{"id":"W4401717800","doi":"10.1177/1063293x241266338","title":"Decision-making solutions based artificial intelligence and hybrid software for optimal sizing and energy management in a smart grid system","year":2024,"lang":"en","type":"article","venue":"Concurrent Engineering","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Université de Sousse; King Saud University; Université Monastir; Université du Québec à Trois-Rivières","keywords":"Sizing; Energy management; Smart grid; Photovoltaic system; Grid; Computer science; Battery (electricity); Energy management system; Renewable energy; Energy storage; Automotive engineering; Engineering; Power (physics); Energy (signal processing); Electrical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0009244891,0.0007108793,0.000681624,0.0004870918,0.0003621726,0.001131174,0.0005847971,0.0007432367,0.001774259],"category_scores_gemma":[0.001601742,0.0003172858,0.0006265894,0.0004756393,0.0005033368,0.0006345692,0.0007321548,0.000700846,0.0002352803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006595028,"about_ca_system_score_gemma":0.0009378925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003449446,"about_ca_topic_score_gemma":0.003247582,"domain_scores_codex":[0.9995269,0.0001828943,0.00003055008,0.00007410078,0.0001436192,0.00004207829],"domain_scores_gemma":[0.9994648,0.0003485318,0.0000578427,0.00003025223,0.0000804489,0.00001820843],"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":[0.00005029436,0.00004680828,0.0003595929,0.00006740168,0.00003591922,0.00005388613,0.0000779806,0.9425195,0.001783545,0.009956759,0.0003511084,0.04469714],"study_design_scores_gemma":[0.000007192468,0.0000194092,0.00004921577,0.000005585347,0.000005381888,0.000005818853,0.000008396353,0.9971505,0.0003828976,0.001979328,0.0003839055,0.000002456033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02289812,0.0001880426,0.9711397,0.0001667313,0.00002889004,0.00008441575,0.00002892403,0.0004073471,0.005057841],"genre_scores_gemma":[0.7098635,0.0002693974,0.2862155,0.00009041219,0.00003365388,0.0003395601,0.00008006228,0.00005370669,0.003054152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003449446,"threshold_uncertainty_score":0.006858706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01239449051800017,"score_gpt":0.2172998922927127,"score_spread":0.2049054017747125,"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."}}