{"id":"W4255811937","doi":"10.1115/gt2012-69128","title":"Constrained Adjoint-Based Aerodynamic Shape Optimization of a Single-Stage Transonic Compressor","year":2012,"lang":"en","type":"article","venue":"","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Transonic; Airfoil; Aerodynamics; Shape optimization; Stator; Adjoint equation; Turbomachinery; Rotor (electric); Gas compressor; Axial compressor; Mathematics; Control theory (sociology); Mathematical optimization; Computer science; Aerospace engineering; Physics; Engineering; Mathematical analysis; Mechanical engineering; Finite element method; Partial differential equation","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":[0.0003431922,0.0002796958,0.0004166295,0.0001712837,0.0003093336,0.0005250896,0.0004180699,0.0005472109,0.001271594],"category_scores_gemma":[0.0004156203,0.0002823553,0.0002859017,0.0001329014,0.000488882,0.0003461142,0.0004775374,0.0005384861,0.0001709368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003037366,"about_ca_system_score_gemma":0.0007695811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001910611,"about_ca_topic_score_gemma":0.001838017,"domain_scores_codex":[0.9998784,0.0000290772,0.000003868107,0.00001503787,0.00006084014,0.00001291268],"domain_scores_gemma":[0.99988,0.00004350582,0.00001484693,0.00001358445,0.00003355847,0.0000144268],"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":[0.00008343969,0.00003351345,0.0003448621,0.00003745916,0.000006508718,0.00007086717,0.00003545605,0.9480654,0.02658145,0.005693849,0.0002284803,0.01881858],"study_design_scores_gemma":[0.000005234348,0.00002060705,0.00007020024,0.000001107673,0.000001135241,0.00001058665,0.000003416277,0.9973434,0.001915567,0.0003664298,0.0002599472,0.00000248708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1106288,0.0000849362,0.8830934,0.0001274128,0.00002978475,0.00004576322,0.00004511818,0.000236982,0.005707788],"genre_scores_gemma":[0.8687161,0.00005773908,0.1266493,0.00003796037,0.00001106264,0.00007160051,0.00005913753,0.00005824401,0.00433867],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001910611,"threshold_uncertainty_score":0.004253924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270651454177562,"score_gpt":0.2071034008861222,"score_spread":0.1943968863443465,"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."}}