{"id":"W2036042742","doi":"10.3182/20140824-6-za-1003.02492","title":"A proportional integral extremum-seeking control approach","year":2014,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Control theory (sociology); Mathematics; Nonlinear system; Function (biology); Mathematical optimization; Control (management); Applied mathematics; Computer science; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006380792,0.0003923601,0.000505821,0.0002128651,0.0001482371,0.0002513864,0.0003949951,0.0002018888,0.00003826366],"category_scores_gemma":[0.0002229166,0.0003716716,0.0001670637,0.0002777892,0.00009093976,0.0004640721,0.00003717769,0.0004063032,0.0001146009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001651591,"about_ca_system_score_gemma":0.00002315965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003075398,"about_ca_topic_score_gemma":0.000004423832,"domain_scores_codex":[0.9978167,0.00001686357,0.000553974,0.0004535617,0.0005035462,0.0006553422],"domain_scores_gemma":[0.9992396,0.00005634359,0.0001352298,0.0001821088,0.000210936,0.0001758354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001620208,0.0003046335,0.1892863,0.001935268,0.0008143486,0.000009679184,0.003705204,0.002510445,0.667687,0.04147033,0.03040227,0.06171254],"study_design_scores_gemma":[0.001057949,0.00005776579,0.00272357,0.00009978957,0.00004384612,0.00006488188,0.0001944478,0.9758509,0.000125011,0.0008463527,0.01845585,0.0004796513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1148231,0.0008272257,0.7030879,0.0002539971,0.001359244,0.001232412,0.00001746178,0.003954175,0.1744445],"genre_scores_gemma":[0.9937605,0.000004411369,0.00415021,0.00009196757,0.0009671124,0.0001981088,0.000009839232,0.0001100594,0.0007078063],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9733405,"threshold_uncertainty_score":0.9998735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00547878245462901,"score_gpt":0.1768656398206295,"score_spread":0.1713868573660005,"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."}}