{"id":"W4414247148","doi":"10.3390/machines13090854","title":"Semi-Active Control of a Two-Phase Fluid Strut Suspension via Deep Reinforcement Learning","year":2025,"lang":"en","type":"article","venue":"Machines","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Control theory (sociology); Suspension (topology); Solenoid valve; Sprung mass; Acceleration; Nonlinear system; Control valves; Vibration; Optimal control; Vibration control","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":[0.0003760017,0.0006450782,0.000509059,0.000187041,0.0001945282,0.0004683459,0.0006128969,0.0005668952,0.0009554683],"category_scores_gemma":[0.0006592303,0.0002346565,0.0003319526,0.0001073232,0.0005021536,0.0003014303,0.0005280956,0.0005232824,0.0001311122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003926108,"about_ca_system_score_gemma":0.0005746892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004968644,"about_ca_topic_score_gemma":0.004591692,"domain_scores_codex":[0.9998925,0.00002200199,0.000004741306,0.00002641849,0.00002867467,0.00002559164],"domain_scores_gemma":[0.9996673,0.0001588459,0.00006868167,0.00001508779,0.00006573769,0.00002439103],"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":[0.00006395342,0.0000409828,0.0003533466,0.00003990498,0.00001905378,0.00004409443,0.00002119077,0.9786719,0.004072398,0.001176309,0.0002017897,0.01529499],"study_design_scores_gemma":[0.000003031296,0.00002327408,0.00003078684,0.000001254226,0.000001805117,0.000001813399,0.000001071897,0.999549,0.0002408817,0.0001021849,0.00004392509,9.990865e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1564744,0.0004231736,0.8354866,0.0002236889,0.00008924514,0.00004977644,0.00003551749,0.0006265025,0.006591052],"genre_scores_gemma":[0.9902059,0.00003885764,0.008551458,0.00003325763,0.000006915226,0.00003052171,0.0000161868,0.00000714421,0.001109675],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004968644,"threshold_uncertainty_score":0.00987947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005842022675858058,"score_gpt":0.251129639064253,"score_spread":0.2452876163883949,"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."}}