{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001606381,0.0007358877,0.0004562176,0.0001704573,0.0004579816,0.0007673812,0.0005600904,0.0005581617,0.003960066],"category_scores_gemma":[0.0002423368,0.0002153644,0.0003389344,0.0001918335,0.0003582746,0.0004544042,0.0007838659,0.0006207163,0.0007639905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004895119,"about_ca_system_score_gemma":0.0005280144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004785363,"about_ca_topic_score_gemma":0.00367863,"domain_scores_codex":[0.9998994,0.00003137031,0.000004355189,0.00002156445,0.00003054736,0.00001279214],"domain_scores_gemma":[0.9999408,0.00001480828,0.00001375079,0.00000511533,0.00001953092,0.000006022068],"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":[0.00005440411,0.0000172893,0.0003100543,0.00006349001,0.00001494322,0.0001125631,0.00006399675,0.9791136,0.003667796,0.004607619,0.001126507,0.01084765],"study_design_scores_gemma":[0.000006738728,0.00004296548,0.00009561433,0.000004180821,0.000006389787,0.00001614006,0.00001056906,0.9979566,0.0003410863,0.0007112637,0.0008040906,0.000004312135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08096633,0.0004742544,0.8717574,0.0006541323,0.0001045028,0.0001763344,0.0004788542,0.002032889,0.0433552],"genre_scores_gemma":[0.9774205,0.0002076232,0.01550443,0.00006356478,0.00002762001,0.0001468322,0.0001653923,0.00004288569,0.006421001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004785363,"threshold_uncertainty_score":0.01324779,"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."}}