{"id":"W4403123472","doi":"10.1109/tps.2024.3467190","title":"Precision Airflow Control via EHD Actuator: A Co-Simulation and Control Design Case Study","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Plasma Science","topic":"Plasma and Flow Control in Aerodynamics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Airflow; Actuator; Plasma actuator; Control (management); Flow control (data); Computer science; Control system; Automotive engineering; Control theory (sociology); Control engineering; Mechanical engineering; Electrical engineering; Engineering; Voltage","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008367304,0.0002798157,0.0002677542,0.0004564997,0.0004554994,0.0003453126,0.0002028538,0.0001032635,0.00002292252],"category_scores_gemma":[0.00002133263,0.0002568328,0.00007057847,0.0006355543,0.0001977556,0.0007762774,0.000001003744,0.0003753604,0.00008211604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001957318,"about_ca_system_score_gemma":0.00008625277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002095721,"about_ca_topic_score_gemma":0.00007870982,"domain_scores_codex":[0.9981824,0.00008324534,0.0003352972,0.0005155593,0.0004745154,0.0004089825],"domain_scores_gemma":[0.9981562,0.00122614,0.00002394091,0.0003048417,0.00007319123,0.0002156337],"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":[0.0001169253,0.00009074166,0.000007448295,0.00001599585,0.00006054384,0.0003953379,0.0005947039,0.9279,0.02160551,0.000004550749,0.00001120732,0.04919705],"study_design_scores_gemma":[0.001680074,0.0003383096,0.00005302718,0.00003245184,0.0001175988,0.0006225355,0.00015399,0.9937646,0.002894836,0.00002791101,0.00005175448,0.0002628605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3996972,0.00002921726,0.5983146,0.00001674926,0.000883488,0.0006153608,0.00004744552,0.000345736,0.00005026329],"genre_scores_gemma":[0.998773,0.00001233761,0.0009732239,0.00002908174,0.00003427486,0.0001014309,4.016951e-7,0.00003588838,0.00004032817],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5990759,"threshold_uncertainty_score":0.9999884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01599860735628083,"score_gpt":0.2659184561761312,"score_spread":0.2499198488198504,"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."}}