{"id":"W4288771473","doi":"10.1109/jestie.2022.3195094","title":"Induction Machine Emulation for Variable Frequency Drive Converter Faults","year":2022,"lang":"en","type":"article","venue":"IEEE Journal of Emerging and Selected Topics in Industrial Electronics","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Emulation; Upgrade; Fault (geology); Voltage; Engineering; Computer science; Electronic engineering; Embedded system; Electrical engineering","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":[0.0001658946,0.0003989835,0.0002533259,0.0002105277,0.0001309582,0.0002613076,0.00030258,0.0003090332,0.001704968],"category_scores_gemma":[0.0004764855,0.0000764918,0.0002022287,0.0001615818,0.0001208373,0.0004307578,0.0002180761,0.0003670384,0.0003206542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002151953,"about_ca_system_score_gemma":0.000150753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007012593,"about_ca_topic_score_gemma":0.0005627228,"domain_scores_codex":[0.9999092,0.00002610703,0.000004050172,0.000008403564,0.00004290125,0.000009355035],"domain_scores_gemma":[0.9998649,0.00004971147,0.00001803264,0.00003111381,0.00003134298,0.000004916445],"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":[0.0004359917,0.0001467311,0.003985418,0.0002483954,0.00003231681,0.0004751979,0.0002293581,0.7729959,0.08447056,0.007997512,0.002127368,0.1268552],"study_design_scores_gemma":[0.00001627809,0.0001823023,0.001382268,0.00001253732,0.00001007256,0.000146944,0.00003164026,0.9578354,0.03602155,0.001049562,0.00330364,0.000007925567],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3169165,0.0002341758,0.6651481,0.0001659515,0.00009396169,0.00009365662,0.0001871912,0.002182163,0.0149784],"genre_scores_gemma":[0.9851238,0.0000826063,0.0119896,0.00001494931,0.000004689755,0.00002337434,0.0001012065,0.00005854961,0.00260123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001704968,"threshold_uncertainty_score":0.005703688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01613201960293675,"score_gpt":0.2351176559244964,"score_spread":0.2189856363215596,"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."}}