{"id":"W4408282166","doi":"10.1109/iecon55916.2024.10905444","title":"ZPUC-MMC: Real-Time Implementation with Model Predictive Control","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Model predictive control; Control (management); 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":[],"consensus_categories":[],"category_scores_codex":[0.00006037356,0.0001245785,0.0001270781,0.00007098819,0.00002558639,0.00004860045,0.00004544657,0.00003720815,0.00008705375],"category_scores_gemma":[0.000002123313,0.0001021681,0.00002407482,0.000125972,0.000008989153,0.0003807381,0.000004554998,0.00005843235,0.00006829755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001271339,"about_ca_system_score_gemma":0.00002292721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002090432,"about_ca_topic_score_gemma":0.00002423586,"domain_scores_codex":[0.9993607,0.00001090064,0.0001691406,0.0001582412,0.0001302152,0.0001708222],"domain_scores_gemma":[0.9997479,0.00003480349,0.00001367104,0.0001175472,0.00004174767,0.00004427598],"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":[0.0000164489,0.00000213455,0.00002249042,0.00002729215,0.00008915414,0.000002912088,0.0001475448,0.9882273,0.00738193,0.001883533,0.0009051308,0.001294124],"study_design_scores_gemma":[0.0006311883,0.00004756918,0.00003639461,0.00002542205,0.00004092836,0.000004216089,0.00007723647,0.9981533,0.0004509509,0.0002775947,0.0001331641,0.0001220619],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001910512,0.00008866612,0.9730676,0.00005571552,0.00007721096,0.0004586537,0.00004344562,0.001451644,0.02284651],"genre_scores_gemma":[0.9904917,0.00002412227,0.008379731,0.00001825866,0.0000740079,0.0001443761,0.00003779621,0.00005408298,0.0007758851],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9885812,"threshold_uncertainty_score":0.4166295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003204716357335073,"score_gpt":0.2197019759027697,"score_spread":0.2164972595454347,"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."}}