{"id":"W7027487607","doi":"","title":"Design and Analysis of Dynamic Real-time Optimization Systems","year":2017,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Process (computing); Model predictive control; Optimization problem; Optimal control; Control theory (sociology); Control (management); System dynamics; Key (lock); Process control","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00112286,0.001131279,0.0009607171,0.0005429827,0.000409201,0.002178376,0.00100526,0.001029849,0.003862167],"category_scores_gemma":[0.002537662,0.000488197,0.0007979734,0.0004499256,0.0009307669,0.000792714,0.001229152,0.001179889,0.00068182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009965631,"about_ca_system_score_gemma":0.00141205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002530355,"about_ca_topic_score_gemma":0.00131841,"domain_scores_codex":[0.9990429,0.0003316587,0.00005001351,0.0001881035,0.0003073435,0.00007982462],"domain_scores_gemma":[0.9991732,0.000428605,0.0001189881,0.00004772812,0.0001984294,0.00003298904],"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":[0.00002207387,0.000016347,0.0001537632,0.0001097175,0.0000232116,0.00004168774,0.0000334609,0.9659077,0.001477804,0.01934057,0.0003782478,0.01249529],"study_design_scores_gemma":[0.000006522595,0.00001824641,0.00004955959,0.000007835001,0.000004174413,0.000007987536,0.000006917266,0.9932469,0.000380983,0.005009415,0.001257418,0.000003997866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004946026,0.0004978951,0.9870456,0.0002204904,0.00004169135,0.0000805027,0.00005437504,0.0001948689,0.006918496],"genre_scores_gemma":[0.73264,0.00230883,0.2474687,0.0002399873,0.000178932,0.001251188,0.0004180605,0.0001797641,0.01531451],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003862167,"threshold_uncertainty_score":0.01292026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005798299403487776,"score_gpt":0.1906558254193175,"score_spread":0.1848575260158297,"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."}}