{"id":"W2164749336","doi":"10.1109/aim.2001.936485","title":"Neurocomputing approach for real time optimisation modelling of an industrial process","year":2002,"lang":"en","type":"article","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Distillation; Artificial neural network; Radial basis function; Computer science; Fractionating column; Nonlinear system; Multivariable calculus; Variable (mathematics); Process (computing); Mathematics; Artificial intelligence; Control engineering; Engineering; Chemistry","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":[0.0003923388,0.00108714,0.0006549085,0.0004047646,0.0003425957,0.0008345605,0.0007527823,0.001051908,0.001609471],"category_scores_gemma":[0.0008208182,0.0003289918,0.0006699453,0.0006545734,0.0004098268,0.0005043939,0.000367849,0.0008637297,0.0004598798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008226227,"about_ca_system_score_gemma":0.0008575215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007022355,"about_ca_topic_score_gemma":0.0070652,"domain_scores_codex":[0.9997762,0.00007740773,0.00001194151,0.00003616469,0.00007778878,0.0000204592],"domain_scores_gemma":[0.9998491,0.00007700677,0.00002057763,0.00001253318,0.00003614891,0.000004585719],"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":[0.00001471505,0.000009683999,0.0001054841,0.00004138822,0.00001553333,0.00003472534,0.00001959919,0.9837052,0.0009745726,0.003319291,0.0001390779,0.01162077],"study_design_scores_gemma":[0.000001297461,0.00001034463,0.00003424101,0.000002840411,0.000003658998,0.000006147898,0.00000322052,0.9979954,0.0003144318,0.001101343,0.0005253446,0.000001852515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01435952,0.0003823794,0.9794372,0.0001395574,0.00003835143,0.00003966771,0.00005144282,0.000326621,0.005225298],"genre_scores_gemma":[0.7282059,0.00104478,0.2596808,0.00008545108,0.00007558391,0.0005349881,0.0001733882,0.0001122654,0.01008674],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007022355,"threshold_uncertainty_score":0.01396292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1219402190348351,"score_gpt":0.2666592208535378,"score_spread":0.1447190018187027,"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."}}