{"id":"W2036385857","doi":"10.1109/pes.2007.386270","title":"Voltage Regulation of Wind Farms Equipped with Variable-Speed Doubly-Fed Induction Generators Wind Turbines","year":2007,"lang":"en","type":"article","venue":"IEEE Power Engineering Society General Meeting","topic":"Wind Turbine Control Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Induction generator; Control theory (sociology); Wind power; Grid; Voltage; Doubly fed electric machine; Rotor (electric); Terminal (telecommunication); AC power; Power (physics); Wind speed; Block diagram; Engineering; Computer science; Control (management); Electrical engineering; Mathematics; Physics; Telecommunications","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":[0.001147367,0.0005431097,0.0005720624,0.0001810004,0.0001143299,0.00007822261,0.0002422177,0.000371509,0.00001755807],"category_scores_gemma":[0.00005295083,0.0005280105,0.0002192703,0.0008595295,0.00004553128,0.0003743372,0.00003274844,0.0004387602,0.000005146231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002996408,"about_ca_system_score_gemma":0.000041155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006189218,"about_ca_topic_score_gemma":0.000005420733,"domain_scores_codex":[0.997304,0.00002644321,0.0008460116,0.0004470499,0.0005635054,0.0008130026],"domain_scores_gemma":[0.9988243,0.0001094027,0.0002089658,0.0004374982,0.0002295788,0.0001902611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000176797,0.00001144504,0.0008500124,0.0001130093,0.0001632624,0.00000208154,0.0005612816,0.4975514,0.5003762,0.00005202227,0.0002191765,0.0000824067],"study_design_scores_gemma":[0.002928964,0.0001875367,0.01094349,0.0005189475,0.0001620623,0.00006003214,0.0003250557,0.5009252,0.4800446,0.00002225976,0.002457559,0.00142436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9127018,0.0004170951,0.08265578,0.00001742907,0.002460541,0.0004247767,0.00001090029,0.0006797114,0.0006319626],"genre_scores_gemma":[0.9825051,0.000007183191,0.01546862,0.00002375543,0.001610986,0.000006935072,0.00002657094,0.0001907526,0.0001601225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06980328,"threshold_uncertainty_score":0.9997171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007211669338719829,"score_gpt":0.1962126910065406,"score_spread":0.1890010216678207,"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."}}