{"id":"W2606925385","doi":"10.1002/aic.15752","title":"Dynamic real‐time optimization with closed‐loop prediction","year":2017,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Ministry of Higher Education, Malaysia","keywords":"Mathematical optimization; Control theory (sociology); Optimization problem; Model predictive control; Nonlinear system; Computer science; Convex optimization; Complementarity (molecular biology); Process (computing); Regular polygon; Control (management); 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":[0.0006136605,0.0008837912,0.0006901103,0.0002179148,0.0002837002,0.001048267,0.0005718517,0.0008899401,0.001594235],"category_scores_gemma":[0.001462406,0.0004353494,0.0004657145,0.0003498778,0.0007164608,0.0008941994,0.0008845861,0.001084527,0.0002530176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005700426,"about_ca_system_score_gemma":0.001051995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005557106,"about_ca_topic_score_gemma":0.002824923,"domain_scores_codex":[0.9996521,0.0001092446,0.00001206102,0.00007372672,0.0001062712,0.00004654038],"domain_scores_gemma":[0.9995174,0.0002941282,0.00007427866,0.0000369141,0.00006223919,0.00001513305],"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":[0.00001455743,0.00001123763,0.00005697936,0.00001331563,0.000005322943,0.00001144826,0.000007153021,0.9927897,0.0005365618,0.002003928,0.00008829883,0.004461528],"study_design_scores_gemma":[0.000002821637,0.000006425835,0.00001899805,7.466346e-7,0.000001028436,0.000001393419,0.000001071782,0.9991087,0.0001679276,0.0006009866,0.0000887522,0.000001062315],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03430916,0.0003045177,0.9558801,0.0002458183,0.00003953529,0.0000440106,0.00003441683,0.000299239,0.00884313],"genre_scores_gemma":[0.9461001,0.000194752,0.04988131,0.00005064924,0.0000308442,0.0001228277,0.000062307,0.00004590196,0.003511345],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005557106,"threshold_uncertainty_score":0.01104957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003572000448769866,"score_gpt":0.2030830420431529,"score_spread":0.1995110415943831,"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."}}