7].author.id | https://openalex.org/A5010732787 |
| authorships[7].author.orcid | https://orcid.org/0000-0001-6929-4105 |
| authorships[7].author.display_name | Abdeljabbar Cherkaoui |
| authorships[7].countries | MA |
| authorships[7].affiliations[0].institution_ids | https://openalex.org/I240042149 |
| authorships[7].affiliations[0].raw_affiliation_string | Laboratory of Innovative Technologies (LIT), National School of Applied Sciences, Abdelmalek Essaadi University, Tangier, Morocco |
| authorships[7].institutions[0].id | https://openalex.org/I240042149 |
| authorships[7].institutions[0].ror | https://ror.org/03c4shz64 |
| authorships[7].institutions[0].type | education |
| authorships[7].institutions[0].lineage | https://openalex.org/I240042149 |
| authorships[7].institutions[0].country_code | MA |
| authorships[7].institutions[0].display_name | Abdelmalek Essaâdi University |
| authorships[7].author_position | middle |
| authorships[7].raw_author_name | Abdeljabbar Cherkaoui |
| authorships[7].is_corresponding | False |
| authorships[7].raw_affiliation_strings | Laboratory of Innovative Technologies (LIT), National School of Applied Sciences, Abdelmalek Essaadi University, Tangier, Morocco |
| authorships[8].author.id | https://openalex.org/A5088545047 |
| authorships[8].author.orcid | https://orcid.org/0000-0002-1167-2430 |
| authorships[8].author.display_name | Sameh Askar |
| authorships[8].countries | SA |
| authorships[8].affiliations[0].institution_ids | https://openalex.org/I28022161 |
| authorships[8].affiliations[0].raw_affiliation_string | Department of Statistics and Operations Research, College of Science, King Saud University, P.O. Box 2455, 11451, Riyadh, Saudi Arabia |
| authorships[8].institutions[0].id | https://openalex.org/I28022161 |
| authorships[8].institutions[0].ror | https://ror.org/02f81g417 |
| authorships[8].institutions[0].type | education |
| authorships[8].institutions[0].lineage | https://openalex.org/I28022161 |
| authorships[8].institutions[0].country_code | SA |
| authorships[8].institutions[0].display_name | King Saud University |
| authorships[8].author_position | middle |
| authorships[8].raw_author_name | S. S. Askar |
| authorships[8].is_corresponding | False |
| authorships[8].raw_affiliation_strings | Department of Statistics and Operations Research, College of Science, King Saud University, P.O. Box 2455, 11451, Riyadh, Saudi Arabia |
| authorships[9].author.id | https://openalex.org/A5068555962 |
| authorships[9].author.orcid | https://orcid.org/0000-0003-2846-4707 |
| authorships[9].author.display_name | Mohamed Abouhawwash |
| authorships[9].countries | EG, US |
| authorships[9].affiliations[0].institution_ids | https://openalex.org/I159247623 |
| authorships[9].affiliations[0].raw_affiliation_string | Department of Mathematics, Faculty of Science, Mansoura University, Mansoura, 35516, Egypt |
| authorships[9].affiliations[1].institution_ids | https://openalex.org/I87216513 |
| authorships[9].affiliations[1].raw_affiliation_string | Department of Animal Science, Michigan State University, East Lansing, MI, 48824, USA |
| authorships[9].institutions[0].id | https://openalex.org/I159247623 |
| authorships[9].institutions[0].ror | https://ror.org/01k8vtd75 |
| authorships[9].institutions[0].type | education |
| authorships[9].institutions[0].lineage | https://openalex.org/I159247623 |
| authorships[9].institutions[0].country_code | EG |
| authorships[9].institutions[0].display_name | Mansoura University |
| authorships[9].institutions[1].id | https://openalex.org/I87216513 |
| authorships[9].institutions[1].ror | https://ror.org/05hs6h993 |
| authorships[9].institutions[1].type | education |
| authorships[9].institutions[1].lineage | https://openalex.org/I87216513 |
| authorships[9].institutions[1].country_code | US |
| authorships[9].institutions[1].display_name | Michigan State University |
| authorships[9].author_position | last |
| authorships[9].raw_author_name | Mohamed Abouhawwash |
| authorships[9].is_corresponding | False |
| authorships[9].raw_affiliation_strings | Department of Animal Science, Michigan State University, East Lansing, MI, 48824, USA, Department of Mathematics, Faculty of Science, Mansoura University, Mansoura, 35516, Egypt |
| has_content.pdf | True |
| has_content.grobid_xml | True |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://www.nature.com/articles/s41598-025-88745-3.pdf |
