{"id":"W4399939204","doi":"10.1109/tpel.2024.3416928","title":"Ultra-Fast MPPT for Residential PV Systems With Low DC-Link Capacitance and Differential Power Processing","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Power Electronics","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of Calgary","funders":"","keywords":"Capacitance; Maximum power point tracking; Electrical engineering; Differential (mechanical device); Photovoltaic system; Electronic engineering; Link (geometry); Power (physics); Differential capacitance; Capacitor; Computer science; Engineering; Physics; Voltage; Inverter; Aerospace engineering; Computer network","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":[0.0001003749,0.0002036387,0.0001981498,0.0001807706,0.0002260965,0.0002935939,0.0003419959,0.0002656681,0.0009959296],"category_scores_gemma":[0.0002737976,0.0001111358,0.0001116817,0.0003797578,0.0001516906,0.0004658148,0.000192113,0.0003880478,0.0002416216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002804713,"about_ca_system_score_gemma":0.0001552132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002877692,"about_ca_topic_score_gemma":0.0007432186,"domain_scores_codex":[0.9998996,0.00001223908,0.000002944116,0.00001574327,0.00006283528,0.000006533166],"domain_scores_gemma":[0.9999378,0.00002546663,0.00001161969,0.0000082442,0.00001453132,0.000002375303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001258105,0.00009261825,0.001112781,0.0006315778,0.00002563761,0.0003202461,0.0002245246,0.0970744,0.507714,0.01940394,0.002042035,0.3712324],"study_design_scores_gemma":[0.00002214411,0.0002064638,0.001775011,0.0000374408,0.00001363223,0.0006544882,0.00005652427,0.794576,0.183235,0.008077967,0.01132127,0.00002400186],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07680458,0.001007554,0.9119677,0.0001821502,0.00003078508,0.00004087831,0.00005063245,0.0005582763,0.009357357],"genre_scores_gemma":[0.9207357,0.0004674182,0.07596137,0.00003593047,0.00001281473,0.00002846018,0.00003599577,0.00003805888,0.002684248],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0009959296,"threshold_uncertainty_score":0.003331721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005932023168949644,"score_gpt":0.2274783511412468,"score_spread":0.2215463279722972,"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."}}