{"id":"W4388705535","doi":"10.14447/jnmes.v26i4.a01","title":"Harmonics Reduction and Balanced Transition in Hybrid Renewable Energy Sources in a Micro Grid Power System","year":2023,"lang":"en","type":"article","venue":"Journal of New Materials for Electrochemical Systems","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Harmonics; Renewable energy; Reduction (mathematics); Power (physics); Power grid; Grid; Electrical engineering; Computer science; Engineering; Physics; Mathematics; Voltage; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001285552,0.0001953736,0.0002166477,0.0001866033,0.0001523261,0.0004018616,0.0001844965,0.0001422611,0.0007491287],"category_scores_gemma":[0.0002359704,0.00007932186,0.0001550378,0.0001494548,0.0001614805,0.0002567304,0.0001858316,0.0001468917,0.00009115123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001739751,"about_ca_system_score_gemma":0.0001394158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001131202,"about_ca_topic_score_gemma":0.001218743,"domain_scores_codex":[0.9999291,0.0000188661,0.000003971028,0.00001185395,0.00002763891,0.000008650787],"domain_scores_gemma":[0.9999226,0.00002710733,0.00002322696,0.000007672386,0.00001548482,0.000003798498],"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":[0.0007969121,0.0001681721,0.004279909,0.0002819315,0.00009588382,0.0005382017,0.0003384894,0.6952599,0.1083091,0.00967127,0.0007220848,0.1795381],"study_design_scores_gemma":[0.00001948995,0.0002714651,0.001583411,0.000009258098,0.00002354787,0.00006898184,0.00004719701,0.9827064,0.01294242,0.001679908,0.0006418331,0.000006048988],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5891872,0.0002915986,0.4021687,0.0001124259,0.00003087763,0.00007001762,0.00005329643,0.0004933271,0.007592503],"genre_scores_gemma":[0.9951196,0.00003699721,0.004349794,0.00000454368,0.000001829933,0.000008646782,0.000008409105,0.000004968811,0.0004652014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001131202,"threshold_uncertainty_score":0.002506137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004857938970979266,"score_gpt":0.1829178377643111,"score_spread":0.1780598987933318,"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."}}