| open_access.oa_status | gold |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | Improved optimization based on parrot’s chaotic optimizer for solving complex problems in engineering and medical image segmentation |
| has_fulltext | False |
| is_retracted | False |
| updated_date | 2025-11-06T03:46:38.306776 |
| primary_topic.id | https://openalex.org/T10100 |
| primary_topic.field.id | https://openalex.org/fields/17 |
| primary_topic.field.display_name | Computer Science |
| primary_topic.score | 0.9980999827384949 |
| primary_topic.domain.id | https://openalex.org/domains/3 |
| primary_topic.domain.display_name | Physical Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/1702 |
| primary_topic.subfield.display_name | Artificial Intelligence |
| primary_topic.display_name | Metaheuristic Optimization Algorithms Research |
| related_works | https://openalex.org/W2004708907, https://openalex.org/W2377429601, https://openalex.org/W2386043911, https://openalex.org/W3171270255, https://openalex.org/W2368252804, https://openalex.org/W2379367191, https://openalex.org/W2352594230, https://openalex.org/W2112690272, https://openalex.org/W2380540883, https://openalex.org/W1522196789 |
| cited_by_count | 2 |
| counts_by_year[0].year | 2025 |
| counts_by_year[0].cited_by_count | 2 |
| locations_count | 4 |
| best_oa_location.id | doi:10.1038/s41598-025-88745-3 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S196734849 |
| best_oa_location.source.issn | 2045-2322 |
| best_oa_location.source.type | journal |
| best_oa_location.source.is_oa | True |
| best_oa_location.source.issn_l | 2045-2322 |
| best_oa_location.source.is_core | True |
| best_oa_location.source.is_in_doaj | True |
| best_oa_location.source.display_name | Scientific Reports |
| best_oa_location.source.host_organization | https://openalex.org/P4310319908 |
| best_oa_location.source.host_organization_name | Nature Portfolio |
| best_oa_location.source.host_organization_lineage | https://openalex.org/P4310319908, https://openalex.org/P4310319965 |
| best_oa_location.source.host_organization_lineage_names | Nature Portfolio, Springer Nature |
| best_oa_location.license | cc-by-nc-nd |
| best_oa_location.pdf_url | https://www.nature.com/articles/s41598-025-88745-3.pdf |
| best_oa_location.version | publishedVersion |
| best_oa_location.raw_type | journal-article |
| best_oa_location.license_id | https://openalex.org/licenses/cc-by-nc-nd |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | True |
| best_oa_location.raw_source_name | Scientific Reports |
| best_oa_location.landing_page_url | https://doi.org/10.1038/s41598-025-88745-3 |
| primary_location.id | doi:10.1038/s41598-025-88745-3 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S196734849 |
| primary_location.source.issn | 2045-2322 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | True |
| primary_location.source.issn_l | 2045-2322 |
| primary_location.source.is_core | True |
| primary_location.source.is_in_doaj | True |
| primary_location.source.display_name | Scientific Reports |
| primary_location.source.host_organization | https://openalex.org/P4310319908 |
| primary_location.source.host_organization_name | Nature Portfolio |
| primary_location.source.host_organization_lineage | https://openalex.org/P4310319908, https://openalex.org/P4310319965 |
| primary_location.source.host_organization_lineage_names | Nature Portfolio, Springer Nature |
| primary_location.license | cc-by-nc-nd |
| primary_location.pdf_url | https://www.nature.com/articles/s41598-025-88745-3.pdf |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | https://openalex.org/licenses/cc-by-nc-nd |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | Scientific Reports |
| primary_location.landing_page_url | https://doi.org/10.1038/s41598-025-88745-3 |
| publication_date | 2025-07-20 |
| publication_year | 2025 |
