{"id":"W4392638817","doi":"10.1109/tsg.2024.3376153","title":"Interaction Dynamics Analysis and Active Stabilization of a Weak Grid-Tied Hybrid PV-Wind Power Generator","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Smart Grid","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Jordan University of Science and Technology","keywords":"Control theory (sociology); Photovoltaic system; Grid; Maximum power point tracking; Converters; AC power; Generator (circuit theory); Voltage; Steady state (chemistry); Electric power system; Wind power; Operating point; Power (physics); Maximum power principle; Computer science; Engineering; Electronic engineering; Physics; Mathematics; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001540674,0.0003334116,0.0003380241,0.0002085529,0.0002885861,0.0004247836,0.0003064233,0.0003131453,0.0009529954],"category_scores_gemma":[0.0003297501,0.0001592383,0.000296723,0.0001159105,0.0003465007,0.0003243876,0.0004826035,0.0003459156,0.0001329527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000203809,"about_ca_system_score_gemma":0.0002443502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002060065,"about_ca_topic_score_gemma":0.001663252,"domain_scores_codex":[0.9999262,0.00002229312,0.000002784377,0.00001392777,0.00002630606,0.000008536314],"domain_scores_gemma":[0.9998847,0.00005200712,0.00002705073,0.00000776234,0.0000210021,0.00000743488],"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":[0.00009076713,0.00002853961,0.001819155,0.00004502578,0.00004576502,0.000280548,0.00009162231,0.9698089,0.01560046,0.003635883,0.0002254264,0.008327863],"study_design_scores_gemma":[0.000001826176,0.00001707929,0.0002097988,8.057232e-7,0.000002430534,0.000006203656,0.000005996395,0.9990916,0.0002892395,0.0002993699,0.00007434891,0.000001348162],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5564302,0.0001772897,0.432283,0.0002064852,0.00003250506,0.00005152737,0.00008112061,0.0003041569,0.01043369],"genre_scores_gemma":[0.9971411,0.00003188559,0.001727062,0.000007166301,0.000004057917,0.00001575098,0.00001854568,0.000008477758,0.001045988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002060065,"threshold_uncertainty_score":0.00409615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004588602899215614,"score_gpt":0.2003766380235935,"score_spread":0.1957880351243779,"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."}}