{"id":"W4210461730","doi":"10.3390/en15031002","title":"Dynamic Performance Enhancement of a Renewable Energy System for Grid Connection and Stand-Alone Operation with Battery Storage","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Model predictive control; Control theory (sociology); Controller (irrigation); Grid connection; Computer science; Wind power; Permanent magnet synchronous generator; Grid; Control engineering; Engineering; Control (management); Voltage","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":[0.00007429492,0.00007512394,0.0001160768,0.0000580193,0.0001180973,0.00001664543,0.00003346484,0.00001476836,0.00001519857],"category_scores_gemma":[9.514993e-7,0.00007055316,0.00001228792,0.00006383261,0.000009509688,0.0001111836,0.00001503117,0.00002386564,8.447805e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000979762,"about_ca_system_score_gemma":0.00001337243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006132593,"about_ca_topic_score_gemma":0.00005286087,"domain_scores_codex":[0.9995962,0.00001337047,0.0001245116,0.0000955333,0.0000797036,0.00009068163],"domain_scores_gemma":[0.9998359,0.00001392035,0.00003536401,0.00007526659,0.00002664409,0.00001287283],"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":[0.00007177511,0.000007055544,0.00001872678,0.0001640684,0.00002634257,3.071345e-7,0.0001265268,0.9707754,0.02758619,0.00004697011,0.0002045952,0.000972097],"study_design_scores_gemma":[0.0006285578,0.0002241461,0.00004262296,0.0000292669,0.00001792778,0.00000641099,0.0003550744,0.9429998,0.05293275,0.000001909609,0.002667792,0.00009372664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7471775,0.002786792,0.2491829,0.00001905105,0.0003738216,0.0001496271,0.00002977215,0.0001021892,0.0001783271],"genre_scores_gemma":[0.9978449,0.0003441041,0.001214136,0.000006984106,0.00002681288,0.0002121199,0.00007466759,0.00001518601,0.0002610798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2506674,"threshold_uncertainty_score":0.2877074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002835894261196578,"score_gpt":0.1554434115183436,"score_spread":0.1526075172571471,"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."}}