{"id":"W4285289925","doi":"10.1109/tec.2022.3174518","title":"A Multi-Source DC/AC Converter for Integrated Hybrid Energy Storage Systems","year":2022,"lang":"en","type":"article","venue":"IEEE Transactions on Energy Conversion","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Energy storage; Voltage source; Inverter; Topology (electrical circuits); Energy source; Supercapacitor; Power (physics); Voltage; Computer science; Electrical engineering; Battery (electricity); Z-source inverter; Electronic engineering; Controller (irrigation); Engineering; Renewable energy; Capacitance; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009195988,0.0002454778,0.0002442662,0.0002689306,0.0003730483,0.0000417932,0.0001830163,0.00007418324,0.0003023447],"category_scores_gemma":[0.000001136522,0.0002642033,0.0001714769,0.0002336115,0.00002473766,0.0001364825,0.000002434669,0.0001898885,0.000009170901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003194517,"about_ca_system_score_gemma":0.00003481827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004567835,"about_ca_topic_score_gemma":0.00002320537,"domain_scores_codex":[0.9988706,0.0000837249,0.0002659657,0.000295079,0.0001916598,0.0002930482],"domain_scores_gemma":[0.9994586,0.00007223826,0.00005038805,0.0002448073,0.0000738102,0.0001001609],"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":[0.000135233,0.00009390633,5.190616e-7,0.00003237234,0.0001051656,0.000005853579,0.00008174768,0.9700693,0.01152649,0.00002429881,0.002490312,0.01543474],"study_design_scores_gemma":[0.001478047,0.0001121321,4.92176e-7,0.00001185172,0.00004516349,0.00001596791,0.0001666502,0.7551697,0.01920803,0.000001331005,0.223566,0.0002246035],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002175275,0.0004420326,0.9934488,0.00003906897,0.002991293,0.0001669506,0.0002024396,0.0004816696,0.00005249814],"genre_scores_gemma":[0.9950941,0.0002302187,0.0004420103,0.0002311469,0.00005799734,0.0003655058,0.0001428202,0.00007783982,0.003358409],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9930068,"threshold_uncertainty_score":0.999981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006982655451531935,"score_gpt":0.1746805750563498,"score_spread":0.1676979196048179,"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."}}