{"id":"W3009175844","doi":"10.3390/en13051067","title":"Optimal Inertia Reserve and Inertia Control Strategy for Wind Farms","year":2020,"lang":"en","type":"article","venue":"Energies","topic":"Wind Turbine Control Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Inertia; Wind power; Turbine; Control theory (sociology); Grid; Engineering; Computer science; Automotive engineering; Control (management); Electrical engineering; Mathematics; Mechanical engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002487039,0.0005915178,0.0004951301,0.000386687,0.0003740867,0.000592745,0.0004993306,0.0003737989,0.0009790224],"category_scores_gemma":[0.0003422873,0.0001805582,0.0002226326,0.0002082455,0.0003876976,0.0003454745,0.0003832836,0.0002697833,0.000156124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002680089,"about_ca_system_score_gemma":0.000305741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002329105,"about_ca_topic_score_gemma":0.002212531,"domain_scores_codex":[0.9998329,0.00002861227,0.00001401979,0.00004063053,0.00004320056,0.00004067488],"domain_scores_gemma":[0.999863,0.00002719676,0.00004721473,0.000009008502,0.00003452561,0.00001897865],"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":[0.000528591,0.0002411774,0.0009905742,0.0002077721,0.00005853355,0.0005368947,0.0003266514,0.8132426,0.05923401,0.01954802,0.002325142,0.10276],"study_design_scores_gemma":[0.0000359593,0.0001616957,0.0003788143,0.000006316802,0.000009280006,0.00001905218,0.00001725875,0.9964265,0.00121948,0.001264992,0.000452993,0.0000077554],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1440994,0.0003272748,0.8450196,0.0001447612,0.00008231837,0.00009452376,0.00003149733,0.0004207064,0.009779902],"genre_scores_gemma":[0.9893751,0.00005060992,0.009475685,0.0000205898,0.00001658607,0.00004109981,0.00001386979,0.000008366864,0.0009980856],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002329105,"threshold_uncertainty_score":0.004631102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01786050462559732,"score_gpt":0.2098420503267809,"score_spread":0.1919815457011836,"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."}}