{"id":"W2157675972","doi":"10.1109/epec.2009.5420925","title":"Optimal design and operation of a grid-connected microgrid","year":2009,"lang":"en","type":"article","venue":"","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Microgrid; Grid; Renewable energy; Computer science; Selection (genetic algorithm); Mathematical optimization; Optimal design; Electricity generation; Power (physics); Electrical engineering; Engineering; Mathematics","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":[0.00005311933,0.00006399822,0.00008720389,0.00003998417,0.00001645196,0.00001926107,0.00003041048,0.0000357608,0.0000521123],"category_scores_gemma":[0.00000532725,0.00005773297,0.00001382127,0.00005846578,0.000007374186,0.00008916802,0.000003103093,0.00002967072,0.000003300294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006579974,"about_ca_system_score_gemma":0.000004562177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002843529,"about_ca_topic_score_gemma":8.189089e-7,"domain_scores_codex":[0.9996923,0.000009990532,0.000116072,0.00006747915,0.0000331195,0.0000810554],"domain_scores_gemma":[0.9998696,0.00001356637,0.00001006261,0.00005661836,0.0000255204,0.00002464393],"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":[0.00001454836,0.00001075666,0.00001426072,0.000006310879,0.00001103991,6.287945e-7,0.00008818702,0.8101372,0.1657747,0.0001257159,0.0008115665,0.02300504],"study_design_scores_gemma":[0.0004205785,0.00007513834,0.0006806076,0.000005613129,0.00001010321,0.000005702671,0.00001106265,0.9172326,0.081079,0.00001729229,0.0003786718,0.00008363563],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1473761,0.002275531,0.8489373,0.0001324691,0.00009501244,0.0002639559,0.000002950316,0.0002461265,0.0006706206],"genre_scores_gemma":[0.8815014,0.0004542522,0.1178821,0.00006402165,0.00005170811,0.000003462972,0.00001161432,0.000007768237,0.00002369463],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7341253,"threshold_uncertainty_score":0.2354282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004460028593177152,"score_gpt":0.1718162529579053,"score_spread":0.1673562243647282,"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."}}