{"id":"W4411727756","doi":"10.1109/kpec65465.2025.11045011","title":"Supplementary Damping Control Loop for Virtual Synchronous Machine to Enhance Inter-Area Oscillations Damping","year":2025,"lang":"en","type":"article","venue":"","topic":"Power Systems and Renewable Energy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Control theory (sociology); Loop (graph theory); Damping torque; Computer science; Magnetic damping; Control (management); Physics; Vibration; Acoustics; Artificial intelligence; Mathematics; Direct torque control","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002467597,0.0002493459,0.0003825077,0.000246504,0.0002785216,0.0000837022,0.000295434,0.00009184272,0.001211948],"category_scores_gemma":[0.00007510403,0.0002174022,0.000143865,0.0002571876,0.0000270322,0.0001065842,0.0001266854,0.00008121382,0.0000202981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002039998,"about_ca_system_score_gemma":0.0001016509,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01750639,"about_ca_topic_score_gemma":0.04056899,"domain_scores_codex":[0.9983087,0.00005752775,0.0005403327,0.0004709235,0.0001388323,0.0004836977],"domain_scores_gemma":[0.9990098,0.0002705574,0.00007910054,0.0004273244,0.00008402059,0.0001292191],"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":[0.0005972082,0.0004841049,0.004275575,0.0003305866,0.001824586,0.00002070251,0.001136383,0.3272455,0.08005182,0.3155549,0.1337146,0.1347641],"study_design_scores_gemma":[0.001869857,0.0003103212,0.0001209925,0.0002965657,0.00008584464,0.000005557398,0.0006296747,0.04964096,0.02228725,0.0005050581,0.9237067,0.0005412286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01594439,0.0002112135,0.9559669,0.002226819,0.002150364,0.0005975473,0.000346993,0.0001562083,0.02239951],"genre_scores_gemma":[0.9709657,0.000009307098,0.002000579,0.002589118,0.0002204733,0.0002384649,0.0002507374,0.00003150137,0.02369411],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9550213,"threshold_uncertainty_score":0.9997011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00786181771371399,"score_gpt":0.2726019563923355,"score_spread":0.2647401386786215,"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."}}