{"id":"W2542070683","doi":"10.1109/energy.2008.4781021","title":"Voltage Regulation in Radial Distribution Feeders with High Penetration of Photovoltaic","year":2008,"lang":"en","type":"article","venue":"","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"AC power; Electrical engineering; Dispatchable generation; Microgrid; Photovoltaic system; Voltage; Overvoltage; Resistive touchscreen; Voltage optimisation; Power factor; Penetration (warfare); Voltage regulation; Power (physics); Engineering; Control theory (sociology); Automotive engineering; Distributed generation; Computer science; Physics; Renewable energy; Control (management)","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":[0.00003841807,0.00006727807,0.00008971053,0.00005219183,0.00002204936,0.00000545647,0.00002697555,0.00004584462,0.00005091254],"category_scores_gemma":[0.000004720574,0.00006093093,0.0000144359,0.0001849063,0.00001958118,0.0001527598,0.00000225478,0.00004002054,0.000002718667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006101395,"about_ca_system_score_gemma":0.00001177885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002533885,"about_ca_topic_score_gemma":0.0002813336,"domain_scores_codex":[0.9995967,0.000006808781,0.0001500632,0.00007394846,0.00008337224,0.00008910742],"domain_scores_gemma":[0.999847,0.000009335178,0.00002436796,0.0000696794,0.00003157486,0.00001805047],"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":[0.00007922978,0.00002929595,0.008815389,0.00002572844,0.00001413791,0.000002634242,0.0001900554,0.8607924,0.1271487,0.0005052112,0.000581286,0.001815883],"study_design_scores_gemma":[0.001696328,0.00007772035,0.2582184,0.0000195657,0.0000107678,0.000009155631,0.00004534024,0.6731112,0.06633283,0.00008881745,0.0002121204,0.000177751],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8059228,0.00006609492,0.193069,0.000007994255,0.0000530116,0.0001600481,0.000007140838,0.00007978838,0.0006340556],"genre_scores_gemma":[0.9987873,0.00007457068,0.0008192572,0.000004932667,0.00002481332,0.000008240958,0.0002300728,0.000008416978,0.00004239898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.249403,"threshold_uncertainty_score":0.2484691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003863821912704456,"score_gpt":0.1488083138838281,"score_spread":0.1449444919711236,"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."}}