{"id":"W4285103540","doi":"10.1109/isgt50606.2022.9817526","title":"Dynamics-aware Optimal Operation of Microgrids in Islanded Mode","year":2022,"lang":"en","type":"article","venue":"","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Microgrid; Control theory (sociology); Computer science; Power flow; Automatic frequency control; High fidelity; Mode (computer interface); Power (physics); Function (biology); Generator (circuit theory); Electric power system; Set (abstract data type); Vehicle dynamics; Frequency deviation; Control engineering; Frequency response; Engineering; Control (management); Automotive engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00005902674,0.00006058763,0.00009561538,0.00008436132,0.00002710085,0.000009081483,0.00007364771,0.00002152087,0.000374098],"category_scores_gemma":[0.000001299612,0.00006457442,0.0000244642,0.0001215932,0.00000528785,0.00006343663,0.00002879609,0.00008287458,0.000002348425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009219636,"about_ca_system_score_gemma":0.00001109236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008791633,"about_ca_topic_score_gemma":0.0002227092,"domain_scores_codex":[0.9995832,0.00001514865,0.0001605125,0.00007580256,0.00006770068,0.0000976736],"domain_scores_gemma":[0.9998756,0.000006658255,0.0000119077,0.00007995373,0.00001279257,0.00001305927],"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":[0.00001001543,0.00001938735,0.0003749761,0.000009191259,0.000006896089,0.00000109954,0.0001606269,0.9919116,0.004571043,0.0002292448,0.0001763828,0.002529535],"study_design_scores_gemma":[0.0004391105,0.00002260605,0.0002238871,0.000001777262,0.000003150253,0.000002683847,0.0001788827,0.997434,0.001485905,0.00001758872,0.0001173168,0.00007308399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7190486,0.0005894409,0.2754212,0.0002280835,0.0003301935,0.0003987555,0.0001194951,0.0002536845,0.003610549],"genre_scores_gemma":[0.9975771,0.00004306135,0.002056249,0.0000206586,0.00001288577,0.00002814626,0.0001427282,0.00001231779,0.0001068682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2785285,"threshold_uncertainty_score":0.4096111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002504941791516791,"score_gpt":0.1801623302909592,"score_spread":0.1776573884994425,"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."}}