Algorithmic Component Ablation Analysis.
<p>(A) Performance comparison across five algorithm configurations with 95% confidence intervals and statistical significance markers (***p < 0.001). (B) Individual component contributions to total algorithmic improvement, showing cumulative effects and synergy analysis.</p>
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2025
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| _version_ | 1849927629646331904 |
|---|---|
| author | Kewei Wang (556371) |
| author2 | Kekun Fan (22683234) Yuhong Chen (120972) |
| author2_role | author author |
| author_facet | Kewei Wang (556371) Kekun Fan (22683234) Yuhong Chen (120972) |
| author_role | author |
| dc.creator.none.fl_str_mv | Kewei Wang (556371) Kekun Fan (22683234) Yuhong Chen (120972) |
| dc.date.none.fl_str_mv | 2025-11-25T18:24:18Z |
| dc.identifier.none.fl_str_mv | 10.1371/journal.pone.0336993.g003 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/figure/Algorithmic_Component_Ablation_Analysis_/30713313 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Science Policy Space Science Biological Sciences not elsewhere classified utilizes hierarchical optimization transcend conventional optimization sustainable local systems strategic network reconfiguration operational vehicle routing offering significant policy generate excessive costs cold chain logistics systematic transformation framework systematic transformation framework reveals systematically resolved study develops structural dependencies service objectives regional distribution regional dependencies quality deterioration product freshness practical implications practical conditions level improvements level improvement inefficient networks enabling emergent empirically validates concurrent outcomes carbon emissions apparent trade 001 ), |
| dc.title.none.fl_str_mv | Algorithmic Component Ablation Analysis. |
| dc.type.none.fl_str_mv | Image Figure info:eu-repo/semantics/publishedVersion image |
| description | <p>(A) Performance comparison across five algorithm configurations with 95% confidence intervals and statistical significance markers (***p < 0.001). (B) Individual component contributions to total algorithmic improvement, showing cumulative effects and synergy analysis.</p> |
| eu_rights_str_mv | openAccess |
| id | Manara_a3d858780df7d9599fbdb2da342bc0ea |
| identifier_str_mv | 10.1371/journal.pone.0336993.g003 |
| network_acronym_str | Manara |
| network_name_str | ManaraRepo |
| oai_identifier_str | oai:figshare.com:article/30713313 |
| publishDate | 2025 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | Algorithmic Component Ablation Analysis.Kewei Wang (556371)Kekun Fan (22683234)Yuhong Chen (120972)Science PolicySpace ScienceBiological Sciences not elsewhere classifiedutilizes hierarchical optimizationtranscend conventional optimizationsustainable local systemsstrategic network reconfigurationoperational vehicle routingoffering significant policygenerate excessive costscold chain logisticssystematic transformation frameworksystematic transformationframework revealssystematically resolvedstudy developsstructural dependenciesservice objectivesregional distributionregional dependenciesquality deteriorationproduct freshnesspractical implicationspractical conditionslevel improvementslevel improvementinefficient networksenabling emergentempirically validatesconcurrent outcomescarbon emissionsapparent trade001 ),<p>(A) Performance comparison across five algorithm configurations with 95% confidence intervals and statistical significance markers (***p < 0.001). (B) Individual component contributions to total algorithmic improvement, showing cumulative effects and synergy analysis.</p>2025-11-25T18:24:18ZImageFigureinfo:eu-repo/semantics/publishedVersionimage10.1371/journal.pone.0336993.g003https://figshare.com/articles/figure/Algorithmic_Component_Ablation_Analysis_/30713313CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/307133132025-11-25T18:24:18Z |
| spellingShingle | Algorithmic Component Ablation Analysis. Kewei Wang (556371) Science Policy Space Science Biological Sciences not elsewhere classified utilizes hierarchical optimization transcend conventional optimization sustainable local systems strategic network reconfiguration operational vehicle routing offering significant policy generate excessive costs cold chain logistics systematic transformation framework systematic transformation framework reveals systematically resolved study develops structural dependencies service objectives regional distribution regional dependencies quality deterioration product freshness practical implications practical conditions level improvements level improvement inefficient networks enabling emergent empirically validates concurrent outcomes carbon emissions apparent trade 001 ), |
| status_str | publishedVersion |
| title | Algorithmic Component Ablation Analysis. |
| title_full | Algorithmic Component Ablation Analysis. |
| title_fullStr | Algorithmic Component Ablation Analysis. |
| title_full_unstemmed | Algorithmic Component Ablation Analysis. |
| title_short | Algorithmic Component Ablation Analysis. |
| title_sort | Algorithmic Component Ablation Analysis. |
| topic | Science Policy Space Science Biological Sciences not elsewhere classified utilizes hierarchical optimization transcend conventional optimization sustainable local systems strategic network reconfiguration operational vehicle routing offering significant policy generate excessive costs cold chain logistics systematic transformation framework systematic transformation framework reveals systematically resolved study develops structural dependencies service objectives regional distribution regional dependencies quality deterioration product freshness practical implications practical conditions level improvements level improvement inefficient networks enabling emergent empirically validates concurrent outcomes carbon emissions apparent trade 001 ), |