{"id":"W7161753577","doi":"10.82308/15528","title":"A simulation platform and methodology for optimal sizing of battery energy storage systems","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sizing; Energy storage; Battery (electricity); Peaking power plant; Energy (signal processing); Controller (irrigation)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007993607,0.0008501735,0.0006115932,0.0006308288,0.0004451614,0.0009272997,0.0009908967,0.0005874425,0.006149135],"category_scores_gemma":[0.001504358,0.0005795393,0.0007311622,0.000636136,0.0003118867,0.0006767414,0.0005713263,0.001093326,0.001055017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005782998,"about_ca_system_score_gemma":0.001634921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005218643,"about_ca_topic_score_gemma":0.004758769,"domain_scores_codex":[0.9997013,0.00009893423,0.00002211617,0.00003039808,0.0001220323,0.00002505986],"domain_scores_gemma":[0.9996185,0.0001771149,0.00003244103,0.00004512909,0.0001112313,0.00001566178],"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":[0.00001331791,0.00003277525,0.0001579211,0.00006825687,0.00001356391,0.00003642144,0.00003065884,0.9500836,0.002073798,0.02918696,0.001135363,0.01716745],"study_design_scores_gemma":[0.00001023377,0.0000148784,0.00003797785,0.00001253949,0.000003891428,0.00001008161,0.00000839126,0.9897602,0.0008322693,0.004115689,0.005188861,0.00000497024],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004980423,0.0001324682,0.9837551,0.0001061783,0.00004853267,0.0001618487,0.0002637754,0.0008056618,0.009746105],"genre_scores_gemma":[0.174335,0.0008410353,0.8156662,0.000057487,0.00003862727,0.0008954128,0.0007137826,0.0004159649,0.007036489],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006149135,"threshold_uncertainty_score":0.02057093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03318831260073715,"score_gpt":0.26809505381805,"score_spread":0.2349067412173128,"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."}}