{"id":"W4385400588","doi":"10.18280/jesa.560307","title":"Improved Frequency Response of Parallel Virtual Synchronous Generators Using Grey Wolf Optimization","year":2023,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Power Systems and Renewable Energy","field":"Energy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Frequency response; Electrical engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003804399,0.0005299425,0.000412035,0.0002605414,0.0001757635,0.0004180725,0.0002530791,0.0003422977,0.001151065],"category_scores_gemma":[0.0005894644,0.0001697723,0.0002896385,0.0002116911,0.0002612073,0.0002766971,0.0002529578,0.0001885506,0.0001702985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002610636,"about_ca_system_score_gemma":0.0002885555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001314019,"about_ca_topic_score_gemma":0.001093192,"domain_scores_codex":[0.9998595,0.00004510365,0.000005593337,0.00002629453,0.00004228687,0.00002127137],"domain_scores_gemma":[0.9998665,0.00005790801,0.00002762024,0.00001119802,0.00002813721,0.000008616292],"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":[0.00008003981,0.0000318174,0.0005325244,0.00004922572,0.00002748799,0.00005593379,0.00003165819,0.9683906,0.009251574,0.001560175,0.0002250128,0.01976394],"study_design_scores_gemma":[0.00001124201,0.00006928811,0.000307667,0.000002821308,0.000007613791,0.00001408542,0.000007219656,0.9966524,0.001950769,0.0006421405,0.0003311457,0.000003671291],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3244914,0.0003069115,0.663488,0.0001548586,0.00004822845,0.00005354306,0.00003963288,0.000365915,0.01105139],"genre_scores_gemma":[0.9828306,0.00004361379,0.01572323,0.00001418077,0.000003944323,0.00001998189,0.00001886809,0.00002574151,0.001319719],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001314019,"threshold_uncertainty_score":0.003850639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01895614986956932,"score_gpt":0.2500796354158908,"score_spread":0.2311234855463214,"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."}}