{"id":"W2527878471","doi":"10.1109/sege.2016.7589542","title":"Power management strategy for sizing battery system for peak load limiting in a university campus","year":2016,"lang":"en","type":"article","venue":"","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Photovoltaic system; Sizing; Peaking power plant; Battery (electricity); Limit (mathematics); Automotive engineering; Grid-connected photovoltaic power system; Grid; Reliability engineering; Computer science; Electricity; Power (physics); Electric power system; Limiting; Electrical engineering; Engineering; Maximum power point tracking; Renewable energy; Distributed generation; Voltage; Inverter","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002173876,0.0001404142,0.0001428344,0.0001378592,0.00004474744,0.00002226055,0.0001546036,0.00004361884,0.00002306624],"category_scores_gemma":[0.000007053626,0.0001224235,0.00006547607,0.0001001041,0.00000876102,0.0001516682,0.00006335628,0.00002738637,0.00001692878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006811285,"about_ca_system_score_gemma":0.000007680224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001528226,"about_ca_topic_score_gemma":0.00008454649,"domain_scores_codex":[0.9991511,0.00001044157,0.0001692345,0.0002197989,0.00009805409,0.0003514301],"domain_scores_gemma":[0.9995946,0.0001132509,0.00002427903,0.0001942415,0.00002918172,0.00004442253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002487041,0.0001125873,0.002942718,0.004413553,0.0009464952,0.0002251845,0.0004251022,0.6920927,0.004434862,0.2256058,0.02587267,0.04267965],"study_design_scores_gemma":[0.02361935,0.0005500454,0.03022042,0.003217157,0.0003715339,0.00001821141,0.02889033,0.3411008,0.01000115,0.0006485839,0.5576735,0.003688914],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1389192,0.0000651475,0.7027744,0.0002138376,0.001061557,0.001205803,0.00001968934,0.0008265532,0.1549138],"genre_scores_gemma":[0.9938797,0.00001232569,0.002790269,0.00002127368,0.00006074232,0.00004097047,0.000002512318,0.00003203931,0.003160212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8549605,"threshold_uncertainty_score":0.4992286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01105239511851086,"score_gpt":0.1859266282791893,"score_spread":0.1748742331606784,"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."}}