{"id":"W4283360703","doi":"10.3390/en15134595","title":"Fast DC Fault Current Suppression and Fault Ride-Through in Full-Bridge MMCs via Reverse SM Capacitor Discharge","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"HVDC Systems and Fault Protection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Ontario","keywords":"Fault current limiter; Fault (geology); Capacitor; Transient (computer programming); Electrical engineering; Fault indicator; Voltage; Control theory (sociology); Engineering; Computer science; Fault detection and isolation; Physics; Power (physics); Electric power system; Control (management)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001609841,0.0002035502,0.0002295695,0.0001017353,0.000197367,0.00004075437,0.0001058408,0.00006493821,0.0001006287],"category_scores_gemma":[0.00001785255,0.0001965638,0.00005227062,0.0001947503,0.00002971113,0.0003006524,0.0001155793,0.0003778191,0.00001709239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001372407,"about_ca_system_score_gemma":0.000009978085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000726847,"about_ca_topic_score_gemma":0.00009640942,"domain_scores_codex":[0.998817,0.000082535,0.0002992226,0.0002633943,0.0002457666,0.0002920337],"domain_scores_gemma":[0.9996366,0.00002122281,0.00004951068,0.0002196964,0.00001731803,0.00005564162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001365998,0.000166285,0.00263873,0.001035844,0.00008984838,0.00006537512,0.01837441,0.4454156,0.4273081,0.00101018,0.03109243,0.07266667],"study_design_scores_gemma":[0.00262965,0.0002647369,0.01088214,0.0004923485,0.00003975993,0.0001657265,0.004331366,0.1095779,0.04036241,0.0003587266,0.8293876,0.001507615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904043,0.002635728,0.003043178,0.00006975472,0.002880251,0.0002602848,0.00008040321,0.0002460548,0.0003800603],"genre_scores_gemma":[0.9987493,0.0002648544,0.0001441334,0.00001216315,0.0002975082,0.0002507006,0.00003306893,0.00003818834,0.0002101176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7982952,"threshold_uncertainty_score":0.8015639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01286054736562576,"score_gpt":0.2339656592935882,"score_spread":0.2211051119279624,"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."}}