{"id":"W2254492236","doi":"","title":"Coordinated Operation of Distributed Energy Resources in Renewables Based Microgrids under Uncertainties","year":2014,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo","keywords":"Renewable energy; Distributed generation; Microgrid; Computer science; Energy (signal processing); Environmental economics; Distributed computing; Engineering; Environmental science; Electrical engineering; Economics; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001048332,0.0008038598,0.001190302,0.0003042882,0.0005110888,0.001517262,0.0007602575,0.0005310641,0.000764418],"category_scores_gemma":[0.002144536,0.0004532226,0.0006664942,0.0005856831,0.0008063937,0.0009397244,0.001023348,0.0006073482,0.0001336166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001298443,"about_ca_system_score_gemma":0.0009925932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01167268,"about_ca_topic_score_gemma":0.006826835,"domain_scores_codex":[0.9992967,0.0002681634,0.00003567024,0.000139161,0.0001308784,0.0001294274],"domain_scores_gemma":[0.9988925,0.000568098,0.0002659656,0.00007072002,0.0001308462,0.00007183746],"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":[0.00002356631,0.000004456876,0.0002285996,0.00000950619,0.00001158434,0.00004709211,0.00001397802,0.9973758,0.0002123974,0.0009791,0.00005722505,0.0010367],"study_design_scores_gemma":[0.000006320058,0.00002535561,0.0002385794,0.000002957742,0.000008743749,0.000007937159,0.00002839624,0.9978629,0.000190716,0.001521401,0.0001023123,0.000004397866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5789813,0.0008985195,0.4074765,0.0004443122,0.00007738305,0.0001061516,0.0004164484,0.000550015,0.01104941],"genre_scores_gemma":[0.9969374,0.0001119912,0.002361204,0.00001249221,0.000006953158,0.00002150536,0.00003350943,0.00001070706,0.0005042513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01167268,"threshold_uncertainty_score":0.02320945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004949447171886276,"score_gpt":0.1640617693637002,"score_spread":0.1591123221918139,"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."}}