{"id":"W4320496312","doi":"10.3390/aerospace10020168","title":"Enhanced Starting Control Scheme for PMM-Based Starter/Generator System for MEA","year":2023,"lang":"en","type":"article","venue":"Aerospace","topic":"Multilevel Inverters and Converters","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Cleansky","keywords":"Voltage; Generator (circuit theory); Control theory (sociology); MATLAB; Power (physics); Range (aeronautics); Voltage regulator; Engineering; Control system; Automotive engineering; Computer science; Control (management); Electrical engineering; Physics","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":[0.0001159033,0.0003517822,0.0003098179,0.00026835,0.0003538953,0.0003697056,0.000608182,0.0002365509,0.004448777],"category_scores_gemma":[0.0001198139,0.00009567339,0.0001888554,0.0001450584,0.0001305066,0.0002343035,0.0002289915,0.0003181417,0.0006693798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001964685,"about_ca_system_score_gemma":0.0001780639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006259994,"about_ca_topic_score_gemma":0.001480403,"domain_scores_codex":[0.9998997,0.00001463118,0.000007760264,0.00002592606,0.00004170062,0.00001017795],"domain_scores_gemma":[0.9999359,0.000009543204,0.00001252388,0.000009041349,0.00002801893,0.000005030608],"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":[0.0008215993,0.0002386511,0.001510154,0.0007958438,0.00006417061,0.0006984846,0.0004398105,0.08720704,0.4328095,0.01872494,0.006085102,0.4506046],"study_design_scores_gemma":[0.0001545992,0.00130815,0.003016282,0.00007313538,0.00005797663,0.0004827561,0.00007291149,0.8701251,0.0966302,0.002788866,0.02524726,0.00004283508],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07852698,0.0003967972,0.8926033,0.0001616873,0.0001864186,0.0002581013,0.0001182263,0.002482296,0.02526619],"genre_scores_gemma":[0.9642857,0.00008728841,0.03038607,0.00003571227,0.00003429735,0.00009038328,0.0000489064,0.00002083782,0.005010748],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004448777,"threshold_uncertainty_score":0.01488262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01675125775322936,"score_gpt":0.2243447621436168,"score_spread":0.2075935043903875,"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."}}