{"id":"W2089903253","doi":"10.1016/j.conengprac.2008.03.003","title":"High dynamics control under voltage/current and harmonic constraints: SM-PMSM application for AC railways","year":2008,"lang":"en","type":"article","venue":"Control Engineering Practice","topic":"Railway Systems and Energy Efficiency","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Nottingham; Lakehead University; Areva","keywords":"Harmonic; Control theory (sociology); Voltage; Current (fluid); Dynamics (music); Control (management); Control engineering; Engineering; Computer science; Electrical engineering; Physics; Acoustics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004119482,0.000335031,0.0004198626,0.0001245522,0.0001515212,0.0000587131,0.0001713722,0.0001519946,0.000006863756],"category_scores_gemma":[0.0003636314,0.0003542492,0.00009299867,0.0001633393,0.00007310974,0.0004142207,0.00001440648,0.0003176186,0.00001638716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001948164,"about_ca_system_score_gemma":0.00004890589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003817115,"about_ca_topic_score_gemma":0.00000649479,"domain_scores_codex":[0.9984941,0.00002420566,0.0004441748,0.0003479039,0.0002021292,0.0004875055],"domain_scores_gemma":[0.9984232,0.0008055037,0.0001130075,0.0003324351,0.0001492848,0.0001765936],"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":[0.00004141051,0.00004805377,0.00002848757,0.0001553747,0.0001799238,0.000005884371,0.00009220105,0.9603653,0.003485509,0.0193834,0.0002610745,0.01595339],"study_design_scores_gemma":[0.00312491,0.00005585628,0.0008149897,0.00003669495,0.0001265602,0.0001246208,0.00005210672,0.9620326,0.00007292265,0.00004212385,0.03311941,0.0003971865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007888507,0.003207472,0.9858269,0.00031812,0.001085205,0.0007636267,0.00008637516,0.0005684193,0.000255363],"genre_scores_gemma":[0.9971884,0.0003580356,0.001476226,0.00009975089,0.0003255088,0.0003890677,0.0000301101,0.00008828326,0.00004464416],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9892999,"threshold_uncertainty_score":0.9998909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007439036876986378,"score_gpt":0.2068998761042377,"score_spread":0.1994608392272513,"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."}}