{"id":"W4233087042","doi":"10.32920/ryerson.14651763.v1","title":"Direct voltage control for stand-alone wind energy conversion systems with energy storage","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wind Turbine Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Energy storage; Voltage; Wind power; Control theory (sociology); Power (physics); Power control; Electric power system; Generator (circuit theory); Electrical engineering; Computer science; Engineering; Control (management); 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":[0.0003444921,0.0008750396,0.001771685,0.0002639475,0.00009875731,0.0003890453,0.000457697,0.0007096495,0.000073735],"category_scores_gemma":[0.00003063211,0.000755249,0.0003518986,0.0001704594,0.00004309233,0.00016909,0.0001534791,0.0003646621,0.000004761449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005495882,"about_ca_system_score_gemma":0.0002356826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002700095,"about_ca_topic_score_gemma":0.0003239735,"domain_scores_codex":[0.9969148,0.000134567,0.0007605926,0.0009032482,0.0005588923,0.0007279037],"domain_scores_gemma":[0.9976487,0.0003416331,0.0002452924,0.001093316,0.0003803823,0.0002906325],"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":[0.000318931,0.00007875033,0.0001727435,0.003287308,0.002711579,0.0002567472,0.0001617995,0.9676142,0.006971959,0.001350626,0.01669619,0.000379204],"study_design_scores_gemma":[0.008194783,0.0002443495,0.00008928037,0.001552617,0.0005568805,0.00005470741,0.0003758847,0.8151408,0.005306814,0.00001481707,0.1665692,0.001899945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006974031,0.01949816,0.9502897,0.00004466673,0.005909075,0.001300788,0.0005982075,0.001344994,0.01404033],"genre_scores_gemma":[0.9891508,0.0001612151,0.0001397733,0.00006100094,0.001236813,0.000532911,0.0004163054,0.0002748074,0.008026352],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9821768,"threshold_uncertainty_score":0.9994898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006341294387133544,"score_gpt":0.176743596682666,"score_spread":0.1704023022955325,"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."}}