{"id":"W4220961015","doi":"10.1155/2022/2657269","title":"A Feedback Control Method with Connected Vehicles in a Lattice Hydrodynamic Model at Highway On-Ramps","year":2022,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Traffic control and management","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundamental Research Funds for the Central Universities; National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Control theory (sociology); Traffic flow (computer networking); Instability; Controller (irrigation); Lyapunov stability; Lyapunov function; Convergence (economics); String (physics); Stability (learning theory); Computer science; Engineering; Control (management); Mathematics; Nonlinear system; Physics; Mechanics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001983893,0.0001273315,0.0002550037,0.0001811305,0.00005086509,0.000007026872,0.00009631059,0.00002133832,0.00001897693],"category_scores_gemma":[0.000004333845,0.0001149453,0.00006600162,0.0001988297,0.00000828832,0.0001610757,0.000001679851,0.0002623899,9.481329e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002142353,"about_ca_system_score_gemma":0.00002094484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003322329,"about_ca_topic_score_gemma":0.0003531306,"domain_scores_codex":[0.9990187,0.00003601654,0.0003835788,0.0001116541,0.0002867556,0.0001632367],"domain_scores_gemma":[0.9995848,0.0000959391,0.0001409588,0.00008515427,0.00004328575,0.0000498486],"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":[0.001129718,0.00006823114,0.00009145957,0.00003188687,0.00008373387,0.00008137496,0.0008537956,0.9850996,0.007111528,0.0004658536,0.00001878328,0.004964046],"study_design_scores_gemma":[0.01167646,0.0005376231,0.08127814,0.00006819549,0.0001495511,0.00001804214,0.0005580523,0.9039006,0.0001496253,0.0004415146,0.0009734281,0.0002487437],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.935922,0.0001461367,0.06313119,0.0002455569,0.000139807,0.0002258445,0.00002948148,0.00006295868,0.0000970539],"genre_scores_gemma":[0.990081,0.00002791128,0.009667583,0.00009122649,0.00001693646,0.00003201048,0.00001403976,0.00002610688,0.00004316233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08119896,"threshold_uncertainty_score":0.4687335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005012471983118776,"score_gpt":0.2079955872701705,"score_spread":0.2029831152870517,"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."}}