{"id":"W4389641678","doi":"10.11591/eei.v13i1.4250","title":"Performance improvement of fuel cell and photovoltaic system","year":2023,"lang":"en","type":"article","venue":"Bulletin of Electrical Engineering and Informatics","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Photovoltaic system; Renewable energy; Energy storage; Grid; Automotive engineering; Solid oxide fuel cell; Distributed generation; Process engineering; Grid-connected photovoltaic power system; Electricity; Stand-alone power system; Electricity generation; Electrical engineering; Computer science; Environmental economics; Engineering; Power (physics); Maximum power point tracking; 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":[0.00009893407,0.000089836,0.0001648278,0.0001144789,0.00001284484,0.000008335792,0.00004246349,0.00004790297,0.000003286833],"category_scores_gemma":[0.00001188978,0.00008438346,0.00001910219,0.0001712361,0.000009538687,0.00002494357,0.00001945211,0.00007214594,0.000004131163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001430359,"about_ca_system_score_gemma":0.000004507545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003813951,"about_ca_topic_score_gemma":2.617264e-8,"domain_scores_codex":[0.9994149,0.000001323216,0.0003160657,0.00003553705,0.00008304865,0.0001491161],"domain_scores_gemma":[0.9997878,0.000035377,0.00004116406,0.00006657038,0.00002752398,0.00004154471],"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":[0.00001647433,0.00001581938,0.0001808496,0.01252971,0.00005468812,7.502974e-7,0.0005977431,0.9325218,0.03054922,0.0001462284,0.001543652,0.02184311],"study_design_scores_gemma":[0.0003010201,0.0001019711,0.0002802338,0.00005687999,0.00001196263,0.000002781506,0.0000403392,0.9862363,0.008564903,4.987115e-7,0.004318316,0.00008480992],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897482,0.002154843,0.00415977,0.000009515489,0.0001116789,0.0002603675,0.000009401424,0.0003750186,0.003171158],"genre_scores_gemma":[0.9955748,0.002568551,0.001787516,0.000005185125,0.00001242992,0.000008313501,0.000004585542,0.00001122958,0.00002742103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05371452,"threshold_uncertainty_score":0.3441058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001982136151947393,"score_gpt":0.1355516543017458,"score_spread":0.1335695181497984,"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."}}