{"id":"W4320713303","doi":"10.1109/tie.2023.3243269","title":"Weighted Dynamic Aggregation Modeling of Grid-Following Inverters to Analyze Renewable DG Integrated Microgrids","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Industrial Electronics","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Canada First Research Excellence Fund","keywords":"Renewable energy; Grid; Computer science; Electrical engineering; Engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001872455,0.0006313749,0.0005326,0.0002898915,0.0003227281,0.0007054251,0.0008934218,0.0005090289,0.002024363],"category_scores_gemma":[0.0003660561,0.0002248559,0.000585716,0.0004392779,0.0002786254,0.0007407121,0.0004214234,0.0005379479,0.0003233779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000519811,"about_ca_system_score_gemma":0.0003619682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007240554,"about_ca_topic_score_gemma":0.006054967,"domain_scores_codex":[0.9998778,0.0000272295,0.000006838196,0.00003074227,0.00004009942,0.00001734639],"domain_scores_gemma":[0.9998877,0.00003243764,0.00002469263,0.00001244876,0.00003473698,0.000007991631],"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":[0.00001432822,0.00001181592,0.0004050841,0.00001756478,0.00001772413,0.00004523711,0.00002273719,0.9890426,0.001386008,0.003739164,0.0002210025,0.005076791],"study_design_scores_gemma":[0.000001121194,0.000005379717,0.0000597041,8.52007e-7,0.000002861086,0.000004158035,0.000002920302,0.9989827,0.00008962827,0.0006553065,0.0001943844,9.492197e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05862067,0.0002773069,0.924789,0.000126372,0.00005884804,0.00005559345,0.0001798384,0.0003952369,0.01549719],"genre_scores_gemma":[0.9776989,0.0002429716,0.01719391,0.00004115588,0.00002500884,0.0000781499,0.0001416056,0.00005506362,0.004523127],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007240554,"threshold_uncertainty_score":0.01439685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01259620565712029,"score_gpt":0.2164741497431558,"score_spread":0.2038779440860355,"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."}}