{"id":"W4403026433","doi":"10.1016/b978-0-443-19021-6.00007-7","title":"Novel system protection scheme for power transformers in utility grid to mitigate renewable power evacuation constraints and improve grid stability","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Power System Reliability and Maintenance","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Innovaderm (Canada)","funders":"","keywords":"Grid; Power grid; Renewable energy; Transformer; Electric power system; Computer science; Scheme (mathematics); Stability (learning theory); Engineering; Environmental economics; Electrical engineering; Power (physics); Economics; Mathematics; Voltage","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":[0.000091018,0.0003937401,0.0002188203,0.000197481,0.0003191832,0.0004929014,0.000596235,0.0003997609,0.004951247],"category_scores_gemma":[0.0001517474,0.00008898236,0.0001800127,0.0002485218,0.0001626813,0.0005160334,0.0001898115,0.0004230901,0.0006616972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002793984,"about_ca_system_score_gemma":0.0002090804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004572449,"about_ca_topic_score_gemma":0.001328493,"domain_scores_codex":[0.9999425,0.00001260833,0.000003960438,0.00001799718,0.0000150658,0.00000784196],"domain_scores_gemma":[0.9999346,0.00001220926,0.00001158239,0.00001344681,0.00002396302,0.000004247745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008707313,0.0002111347,0.0008069826,0.0007105017,0.00006971911,0.0006718932,0.0003174646,0.07369702,0.2921093,0.07685351,0.01880491,0.5348768],"study_design_scores_gemma":[0.0001644067,0.001111043,0.002387007,0.0001365269,0.0002165905,0.002937042,0.0001100807,0.7800325,0.1064958,0.04012537,0.06624537,0.00003832779],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05033382,0.001045083,0.9194509,0.0002566529,0.0003204415,0.00008824952,0.000131407,0.001669907,0.02670346],"genre_scores_gemma":[0.9179028,0.0005593305,0.06754234,0.00009904167,0.000123567,0.00003103766,0.0001190469,0.00004972156,0.01357306],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004951247,"threshold_uncertainty_score":0.01656353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01445818016472984,"score_gpt":0.2093612288362136,"score_spread":0.1949030486714837,"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."}}