{"id":"W2767608087","doi":"10.1016/b978-0-444-63965-3.50269-5","title":"Coordination of distributed MPC systems through dynamic real-time optimization with closed-loop prediction","year":2017,"lang":"en","type":"book-chapter","venue":"Computer-aided chemical engineering/Computer aided chemical engineering","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Closed loop; Computer science; Loop (graph theory); Control theory (sociology); Control engineering; Engineering; Mathematics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003043895,0.000790974,0.0006995735,0.0002030228,0.0002882836,0.0009877491,0.0009803543,0.0004711126,0.003290176],"category_scores_gemma":[0.0005689166,0.0002934352,0.000352465,0.0004009521,0.0003570089,0.0007362321,0.0006823962,0.001001237,0.0008516415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004327033,"about_ca_system_score_gemma":0.0005379948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00137012,"about_ca_topic_score_gemma":0.001604048,"domain_scores_codex":[0.9997815,0.00003670163,0.000008761548,0.00006297009,0.00008619435,0.00002382969],"domain_scores_gemma":[0.9998602,0.00004977006,0.00001836997,0.00003145617,0.0000307456,0.000009524616],"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":[0.00009783146,0.00006683384,0.0001414501,0.00009552821,0.00003856064,0.00005736414,0.00005154372,0.7626437,0.008107549,0.02309964,0.004562595,0.2010373],"study_design_scores_gemma":[0.0000183965,0.00004260894,0.0001206089,0.00001093328,0.000008914011,0.00002241822,0.00000823473,0.9810938,0.003301665,0.009690857,0.005674329,0.000007259393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006971396,0.001044948,0.9716963,0.0001642056,0.0001988447,0.00003372521,0.00004186592,0.0008741379,0.0189747],"genre_scores_gemma":[0.75652,0.001506979,0.2172772,0.0001096975,0.0002476373,0.0001546621,0.0002216145,0.0003076778,0.02365453],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003290176,"threshold_uncertainty_score":0.01100671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004361499211465719,"score_gpt":0.1758285836110638,"score_spread":0.1714670843995981,"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."}}