{"id":"W3180549712","doi":"10.3390/electronics10131591","title":"Optimal Distribution Coefficients of Energy Resources in Frequency Stability of Hybrid Microgrids Connected to the Power System","year":2021,"lang":"en","type":"article","venue":"Electronics","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Stability (learning theory); Power (physics); Distribution (mathematics); Energy (signal processing); Electrical engineering; Control theory (sociology); Electronic engineering; Environmental science; Computer science; Mathematics; Engineering; Physics; Statistics; Mathematical analysis; Control (management); Thermodynamics","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":[0.0001856389,0.00009614017,0.0001913532,0.00003252273,0.00002420808,0.00001153942,0.0001276622,0.00003667198,0.00001874702],"category_scores_gemma":[0.00005270405,0.00008435427,0.0000501755,0.0003972817,0.00001988437,0.00002911149,0.00002516857,0.00009532868,9.787018e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002038557,"about_ca_system_score_gemma":0.00006397903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001936362,"about_ca_topic_score_gemma":0.0001288775,"domain_scores_codex":[0.9991135,0.00007106301,0.0003176393,0.0001373679,0.0001217811,0.0002386295],"domain_scores_gemma":[0.9994884,0.00004442044,0.00004805167,0.0002349146,0.0001558761,0.00002836687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001053238,0.0002159529,0.001225173,0.0002040927,0.0001004701,0.0000107078,0.000722044,0.7153175,0.2745633,0.004386227,0.00035631,0.002792893],"study_design_scores_gemma":[0.0008262882,0.0001817032,0.00112035,0.00009694655,0.0000363976,0.0000196952,0.0003474807,0.1152472,0.8699379,0.0000244515,0.01192362,0.0002379814],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9524946,0.01217241,0.0347882,0.00004242799,0.00009697056,0.0001096811,0.0001245989,0.00004623019,0.0001249459],"genre_scores_gemma":[0.9994093,0.0001841547,0.0002407931,0.000007767137,0.00001400276,0.00001061503,0.0001189455,0.00001160703,0.000002841188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6000703,"threshold_uncertainty_score":0.3439867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002915905621538324,"score_gpt":0.1715848278684736,"score_spread":0.1686689222469353,"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."}}