{"id":"W4416136316","doi":"10.1109/pesgm52009.2025.11225002","title":"Distributed Event-Triggered Nonlinear Control for Fast Frequency Support in Low-Inertia Grids","year":2025,"lang":"","type":"article","venue":"","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Automatic frequency control; Electric power system; Distributed generation; Scheme (mathematics); Nonlinear system; Inertia; Grid; Actuator; Power (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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004055831,0.0005746393,0.000873688,0.0003975855,0.0001233946,0.0001594577,0.0003825384,0.0004419947,0.0008596518],"category_scores_gemma":[0.0002098931,0.0005923398,0.000368039,0.0009443774,0.00005196529,0.0003083903,0.00004734829,0.0003629363,0.00005781231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003536454,"about_ca_system_score_gemma":0.0003375373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001526101,"about_ca_topic_score_gemma":0.0003587323,"domain_scores_codex":[0.9966829,0.00006638126,0.001464944,0.0006199616,0.0001868566,0.0009789144],"domain_scores_gemma":[0.9986941,0.0002017512,0.0001291051,0.0004926342,0.000309829,0.0001725568],"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":[0.0009695772,0.001065388,0.009259929,0.001772013,0.001081729,0.00005055049,0.0002243639,0.9099076,0.01951544,0.004151071,0.01145016,0.04055218],"study_design_scores_gemma":[0.01210563,0.0001482501,0.001639146,0.0002562637,0.0002362525,0.000001724912,0.00006991761,0.9779406,0.002547062,0.0004068488,0.00404906,0.0005992653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005529261,0.002717011,0.9814942,0.001634419,0.001891885,0.002598822,0.002251233,0.0002810379,0.001602121],"genre_scores_gemma":[0.9897588,0.0006193178,0.005229646,0.0005117192,0.0003474528,0.0003421002,0.001568618,0.00007569211,0.0015466],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9842296,"threshold_uncertainty_score":0.9996528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00337815926381581,"score_gpt":0.2143228736191525,"score_spread":0.2109447143553367,"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."}}