{"id":"W4388918492","doi":"10.1016/j.ifacol.2023.10.913","title":"Distributed extremum-seeking control with nonlinear gain for a class of optimization problems","year":2023,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Nonlinear system; Convergence (economics); Controller (irrigation); Class (philosophy); Computer science; Mathematical optimization; Control (management); Mathematics; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007439645,0.0007504717,0.0007171613,0.0002599189,0.0003236107,0.0006089615,0.0007502303,0.0007954191,0.0009911106],"category_scores_gemma":[0.00114039,0.0002421894,0.0003829134,0.0002924833,0.0008412091,0.000542719,0.000754388,0.0008980801,0.0001506452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000485607,"about_ca_system_score_gemma":0.000491833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001121784,"about_ca_topic_score_gemma":0.001004473,"domain_scores_codex":[0.9997444,0.0001018158,0.000008486607,0.00005238452,0.00006430624,0.00002865965],"domain_scores_gemma":[0.9997005,0.0001685701,0.00004271522,0.00002126318,0.00005229253,0.00001468431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006296795,0.00004244524,0.0001864962,0.00008386032,0.00003554674,0.00008079464,0.00005746489,0.929345,0.007332202,0.03064729,0.0006719782,0.03145402],"study_design_scores_gemma":[0.00001004434,0.00002768604,0.00002882838,0.000002441319,0.000002536115,0.000009598262,0.000003137148,0.9964509,0.0004379005,0.002751735,0.0002725638,0.000002706434],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007739527,0.0001273576,0.9904305,0.00009223721,0.00001826825,0.00001255559,0.000003877376,0.00005535575,0.001520246],"genre_scores_gemma":[0.8594274,0.0002953573,0.1367953,0.00008363717,0.00006059041,0.0001404799,0.00002273855,0.00003535771,0.00313915],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001121784,"threshold_uncertainty_score":0.003934562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01129722362998807,"score_gpt":0.2104661633186663,"score_spread":0.1991689396886783,"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."}}