{"id":"W2901418499","doi":"10.3390/en11123263","title":"Study of the Intelligent Behavior of a Maximum Photovoltaic Energy Tracking Fuzzy Controller","year":2018,"lang":"en","type":"article","venue":"Energies","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Control theory (sociology); Maximum power point tracking; Fuzzy logic; Photovoltaic system; Robustness (evolution); MATLAB; Maximum power principle; Computer science; Controller (irrigation); Fuzzy control system; Control engineering; Voltage; Engineering; Control (management); Artificial intelligence","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":[0.0002628292,0.0002295332,0.0004815641,0.0001907474,0.0001108606,0.00002206038,0.0005625999,0.0001141963,0.000139482],"category_scores_gemma":[0.0001068413,0.0001640456,0.0001667779,0.0004875048,0.0002455092,0.0001052398,0.0001896183,0.0000797821,0.000003584636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005950726,"about_ca_system_score_gemma":0.00004922222,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008374101,"about_ca_topic_score_gemma":0.002356279,"domain_scores_codex":[0.9979929,0.0002348798,0.0007705362,0.000289161,0.0004714962,0.000241001],"domain_scores_gemma":[0.9982303,0.0001051055,0.0004853794,0.0006928613,0.0004437116,0.00004259416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003337036,0.002720975,0.02361043,0.00005808764,0.000511487,0.00001227984,0.01438733,0.01676645,0.9043954,0.01514399,0.001797509,0.02026234],"study_design_scores_gemma":[0.0007614489,0.0004333202,0.002728897,0.00006461026,0.00009393771,0.000006804136,0.003393122,0.0003372647,0.9883163,0.0009217464,0.002760012,0.0001825568],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918559,0.0001624075,0.0006173866,0.000006992427,0.0003970087,0.0004478547,0.000007849741,0.0001681394,0.006336493],"genre_scores_gemma":[0.9982702,0.00002848382,0.000514675,0.0000531911,0.0001009818,0.0002898195,0.000002368924,0.0000461547,0.0006941379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08392087,"threshold_uncertainty_score":0.9982292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02486796416811855,"score_gpt":0.2683908695185523,"score_spread":0.2435229053504337,"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."}}