{"id":"W2803255067","doi":"10.1002/oca.2439","title":"Model‐free online tuning of controller parameters using a globalized local search algorithm","year":2018,"lang":"en","type":"article","venue":"Optimal Control Applications and Methods","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Research Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Government College University, Lahore; University of Manitoba","keywords":"Controller (irrigation); Computer science; Control theory (sociology); Position (finance); Online algorithm; Mode (computer interface); Algorithm; Control engineering; Control (management); Engineering; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005429786,0.0007812644,0.0008771194,0.0004170255,0.00033274,0.0007732235,0.0009307381,0.0008581227,0.002242157],"category_scores_gemma":[0.001207636,0.000430771,0.0005953194,0.0002712697,0.0005143978,0.0004564806,0.0006315209,0.0008394999,0.0005642539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004522682,"about_ca_system_score_gemma":0.0011607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004957713,"about_ca_topic_score_gemma":0.004541356,"domain_scores_codex":[0.9996624,0.00010345,0.00001676582,0.00007901571,0.00009933386,0.0000389978],"domain_scores_gemma":[0.9995111,0.0002423718,0.00006431885,0.00006853447,0.00009609866,0.00001741668],"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":[0.0001058815,0.00007371013,0.0002940803,0.00008187714,0.00005390085,0.00003804171,0.00005764525,0.9068007,0.009323506,0.002811478,0.0009839328,0.07937516],"study_design_scores_gemma":[0.000009340396,0.00002144798,0.00004566078,0.000002684068,0.000004039047,0.000006436136,0.000002128361,0.9984864,0.0009277025,0.0002622022,0.0002289231,0.000003063756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01103592,0.00009782956,0.985509,0.00004767082,0.00001449661,0.00002461036,0.0000135057,0.001100095,0.00215695],"genre_scores_gemma":[0.7010194,0.00008723277,0.2951622,0.00009984952,0.0000194705,0.0002186608,0.0000818186,0.0001990434,0.003112324],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004957713,"threshold_uncertainty_score":0.009857714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03565308789454076,"score_gpt":0.3446579200835681,"score_spread":0.3090048321890274,"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."}}