{"id":"W4416342333","doi":"10.1109/epec65543.2025.11230454","title":"Modified Energy Management System for Virtual Power Plant Applications","year":2025,"lang":"","type":"article","venue":"","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Virtual power plant; Electricity market; Scheduling (production processes); Renewable energy; Profit (economics); Electricity; Energy management; Electric power system; Energy management system","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":[0.0002287659,0.0003629742,0.0003632909,0.000294308,0.0003609188,0.0007051579,0.000995486,0.0003983536,0.00564277],"category_scores_gemma":[0.0005617748,0.0001496787,0.0002168439,0.0002273419,0.000159615,0.00053219,0.0004342327,0.0004378704,0.001341851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002127283,"about_ca_system_score_gemma":0.0003377285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001323206,"about_ca_topic_score_gemma":0.00212139,"domain_scores_codex":[0.9998129,0.00003820439,0.00002015708,0.00004709989,0.00006837952,0.00001322318],"domain_scores_gemma":[0.9998395,0.00003479296,0.00002197632,0.00004088325,0.00005283521,0.00001006146],"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":[0.0004733741,0.0003106548,0.001616818,0.0001781259,0.00006093963,0.0004865587,0.0001126872,0.5160559,0.03635421,0.01639414,0.009817523,0.4181391],"study_design_scores_gemma":[0.00002367434,0.00006211169,0.0002459066,0.000004593719,0.000008555745,0.00006950728,0.000005538642,0.9887405,0.003525738,0.001564387,0.005740504,0.00000895105],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03608829,0.0002224531,0.9408719,0.0001448154,0.0002410566,0.0002365096,0.0002165494,0.005447613,0.01653069],"genre_scores_gemma":[0.8737922,0.0001140083,0.1167778,0.0001161728,0.00005950964,0.0002202276,0.0002811461,0.00011747,0.008521437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00564277,"threshold_uncertainty_score":0.01887697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006481152639383078,"score_gpt":0.1964978685293445,"score_spread":0.1900167158899614,"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."}}