| referenced_works | https://openalex.org/W4390483947, https://openalex.org/W3163859886, https://openalex.org/W2996595443, https://openalex.org/W2971947047, https://openalex.org/W4391474108, https://openalex.org/W3084416146, https://openalex.org/W4380926574, https://openalex.org/W4285261721, https://openalex.org/W4367293168, https://openalex.org/W3011104345, https://openalex.org/W3025084046, https://openalex.org/W3196631891, https://openalex.org/W3009243406, https://openalex.org/W4205129187, https://openalex.org/W4223488242, https://openalex.org/W4210747461, https://openalex.org/W1999284878, https://openalex.org/W2093646596, https://openalex.org/W4286565494, https://openalex.org/W4323922821, https://openalex.org/W4312537919, https://openalex.org/W3126422911, https://openalex.org/W3188854349, https://openalex.org/W4283765943, https://openalex.org/W4292059111, https://openalex.org/W4392377338, https://openalex.org/W4391064545, https://openalex.org/W4206514762, https://openalex.org/W4389566238, https://openalex.org/W4328097674, https://openalex.org/W4372311959, https://openalex.org/W4392130001, https://openalex.org/W4318332840, https://openalex.org/W2152993703, https://openalex.org/W4401960321, https://openalex.org/W3034653956, https://openalex.org/W3036361249, https://openalex.org/W3027341029, https://openalex.org/W4391924759, https://openalex.org/W4213080281, https://openalex.org/W3096513172, https://openalex.org/W2290883490, https://openalex.org/W4306922461, https://openalex.org/W2232317135, https://openalex.org/W3168104563, https://openalex.org/W4401733243, https://openalex.org/W2902421512, https://openalex.org/W3139484821, https://openalex.org/W3090396243, https://openalex.org/W4301143538, https://openalex.org/W3126996778, https://openalex.org/W4290613470, https://openalex.org/W3201193820, https://openalex.org/W3093844748, https://openalex.org/W4206602097, https://openalex.org/W2790510783 |
| referenced_works_count | 56 |
| abstract_inverted_index.A | 30 |
| abstract_inverted_index.a | 98, 112, 149 |
| abstract_inverted_index.23 | 135 |
| abstract_inverted_index.In | 180 |
| abstract_inverted_index.PO | 55, 76, 165 |
| abstract_inverted_index.an | 72 |
| abstract_inverted_index.as | 60, 138, 140 |
| abstract_inverted_index.be | 224 |
| abstract_inverted_index.by | 39, 78, 97 |
| abstract_inverted_index.in | 172 |
| abstract_inverted_index.is | 37, 95 |
| abstract_inverted_index.it | 182 |
| abstract_inverted_index.of | 42, 49, 122, 152, 174, 208 |
| abstract_inverted_index.on | 21, 117, 226 |
| abstract_inverted_index.or | 65 |
| abstract_inverted_index.to | 8, 19, 45, 62, 74, 82, 101, 111, 187, 194 |
| abstract_inverted_index.CEC | 142, 145 |
| abstract_inverted_index.CPO | 124, 159, 220 |
| abstract_inverted_index.Its | 199 |
| abstract_inverted_index.The | 87, 120, 155, 219 |
| abstract_inverted_index.and | 27, 105, 144, 177 |
| abstract_inverted_index.are | 2, 5 |
| abstract_inverted_index.but | 167 |
| abstract_inverted_index.for | 215 |
| abstract_inverted_index.has | 126, 183 |
| abstract_inverted_index.its | 192, 212 |
| abstract_inverted_index.may | 56 |
| abstract_inverted_index.not | 161 |
| abstract_inverted_index.six | 169 |
| abstract_inverted_index.the | 22, 25, 33, 40, 47, 54, 75, 123, 163, 227 |
| abstract_inverted_index.2019 | 143 |
| abstract_inverted_index.2020 | 146 |
| abstract_inverted_index.IEEE | 141 |
| abstract_inverted_index.This | 69 |
| abstract_inverted_index.also | 168, 204 |
| abstract_inverted_index.been | 127, 184 |
| abstract_inverted_index.code | 222 |
| abstract_inverted_index.maps | 81 |
| abstract_inverted_index.only | 162 |
| abstract_inverted_index.show | 157 |
| abstract_inverted_index.slow | 66 |
| abstract_inverted_index.such | 59 |
| abstract_inverted_index.that | 158 |
| abstract_inverted_index.used | 7 |
| abstract_inverted_index.well | 139 |
| abstract_inverted_index.wide | 150 |
| abstract_inverted_index.will | 223 |
| abstract_inverted_index.with | 201 |
| abstract_inverted_index.(PO), | 36 |
| abstract_inverted_index.Kapur | 202 |
| abstract_inverted_index.These | 13 |
| abstract_inverted_index.after | 231 |
| abstract_inverted_index.avoid | 102 |
| abstract_inverted_index.based | 116 |
| abstract_inverted_index.local | 103 |
| abstract_inverted_index.maps. | 119 |
| abstract_inverted_index.paper | 70 |
| abstract_inverted_index.range | 151 |
| abstract_inverted_index.reach | 106 |
| abstract_inverted_index.solve | 9, 83, 195 |
| abstract_inverted_index.speed | 176 |
| abstract_inverted_index.terms | 173 |
| abstract_inverted_index.three | 188 |
| abstract_inverted_index.using | 134 |
| abstract_inverted_index.which | 1 |
| abstract_inverted_index.while | 52 |
| abstract_inverted_index.(CPO), | 94 |
| abstract_inverted_index.Github | 228 |
| abstract_inverted_index.Parrot | 34, 92 |
| abstract_inverted_index.better | 99 |
| abstract_inverted_index.called | 90 |
| abstract_inverted_index.minima | 104 |
| abstract_inverted_index.recent | 31, 170 |
