{"id":"W1877246957","doi":"10.1109/apec.2015.7104430","title":"Energy management strategy for supercapacitor in autonomous DC microgrid using virtual impedance","year":2015,"lang":"en","type":"article","venue":"","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Microgrid; Supercapacitor; Capacitor; Energy storage; Computer science; Energy management; Power (physics); Electrical engineering; Energy (signal processing); Engineering; Capacitance; Voltage","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000148969,0.0004347728,0.0002992127,0.0002306505,0.0003326436,0.0006346745,0.000729778,0.0002570917,0.001002416],"category_scores_gemma":[0.0001745969,0.0001310635,0.0001687467,0.0002668966,0.0003647704,0.0005221477,0.000397129,0.0002215503,0.0001414989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003326011,"about_ca_system_score_gemma":0.0002393475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001486797,"about_ca_topic_score_gemma":0.001546565,"domain_scores_codex":[0.9999043,0.00002154794,0.000006910684,0.00002395311,0.00002939188,0.00001385548],"domain_scores_gemma":[0.9999306,0.00001079139,0.00001784306,0.00001166324,0.00001962707,0.000009367474],"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":[0.0004747964,0.0002251214,0.001533227,0.0002297396,0.00006736749,0.0004048751,0.0002854561,0.7175653,0.126062,0.02240089,0.002378561,0.1283727],"study_design_scores_gemma":[0.00002904295,0.0001265439,0.0002165316,0.000004065078,0.00001217986,0.00003597558,0.00004466925,0.9879979,0.008230096,0.002236925,0.001057483,0.000008572905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3132498,0.0003566453,0.6688074,0.0003395648,0.00006665125,0.0001089185,0.00005347893,0.0006903436,0.01632717],"genre_scores_gemma":[0.9923306,0.00004336444,0.006424631,0.00001679333,0.000004640651,0.00001874956,0.00000770014,0.000006679848,0.001146915],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001486797,"threshold_uncertainty_score":0.003353477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02147102259163122,"score_gpt":0.2226879677841699,"score_spread":0.2012169451925387,"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."}}