{"id":"W4416343070","doi":"10.1109/epec65543.2025.11230431","title":"A Linearized Energy Management System for Isolated Unbalanced Microgrids Considering Battery Degradation","year":2025,"lang":"","type":"article","venue":"","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Renewable energy; Battery (electricity); Energy storage; Voltage; Energy management; Control theory (sociology); Energy management system; Power (physics); Microgrid","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002252935,0.0004710036,0.0005947145,0.0004383113,0.000232108,0.0003040854,0.0002172048,0.0002726554,0.00007319837],"category_scores_gemma":[0.00001433607,0.0005150868,0.0002304648,0.0006058472,0.00002915498,0.0002010399,0.00009822955,0.0001301743,0.00001562063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003590904,"about_ca_system_score_gemma":0.00005193136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006773263,"about_ca_topic_score_gemma":0.00003019721,"domain_scores_codex":[0.9976742,0.00005688161,0.0009631412,0.0005647079,0.000128966,0.0006121296],"domain_scores_gemma":[0.9990037,0.0001419885,0.0001323877,0.0004316398,0.0002001448,0.00009014751],"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":[0.00119347,0.0002235499,0.0001845512,0.008706831,0.004479202,0.00003398108,0.0001626513,0.5729324,0.05387064,0.03395502,0.008724293,0.3155334],"study_design_scores_gemma":[0.005015008,0.00004617637,0.00003575682,0.0007470504,0.0004667627,0.000005971124,0.0002084398,0.9500449,0.01320747,0.00006628942,0.02970297,0.0004532221],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0007050995,0.004594998,0.986077,0.0003619059,0.002329543,0.00111701,0.00003589565,0.0006854102,0.004093109],"genre_scores_gemma":[0.8553026,0.003501513,0.1265924,0.0007475512,0.0003495562,0.0007632619,0.0004719504,0.0001543763,0.01211677],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8594847,"threshold_uncertainty_score":0.9997301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004885115780166929,"score_gpt":0.1928253699558354,"score_spread":0.1879402541756684,"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."}}