| abstract_inverted_index.source | 221 |
| abstract_inverted_index.speed. | 68 |
| abstract_inverted_index.strong | 213 |
| abstract_inverted_index.thanks | 110 |
| abstract_inverted_index.Chaotic | 91 |
| abstract_inverted_index.ability | 100, 193 |
| abstract_inverted_index.applied | 186 |
| abstract_inverted_index.chaotic | 80, 118 |
| abstract_inverted_index.complex | 10, 84, 189 |
| abstract_inverted_index.dynamic | 113 |
| abstract_inverted_index.enabled | 205 |
| abstract_inverted_index.entropy | 203 |
| abstract_inverted_index.images, | 210 |
| abstract_inverted_index.improve | 46 |
| abstract_inverted_index.medical | 209 |
| abstract_inverted_index.optimal | 108 |
| abstract_inverted_index.parrots | 44 |
| abstract_inverted_index.phases. | 29 |
| abstract_inverted_index.precise | 206 |
| abstract_inverted_index.results | 156 |
| abstract_inverted_index.through | 130 |
| abstract_inverted_index.However, | 51 |
| abstract_inverted_index.account: | 229 |
| abstract_inverted_index.behavior | 41 |
| abstract_inverted_index.commonly | 6 |
| abstract_inverted_index.converge | 20 |
| abstract_inverted_index.covering | 148 |
| abstract_inverted_index.critical | 216 |
| abstract_inverted_index.domestic | 43 |
| abstract_inverted_index.globally | 107 |
| abstract_inverted_index.improved | 88 |
| abstract_inverted_index.in-depth | 131 |
| abstract_inverted_index.inspired | 38 |
| abstract_inverted_index.multiple | 16 |
| abstract_inverted_index.optimum, | 23 |
| abstract_inverted_index.original | 164 |
| abstract_inverted_index.proposes | 71 |
| abstract_inverted_index.quality. | 179 |
| abstract_inverted_index.solution | 178 |
| abstract_inverted_index.strategy | 115 |
| abstract_inverted_index.Optimizer | 35, 93 |
| abstract_inverted_index.addition, | 181 |
| abstract_inverted_index.algorithm | 77, 125 |
| abstract_inverted_index.analysis, | 133 |
| abstract_inverted_index.available | 225 |
| abstract_inverted_index.balancing | 24 |
| abstract_inverted_index.benchmark | 136 |
| abstract_inverted_index.diversity | 48 |
| abstract_inverted_index.encounter | 57 |
| abstract_inverted_index.evaluated | 129 |
| abstract_inverted_index.functions | 137 |
| abstract_inverted_index.potential | 17, 214 |
| abstract_inverted_index.problems. | 12, 86, 198 |
| abstract_inverted_index.solutions | 18, 64, 109 |
| abstract_inverted_index.algorithm, | 32, 89, 166 |
| abstract_inverted_index.algorithms | 14 |
| abstract_inverted_index.biomedical | 217 |
| abstract_inverted_index.manipulate | 15 |
| abstract_inverted_index.promising, | 53 |
| abstract_inverted_index.rigorously | 128 |
| abstract_inverted_index.solutions. | 50 |
| abstract_inverted_index.acceptance. | 232 |
| abstract_inverted_index.algorithms, | 4 |
| abstract_inverted_index.benchmarks, | 147 |
| abstract_inverted_index.challenges. | 154 |
| abstract_inverted_index.convergence | 61, 67, 175 |
| abstract_inverted_index.engineering | 190 |
| abstract_inverted_index.exploration | 26 |
| abstract_inverted_index.improvement | 73 |
| abstract_inverted_index.integrating | 79 |
| abstract_inverted_index.integration | 200 |
| abstract_inverted_index.outperforms | 160 |
| abstract_inverted_index.real-world, | 196 |
| abstract_inverted_index.statistical | 132 |
| abstract_inverted_index.sub-optimal | 63 |
| abstract_inverted_index.underlining | 211 |
| abstract_inverted_index.difficulties | 58 |
| abstract_inverted_index.exploitation | 28 |
| abstract_inverted_index.illustrating | 191 |
| abstract_inverted_index.optimization | 11, 85, 153 |
| abstract_inverted_index.segmentation | 207 |
| abstract_inverted_index.successfully | 185 |
| abstract_inverted_index.applications. | 218 |
| abstract_inverted_index.characterized | 96 |
| abstract_inverted_index.effectiveness | 121 |
| abstract_inverted_index.metaheuristics | 171 |
| abstract_inverted_index.Metaheuristics, | 0 |
| abstract_inverted_index.diversification | 114 |
| abstract_inverted_index.general-purpose | 3 |
| abstract_inverted_index.multi-constraint | 197 |
| [email protected] | 230 |
| cited_by_percentile_year.max | 97 |
| cited_by_percentile_year.min | 95 |
| corresponding_author_ids | https://openalex.org/A5046704374 |
| countries_distinct_count | 4 |
| institutions_distinct_count | 10 |
| corresponding_institution_ids | https://openalex.org/I119856527 |
| citation_normalized_percentile.value | 0.97756479 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | True |