{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004728202,0.0001213106,0.0002651117,0.0002449726,0.0001310765,0.00002917047,0.00009492091,0.0001212664,0.00003357766],"category_scores_gemma":[0.000083473,0.0001267651,0.00004810633,0.0004388439,0.000007649747,0.000177225,0.000006795351,0.0007421604,1.7782e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003284831,"about_ca_system_score_gemma":0.0001777407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004263854,"about_ca_topic_score_gemma":0.00002169271,"domain_scores_codex":[0.9987764,0.0001039619,0.0005609295,0.0001059523,0.0002012252,0.0002515753],"domain_scores_gemma":[0.9994617,0.00008095335,0.00018679,0.00007223991,0.0001490537,0.00004928448],"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":[0.000396023,0.00009634693,0.00430682,0.00004633414,0.0003370215,0.000007707371,0.001270394,0.9130831,0.03299096,0.003306198,0.00225688,0.04190221],"study_design_scores_gemma":[0.006881984,0.0008448541,0.000416827,0.00004864987,0.00008635544,0.0001108182,0.0002038796,0.9488879,0.001076222,0.003476358,0.03762591,0.0003402016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9667172,0.001557888,0.02570043,0.0003730346,0.004608408,0.000526392,0.00001542092,0.00006629844,0.0004349642],"genre_scores_gemma":[0.9987313,0.00008206887,0.0001967698,0.00002131228,0.0007819486,0.00001298328,0.00001515756,0.00002010814,0.0001384129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04156201,"threshold_uncertainty_score":0.5169333,"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."}}