{"id":"W4409084574","doi":"10.18280/mmep.120335","title":"New Meta-Heuristic Computer-Oriented Algorithms to Solve Unconstrained Optimization Problems","year":2025,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Robotic Path Planning Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Mosul","keywords":"Meta heuristic; Heuristic; Computer science; Algorithm; Mathematical optimization; Mathematics; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009536739,0.00117243,0.0008667863,0.001051731,0.0003946076,0.001014469,0.001469058,0.001199721,0.001950469],"category_scores_gemma":[0.002086817,0.000528785,0.0009828232,0.001403935,0.0008219108,0.0008929061,0.0008523348,0.001561722,0.0006608158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005779479,"about_ca_system_score_gemma":0.0008747418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001379697,"about_ca_topic_score_gemma":0.0020419,"domain_scores_codex":[0.999592,0.0001487719,0.00002419342,0.00004288249,0.0001700279,0.00002212152],"domain_scores_gemma":[0.9995525,0.0002435245,0.00004964725,0.00004988921,0.00008655876,0.0000177802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003209634,0.00005716369,0.0002719004,0.0002185869,0.0001396317,0.00006380782,0.00006049817,0.8020166,0.001961797,0.06958725,0.002772062,0.1228187],"study_design_scores_gemma":[0.00001449832,0.00002100791,0.00004584717,0.00001757883,0.00001078237,0.00002706394,0.000004872126,0.9861476,0.0004649079,0.008825188,0.004413875,0.000006745324],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001540717,0.0008101854,0.9945785,0.0000967574,0.0000934572,0.00005056739,0.00001583056,0.0001267599,0.002687232],"genre_scores_gemma":[0.07234754,0.001425241,0.9207922,0.0001910498,0.0001541978,0.0006077734,0.0001029118,0.0001201717,0.004258915],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001950469,"threshold_uncertainty_score":0.00652498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0293129112836424,"score_gpt":0.230087210027798,"score_spread":0.2007742987441556,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}