{"id":"W7117144372","doi":"10.18280/jesa.581111","title":"Machine Learning Based Weather Prediction for Smart Battery Switching of PV System to Enhanced Reliability Optimization","year":2025,"lang":"","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Power System Reliability and Maintenance","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Reliability (semiconductor); Photovoltaic system; Battery (electricity); Support vector machine; Artificial neural network","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":[0.0002175382,0.0003823528,0.0004286933,0.0003011844,0.0001629948,0.0003838015,0.0002971998,0.0002321362,0.00125151],"category_scores_gemma":[0.0006717031,0.00014414,0.000272619,0.0002801912,0.0000944048,0.0003743758,0.0001780907,0.0004026011,0.0001522708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003010153,"about_ca_system_score_gemma":0.0002892226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004688175,"about_ca_topic_score_gemma":0.005923834,"domain_scores_codex":[0.9999094,0.00002495402,0.00000528491,0.00002364745,0.00002114478,0.00001569575],"domain_scores_gemma":[0.9998143,0.00008248824,0.00001981253,0.00001422736,0.00006081269,0.000008433522],"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":[0.0001242621,0.0001107375,0.002402103,0.00005761744,0.00004371611,0.00004914229,0.00002172361,0.9195256,0.004790234,0.0006856712,0.001264477,0.07092471],"study_design_scores_gemma":[0.000002011274,0.00001092524,0.0005008012,0.00000116683,0.000003704235,0.000002508773,0.000002086995,0.9988344,0.0003954816,0.0001797192,0.00006627528,9.788473e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5171323,0.00104037,0.4725719,0.0003601916,0.0002082044,0.00006623854,0.0002633979,0.000856395,0.007500987],"genre_scores_gemma":[0.9945827,0.00008226967,0.004393685,0.00001085947,0.00001507866,0.00001047732,0.00006639326,0.00001171419,0.0008267871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004688175,"threshold_uncertainty_score":0.009321749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007803493150694276,"score_gpt":0.2247071608457177,"score_spread":0.2169036676950234,"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."}}