{"id":"W4296668442","doi":"10.2139/ssrn.4224536","title":"Stateless Discrete Predictive Control: First and Second Order Systems Theoretical Formulations","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Fredericton; University of New Brunswick","funders":"","keywords":"Stateless protocol; Controller (irrigation); Model predictive control; Control theory (sociology); Stability (learning theory); Parametrization (atmospheric modeling); Discrete time and continuous time; Reduction (mathematics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006145065,0.0008629153,0.0007496421,0.0006205486,0.0003635065,0.002338557,0.001069256,0.001273235,0.005060068],"category_scores_gemma":[0.001638549,0.0003846359,0.0005630409,0.0009339498,0.001189782,0.001899108,0.000915831,0.002151122,0.0005660253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00103231,"about_ca_system_score_gemma":0.0008965015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002896068,"about_ca_topic_score_gemma":0.002090158,"domain_scores_codex":[0.9997552,0.00006983609,0.00001087778,0.00003781333,0.0001013267,0.00002505091],"domain_scores_gemma":[0.9995196,0.000247943,0.00005320389,0.0000409689,0.0001209646,0.00001725915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002068465,0.00004131136,0.000135625,0.0001838833,0.00001791712,0.00006067265,0.0001366385,0.259002,0.0009382532,0.7142199,0.002485494,0.02275755],"study_design_scores_gemma":[0.000004724708,0.00001732328,0.00009359655,0.00001922385,0.000006275269,0.00001983743,0.00002084438,0.8602964,0.0001830523,0.1378998,0.001430658,0.000008273454],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009192215,0.003735247,0.9470935,0.001267417,0.0003748862,0.00003168525,0.00012492,0.0001044621,0.03807568],"genre_scores_gemma":[0.8986915,0.006354749,0.05570201,0.0005316994,0.0009153945,0.0002022705,0.0002598442,0.0001170782,0.0372253],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005060068,"threshold_uncertainty_score":0.01692766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001888503735881577,"score_gpt":0.1830410900362956,"score_spread":0.1811525863004141,"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."}}