{"id":"W2153004631","doi":"10.1177/0142331214568605","title":"Identification of closed-loop non-linear systems with structure optimization","year":2015,"lang":"en","type":"article","venue":"Transactions of the Institute of Measurement and Control","topic":"Control Systems and Identification","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Control theory (sociology); Transfer function; Linear system; Multivariable calculus; System identification; Identification (biology); Open-loop controller; Noise (video); Closed loop; Closed-loop transfer function; Linear model; Computer science; Mathematics; Engineering; Control engineering; Data modeling; Control (management); 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":[0.0007135974,0.0005267321,0.0006349298,0.0002743858,0.0002721949,0.0004621386,0.0003390887,0.0004041697,0.0009578195],"category_scores_gemma":[0.001867037,0.0002813305,0.0003718219,0.0001775766,0.0004035573,0.0004622818,0.00056827,0.000601495,0.0002809828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002520226,"about_ca_system_score_gemma":0.0005427635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000933848,"about_ca_topic_score_gemma":0.001322145,"domain_scores_codex":[0.9995353,0.0001511372,0.0000313916,0.00007975466,0.0001724315,0.00003008714],"domain_scores_gemma":[0.9991893,0.0004568615,0.0001184314,0.00009536357,0.0001283905,0.00001162511],"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":[0.000175266,0.0001599147,0.001125665,0.0004180966,0.00009793082,0.0001550298,0.0002382988,0.7335507,0.09651906,0.009672614,0.0004042122,0.1574832],"study_design_scores_gemma":[0.00001090439,0.00009210625,0.0006219767,0.000006955327,0.000007778099,0.00002753352,0.00001192034,0.9883088,0.008986364,0.001320322,0.0005995856,0.000005711624],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03402441,0.0001225103,0.9639751,0.00004061411,0.00001332696,0.00006491126,0.00002053255,0.0003729686,0.001365496],"genre_scores_gemma":[0.808529,0.0001701628,0.1882763,0.00003633913,0.00001272037,0.0003259953,0.0001213915,0.00006112731,0.002466957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0009578195,"threshold_uncertainty_score":0.003773928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01563594887905559,"score_gpt":0.1894207689282889,"score_spread":0.1737848200492333,"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."}}