{"id":"W1998835410","doi":"10.1115/1.1592812","title":"Analysis of Electromagnetic Nonlinearities in Stage Control of a Stepper Motor and Spool Valve","year":2003,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Iterative Learning Control Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Control theory (sociology); Stepper; Saturation (graph theory); Hysteresis; Switched reluctance motor; Torque; Rotor (electric); Electromagnetic coil; Engineering; Control engineering; Computer science; Mathematics; Materials science; Physics; Mechanical engineering; Control (management)","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":[],"consensus_categories":[],"category_scores_codex":[0.002256078,0.0002116874,0.00127582,0.0007373815,0.0000221627,0.00004220892,0.00009441794,0.00009060388,0.000006589816],"category_scores_gemma":[0.0001927873,0.0001800498,0.000231117,0.0002903322,0.00004721992,0.000124853,0.000003583128,0.0002143326,1.973622e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001462594,"about_ca_system_score_gemma":0.00005924855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005293948,"about_ca_topic_score_gemma":0.00009158107,"domain_scores_codex":[0.9973754,0.0004427159,0.001212505,0.000128848,0.0005984394,0.0002421248],"domain_scores_gemma":[0.9985776,0.00017729,0.0005539358,0.0001416717,0.000469539,0.0000799804],"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":[0.0006077728,0.0001892942,0.2234598,0.001477316,0.01252836,0.00003238624,0.001765175,0.06797197,0.6902352,0.0004898633,0.000008090787,0.001234732],"study_design_scores_gemma":[0.01211592,0.001064482,0.1128492,0.0006737227,0.002282885,0.00004439965,0.001187117,0.8691686,0.0001292532,0.000007924094,0.0001773849,0.0002991176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9442141,0.03327155,0.02155566,0.00001750865,0.0002503016,0.0005411615,0.00003511386,0.0000106307,0.0001039559],"genre_scores_gemma":[0.99972,0.00008188764,0.00005072287,0.000005951029,0.00004021375,0.00001417639,5.555301e-7,0.0000205014,0.00006600975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8011966,"threshold_uncertainty_score":0.7342219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005875133640079661,"score_gpt":0.1928084352021338,"score_spread":0.1869333015620542,"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."}}