{"id":"W2900270753","doi":"10.1002/etep.2766","title":"Adaptive direct power control based on ANN-GWO for grid interactive renewable energy systems with an improved synchronization technique","year":2018,"lang":"en","type":"article","venue":"International Transactions on Electrical Energy Systems","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Synchronization (alternating current); Computer science; Integrator; Artificial neural network; Field-programmable gate array; Control theory (sociology); Multilayer perceptron; Grid; Electronic engineering; Engineering; Voltage; Artificial intelligence; Control (management); Embedded system; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001620772,0.0003528717,0.0003647388,0.0004840936,0.0001756497,0.000161294,0.0002534101,0.0002170393,0.00003652374],"category_scores_gemma":[0.0000199569,0.0003109568,0.0001163342,0.0004161894,0.00004498208,0.0003438051,0.000001419027,0.0001666377,0.000003578882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006598522,"about_ca_system_score_gemma":0.00008864769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001318294,"about_ca_topic_score_gemma":0.0002224055,"domain_scores_codex":[0.9982314,0.0001321129,0.0004468309,0.0004760557,0.0003491753,0.0003644234],"domain_scores_gemma":[0.9985189,0.0002750926,0.0001456092,0.0002752569,0.0006488755,0.0001362548],"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":[0.001666425,0.0002209949,0.000001748173,0.00001066724,0.0003064352,0.000002697207,0.00002112773,0.995005,0.0001598168,0.00003147394,0.0002747261,0.002298866],"study_design_scores_gemma":[0.001697817,0.00250685,0.00000330174,0.0001429891,0.00005432465,0.00002004426,0.00002525417,0.9909364,0.001786256,0.00002008831,0.00244992,0.000356772],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.000002689261,0.0001400393,0.9939398,0.00004683834,0.001627128,0.0005787751,0.0002340323,0.0004410305,0.00298972],"genre_scores_gemma":[0.9963164,0.0000311555,0.0008139443,0.0001360162,0.0006053182,0.001286849,0.0001450795,0.00009714109,0.0005680575],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9963138,"threshold_uncertainty_score":0.9999343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003792925859454207,"score_gpt":0.191759340050374,"score_spread":0.1879664141909198,"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."}}