{"id":"W7116852785","doi":"10.1109/sepoc67005.2025.11297685","title":"Nested Optimization-Based Current Shaping for Torque Ripple and Losses Mitigation in SRMs","year":2025,"lang":"","type":"article","venue":"","topic":"Electric Motor Design and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Control theory (sociology); Torque; Torque ripple; Direct torque control; Rotor (electric); Switched reluctance motor; Stall torque; Nonlinear system; Current (fluid)","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":[0.0006340391,0.0006437098,0.000799044,0.000339538,0.0002022968,0.0004069845,0.0006999046,0.0004063499,0.0007254768],"category_scores_gemma":[0.001201978,0.0003998436,0.0004381462,0.0002227923,0.0005148327,0.0004177233,0.000485884,0.0004318828,0.0002451576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004287703,"about_ca_system_score_gemma":0.0006117877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001529808,"about_ca_topic_score_gemma":0.001585584,"domain_scores_codex":[0.9996549,0.00009395204,0.00001808321,0.00005215592,0.0001449178,0.0000360261],"domain_scores_gemma":[0.999621,0.0001392584,0.00009995455,0.00003566876,0.00007954766,0.00002444742],"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":[0.00007942133,0.00005364366,0.000250006,0.00006129951,0.0000227298,0.00004438411,0.00008679138,0.9326323,0.02192108,0.002946742,0.0002581704,0.0416435],"study_design_scores_gemma":[0.000008348809,0.0000400209,0.00007851367,0.000003615809,0.000004139753,0.00001008161,0.000004565321,0.9965749,0.002334559,0.0006995922,0.0002380738,0.000003663703],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0337692,0.0001164215,0.9642532,0.00004083839,0.00001283272,0.00002969563,0.000009613071,0.0003450874,0.001422965],"genre_scores_gemma":[0.8078714,0.00009729558,0.1904625,0.00004422035,0.00001365767,0.0001023037,0.00003009665,0.00009279318,0.00128571],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001529808,"threshold_uncertainty_score":0.003353179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0143242290446804,"score_gpt":0.256188785227249,"score_spread":0.2418645561825686,"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."}}