{"id":"W4283374539","doi":"10.1002/cjce.24513","title":"Extremum‐seeking control for unknown static maps with mixed actuator nonlinearity","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","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); Actuator; Nonlinear system; Filter (signal processing); Stability (learning theory); Stability theory; Controller (irrigation); Control (management); Scale (ratio); Computer science; Mathematical optimization; Engineering; Mathematics; Control engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006378513,0.000220628,0.0003917778,0.0001810371,0.0001645449,0.00008536583,0.0004866208,0.00005454761,0.00002751256],"category_scores_gemma":[0.00018374,0.0001783946,0.0001395436,0.0002220637,0.00003740694,0.00010072,0.00001324187,0.000677436,0.000001169841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007106526,"about_ca_system_score_gemma":0.0003298183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002825662,"about_ca_topic_score_gemma":0.0004332597,"domain_scores_codex":[0.9985763,0.00003176671,0.0004493424,0.0001136702,0.0003069596,0.0005219303],"domain_scores_gemma":[0.9987552,0.0003919642,0.0001211304,0.0002180168,0.0001097318,0.0004039284],"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":[0.0000873129,0.00001332066,0.0001318494,0.0001840228,0.0004732044,0.000117237,0.0006701908,0.5858591,0.4090733,0.0005599133,0.001807106,0.00102341],"study_design_scores_gemma":[0.001812026,0.00008723601,0.00002229801,0.00008869506,0.0001113217,0.0004086886,0.00004958006,0.9733931,0.001357705,0.0001054307,0.02226812,0.0002957945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4859434,0.002628357,0.5034772,0.002266874,0.003356537,0.001348245,0.0003941357,0.0002893595,0.0002959498],"genre_scores_gemma":[0.9977646,5.431353e-7,0.001594941,0.00007630853,0.0004081713,0.00004274992,0.000006933869,0.00008642326,0.00001933814],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5118212,"threshold_uncertainty_score":0.7274719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007049439579838969,"score_gpt":0.1724972368089889,"score_spread":0.1654477972291499,"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."}}