{"id":"W4387126861","doi":"10.1115/gt2023-101480","title":"Convergence of Dynamic Mode Decomposition As an Assessment Criteria for Completion of Internal, Unsteady Flow Simulations","year":2023,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Dynamic mode decomposition; Computational fluid dynamics; Computer science; Airfoil; Computation; Algorithm; Turbulence; Flow (mathematics); Lift (data mining); Mathematical optimization; Simulation; Mechanics; Mathematics; Physics; Data mining","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":[0.006560849,0.0009009397,0.000644644,0.002023372,0.0005389166,0.001241527,0.0006527329,0.0007707624,0.00146223],"category_scores_gemma":[0.03049929,0.0003055205,0.0005260863,0.0004828587,0.0009971705,0.001173391,0.001442531,0.0008725022,0.0004751789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005174461,"about_ca_system_score_gemma":0.0009701822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002399669,"about_ca_topic_score_gemma":0.001249927,"domain_scores_codex":[0.9981397,0.0006155649,0.000179524,0.0002369687,0.0006921613,0.000136063],"domain_scores_gemma":[0.974582,0.01528997,0.001983424,0.001288883,0.006037623,0.0008181482],"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":[0.001128079,0.0002641993,0.02657764,0.000276965,0.00008486953,0.0001667041,0.000407756,0.8103988,0.03026858,0.0120915,0.001421036,0.1169138],"study_design_scores_gemma":[0.000005869475,0.00005701782,0.0016554,0.00001530696,0.000003523101,0.00001966002,0.00003618309,0.9927239,0.00413582,0.001106552,0.0002289674,0.00001195082],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1890031,0.0002177824,0.8072749,0.00009557231,0.00004915345,0.0001508865,0.0001779189,0.0006325507,0.002398149],"genre_scores_gemma":[0.7257659,0.00009325284,0.2724248,0.00002525955,0.00002091553,0.0001563907,0.0004892819,0.0002330029,0.0007911866],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006560849,"threshold_uncertainty_score":0.03469747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02005616299966663,"score_gpt":0.3947410136554969,"score_spread":0.3746848506558302,"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."}}