{"id":"W3004516393","doi":"10.3390/pr8020181","title":"A Retrofit Hierarchical Architecture for Real-Time Optimization and Control Integration","year":2020,"lang":"en","type":"article","venue":"Processes","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Process (computing); Control theory (sociology); Computer science; Scheme (mathematics); Key (lock); Control (management); Mathematical optimization; Control engineering; Engineering; Mathematics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000644157,0.0001169322,0.000181412,0.00003660954,0.00004072612,0.00006151069,0.00006884554,0.00006626286,0.000008333503],"category_scores_gemma":[0.0004165345,0.0001041304,0.000021546,0.0001387614,0.00001714284,0.00009286741,0.000006539443,0.00008917453,0.000003890619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001493682,"about_ca_system_score_gemma":0.0000197734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003372805,"about_ca_topic_score_gemma":0.000005355845,"domain_scores_codex":[0.9994383,0.00001572102,0.0001612292,0.0001613508,0.00008561725,0.000137821],"domain_scores_gemma":[0.9995881,0.0001705183,0.00003007961,0.00006103025,0.00007613285,0.00007409856],"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":[0.0004574805,0.00002957062,0.0007560667,0.007753631,0.000201581,0.000005116993,0.005181082,0.561744,0.3994544,0.0003641359,0.00256424,0.02148879],"study_design_scores_gemma":[0.0007078914,0.00008283262,0.00002100304,0.00005314334,0.00002627309,0.000003847707,0.00001700579,0.9964159,0.0009059443,0.0002420824,0.001396367,0.0001276731],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001753388,0.0007264099,0.9945229,0.001319075,0.00004260344,0.0004367092,0.00002402343,0.0004701691,0.0007047456],"genre_scores_gemma":[0.9890965,0.00009235902,0.0102117,0.0001319281,0.0002769929,0.0001010228,0.00002749385,0.0000369787,0.00002503521],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9873431,"threshold_uncertainty_score":0.4246314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007833376825246789,"score_gpt":0.1994137988027866,"score_spread":0.1915804219775399,"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."}}