{"id":"W2011038546","doi":"10.1109/tia.2006.880838","title":"Detection of Stator Faults in Induction Machines Using Residual Saturation Harmonics","year":2006,"lang":"en","type":"article","venue":"IEEE Transactions on Industry Applications","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Texas A and M University","keywords":"Stator; Harmonics; Control theory (sociology); Engineering; Induction motor; Fault detection and isolation; Ripple; Fault (geology); Voltage; Transient (computer programming); Harmonic analysis; Electronic engineering; Computer science; Electrical engineering; Actuator","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":[0.0001978551,0.0002283501,0.0003323393,0.0008509338,0.0001054462,0.0002621631,0.000216738,0.0002624822,0.0004382776],"category_scores_gemma":[0.0009628302,0.0001134092,0.0000926049,0.0003027277,0.0001917462,0.0003366364,0.0001865521,0.0001768471,0.000287879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000158725,"about_ca_system_score_gemma":0.0001320158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007418009,"about_ca_topic_score_gemma":0.000649506,"domain_scores_codex":[0.9998386,0.00002247131,0.00001041445,0.00002662687,0.00007829917,0.00002360112],"domain_scores_gemma":[0.9995086,0.0002179023,0.00009849889,0.00005020613,0.00009531866,0.00002939982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001147513,0.0001254043,0.03201686,0.0003587419,0.00003907083,0.0005415333,0.0003599602,0.01153622,0.3932788,0.0008944338,0.0009292027,0.5587723],"study_design_scores_gemma":[0.0001087893,0.001501963,0.1307629,0.00006411039,0.0001112475,0.002504624,0.0003434984,0.4119188,0.4455476,0.003155195,0.003907037,0.00007426999],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7685988,0.001004707,0.225182,0.00009106468,0.00004299081,0.00006259899,0.0001875206,0.001896895,0.002933349],"genre_scores_gemma":[0.9862748,0.0001467847,0.01304662,0.000009014132,0.00001056074,0.000006642669,0.0001059335,0.00001296356,0.0003866119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008509338,"threshold_uncertainty_score":0.001474917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01476271840171103,"score_gpt":0.2749518453486018,"score_spread":0.2601891269468908,"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."}}