{"id":"W2371183588","doi":"","title":"Temperature measuring point analysis and control system design of heat exchanger networks based on structural observability","year":2012,"lang":"en","type":"article","venue":"Huagong xuebao","topic":"Process Optimization and Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Observability; Heat exchanger; Observable; Control theory (sociology); Temperature control; Control (management); Mathematical optimization; Computer science; Engineering; Control engineering; Mathematics; Mechanical engineering; Applied mathematics; Physics","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":[0.001000822,0.0008608786,0.0006617217,0.0004284853,0.0005851865,0.0008419268,0.0008404119,0.0005517293,0.001457814],"category_scores_gemma":[0.002200996,0.0004805108,0.0006751389,0.0003286319,0.0007906341,0.0009333276,0.0005853465,0.0007951163,0.0001306325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009826162,"about_ca_system_score_gemma":0.00151342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006305156,"about_ca_topic_score_gemma":0.005014125,"domain_scores_codex":[0.9990797,0.0002320613,0.0000422172,0.0002934026,0.0002668578,0.00008581211],"domain_scores_gemma":[0.9991474,0.0003702873,0.0001458743,0.00005312872,0.0002601228,0.00002307457],"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":[0.0001459477,0.00004495353,0.0008071816,0.0001103844,0.00003295797,0.00005912119,0.0001538347,0.9294509,0.01928004,0.008912432,0.0002106199,0.04079174],"study_design_scores_gemma":[0.000009744063,0.00006103016,0.0002715994,0.00000361219,0.00001103818,0.000007528803,0.000008905138,0.9948629,0.003335843,0.001195641,0.0002249679,0.000007121523],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01856798,0.00004774557,0.9797748,0.0000487519,0.00001074761,0.00004565292,0.00001214,0.0001874505,0.001304616],"genre_scores_gemma":[0.9322194,0.0000877487,0.06621292,0.0000218344,0.00001579069,0.0001694256,0.00004180046,0.00002352263,0.001207597],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006305156,"threshold_uncertainty_score":0.01253694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01593907243675927,"score_gpt":0.1999142034845415,"score_spread":0.1839751310477822,"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."}}