{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003135378,0.0001460034,0.0002666065,0.0001214632,0.00005509002,0.00003696759,0.00005742597,0.0001062869,0.00003682197],"category_scores_gemma":[0.00003787994,0.0001204158,0.00006511628,0.000329824,0.0000191172,0.0002244725,0.000005218108,0.0001253391,8.952318e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008397285,"about_ca_system_score_gemma":0.000007255182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002092028,"about_ca_topic_score_gemma":0.000008030863,"domain_scores_codex":[0.9992483,0.00007937198,0.0002161256,0.0001248663,0.0001380067,0.0001932849],"domain_scores_gemma":[0.999542,0.00007039998,0.00003199749,0.0001833081,0.00008732638,0.000084983],"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":[0.000033233,0.000007284755,0.009586385,0.0001073193,0.00009161414,2.138394e-7,0.0001234119,0.9871598,0.002652578,0.00004453473,0.00004366447,0.000149895],"study_design_scores_gemma":[0.0002997559,0.00001896741,0.02042029,0.00004414544,0.0001363835,9.23684e-7,0.00006345618,0.973539,0.005355461,0.000001437397,0.00000426773,0.0001159177],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1577906,0.001019555,0.8399228,0.00003333685,0.000266881,0.0003460733,0.00001483167,0.0002427946,0.0003630981],"genre_scores_gemma":[0.9981053,0.000007804375,0.001700058,0.00004492333,0.00007547621,0.0000213865,0.00001967161,0.00001638827,0.000008956484],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8403147,"threshold_uncertainty_score":0.4910415,"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."}}