{"id":"W3209470221","doi":"10.1109/isie45552.2021.9576194","title":"ANN Based Model-Free Sliding Mode Control for Grid-Connected Compact Multilevel Converters: An Experimental Validation","year":2021,"lang":"en","type":"article","venue":"","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Converters; Control theory (sociology); Parametric statistics; Sensitivity (control systems); Computer science; Stability (learning theory); Grid; Reliability (semiconductor); Artificial neural network; Power (physics); Mode (computer interface); Voltage; Control engineering; Engineering; Electronic engineering; Control (management); Mathematics; Physics; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007322199,0.0002888112,0.0003311838,0.00009056977,0.00009067963,0.0000725823,0.0002160192,0.0001015331,0.0001262597],"category_scores_gemma":[0.00006902924,0.0003194497,0.0001228983,0.00009428495,0.00001971656,0.0006650349,0.00001934515,0.0001073238,0.00000953144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002234031,"about_ca_system_score_gemma":0.00005028129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000200967,"about_ca_topic_score_gemma":0.00002597083,"domain_scores_codex":[0.9986885,0.00003707359,0.0003182263,0.000371072,0.0001852391,0.0003998902],"domain_scores_gemma":[0.9989544,0.0001743821,0.000042154,0.0005257311,0.00012673,0.0001766182],"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":[0.00007876124,0.00008391896,0.00006070721,0.00004048325,0.0000625397,0.00000536861,0.0003176437,0.5931892,0.4032266,0.0005154261,0.0007333701,0.001685958],"study_design_scores_gemma":[0.004011835,0.00003965655,0.00002559339,0.00001707798,0.00002246681,0.000002846747,0.0002983089,0.7114562,0.2836211,0.0001586719,0.00005146606,0.000294745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0521993,0.00005058532,0.9456193,0.00009809699,0.0004161425,0.0004686269,0.0002595374,0.0007211012,0.0001672935],"genre_scores_gemma":[0.9729074,0.00000143135,0.02601279,0.0003895576,0.00008468763,0.00008070338,0.0003662304,0.00008562332,0.00007163805],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.920708,"threshold_uncertainty_score":0.9999257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0292997779692357,"score_gpt":0.2801300630873877,"score_spread":0.250830285118152,"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."}}