{"id":"W1990521712","doi":"10.1109/jestpe.2015.2413756","title":"Strategies for Independent Deployment and Autonomous Control of PV and Battery Units in Islanded Microgrids","year":2015,"lang":"en","type":"article","venue":"IEEE Journal of Emerging and Selected Topics in Power Electronics","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microgrid; Voltage droop; Battery (electricity); Photovoltaic system; Power Balance; State of charge; Power (physics); Control theory (sociology); Computer science; Voltage; Engineering; Automotive engineering; Control engineering; Control (management); Electrical engineering; Voltage regulator","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002981728,0.0001188411,0.0002799149,0.0002083263,0.00001697519,0.00003649461,0.00005474767,0.00008411994,8.435412e-7],"category_scores_gemma":[0.00002669317,0.000112533,0.0000163545,0.0001734548,0.00001940999,0.0001282167,0.000006435459,0.0002529403,1.762738e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007551527,"about_ca_system_score_gemma":0.0001657493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001007513,"about_ca_topic_score_gemma":0.0001681033,"domain_scores_codex":[0.9991633,0.00003358724,0.0003994355,0.00008853445,0.00008769627,0.0002274381],"domain_scores_gemma":[0.9995666,0.00004734602,0.00009724776,0.00004732028,0.0001836684,0.00005782781],"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":[0.00196558,0.0004872849,0.07616501,0.0007695883,0.001245038,0.00009776127,0.02423109,0.7121298,0.113342,0.003529952,0.001662562,0.06437431],"study_design_scores_gemma":[0.03739079,0.004240198,0.016998,0.0005586821,0.0003449341,0.0006375929,0.003575891,0.8964494,0.01781276,0.00848008,0.01220131,0.001310403],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9615164,0.0206929,0.01727261,0.0001469298,0.000180953,0.0001425507,0.000003490221,0.00001172203,0.0000324926],"genre_scores_gemma":[0.9968339,0.00265599,0.0004097384,0.00002595241,0.00004858384,0.00000344766,0.000001478978,0.00001354517,0.000007383326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1843195,"threshold_uncertainty_score":0.4588961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009007635989405615,"score_gpt":0.2196592035367741,"score_spread":0.2106515675473684,"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."}}