{"id":"W3159890426","doi":"10.18280/jesa.540217","title":"Feedforward Neural Network-DTC of Multi-phase Permanent Magnet Synchronous Motor Using Five-Phase Neural Space Vector Pulse Width Modulation Strategy","year":2021,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Sensorless Control of Electric Motors","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Control theory (sociology); Torque ripple; Total harmonic distortion; Stator; Direct torque control; Pulse-width modulation; Computer science; Torque; Space vector modulation; Feed forward; Ripple; Induction motor; MATLAB; Voltage; Physics; Engineering; Control engineering; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004118516,0.0004058536,0.000337109,0.0002438875,0.0003387659,0.0004700874,0.000564175,0.0006293467,0.001487911],"category_scores_gemma":[0.000628645,0.0001725248,0.0002526553,0.0002626983,0.0002332802,0.0004065754,0.0002195907,0.0003932945,0.0001722498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004901584,"about_ca_system_score_gemma":0.0005311086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006507496,"about_ca_topic_score_gemma":0.007082948,"domain_scores_codex":[0.9998141,0.00003396289,0.00001744725,0.00004195053,0.00007060371,0.00002211584],"domain_scores_gemma":[0.9997758,0.0000677371,0.00002663033,0.00001283976,0.0001082051,0.000008843657],"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":[0.0002504181,0.0001716813,0.0008710021,0.0003839098,0.00007361394,0.0002066794,0.0001210457,0.6661334,0.01840372,0.004702965,0.001671684,0.3070098],"study_design_scores_gemma":[0.00001491017,0.0001040351,0.0002993483,0.0000135076,0.00001260748,0.00002963817,0.000005758544,0.99585,0.002569611,0.0003959634,0.0006985358,0.000006227047],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09242906,0.001417905,0.8885444,0.0003188258,0.0003343972,0.0001720086,0.00005900787,0.0009400685,0.01578442],"genre_scores_gemma":[0.9542415,0.0002924066,0.04084662,0.00008090558,0.00002642796,0.0001116183,0.00005949083,0.00001440929,0.0043267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006507496,"threshold_uncertainty_score":0.01293921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02222450282587598,"score_gpt":0.2701313299146241,"score_spread":0.2479068270887481,"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."}}