{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001528571,0.0001763391,0.0004024766,0.00016434,0.00002168594,0.00002480425,0.00005489692,0.0002990163,0.00001452747],"category_scores_gemma":[0.00003492614,0.000173214,0.00006285778,0.00004861984,0.000004907112,0.0001086134,0.000005401633,0.00006553307,7.436678e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000028261,"about_ca_system_score_gemma":0.00001558306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000378733,"about_ca_topic_score_gemma":0.00001953359,"domain_scores_codex":[0.9992913,0.00001784379,0.0003235547,0.0001600538,0.00006769366,0.0001395404],"domain_scores_gemma":[0.999154,0.0005034065,0.0001153372,0.0001088192,0.00009409424,0.00002436954],"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":[0.00006558877,0.000003187445,0.000003768571,0.0008497387,0.00008955077,1.801151e-7,0.0002278196,0.9873697,0.0026713,0.0004416293,0.00003557877,0.008242005],"study_design_scores_gemma":[0.0003935744,0.00004232151,0.00002265352,0.00007153299,0.00007397562,6.296581e-7,0.0003594235,0.997039,0.0008838967,0.00001590049,0.0009269394,0.0001702035],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02091604,0.005219354,0.971098,0.000001660915,0.001279693,0.0003952909,0.00003366715,0.00009893269,0.0009573455],"genre_scores_gemma":[0.9806088,0.0003117131,0.01562702,0.00001021225,0.000148706,0.00006963246,0.001342666,0.00007701322,0.001804284],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9596927,"threshold_uncertainty_score":0.7063461,"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."}}