{"id":"W4318475919","doi":"10.1016/j.ymssp.2023.110099","title":"Online fault classification in Connected Autonomous Vehicles using output-only measurements","year":2023,"lang":"en","type":"article","venue":"Mechanical Systems and Signal Processing","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Guelph; Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Platoon; Transmissibility (structural dynamics); Fault (geology); Fault detection and isolation; Engineering; SIGNAL (programming language); Support vector machine; Real-time computing; Control theory (sociology); Artificial intelligence; Actuator; Stability (learning theory); Computer science; Control engineering; Machine learning; Vibration; Control (management)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002512577,0.0006210154,0.000613205,0.0006379447,0.0003540154,0.0007525036,0.0005102871,0.0007775957,0.0005918629],"category_scores_gemma":[0.001791475,0.0002705779,0.0002443008,0.0004660699,0.000410239,0.0007597108,0.0004931989,0.0004686481,0.0002035042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003578652,"about_ca_system_score_gemma":0.0004519008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004676648,"about_ca_topic_score_gemma":0.004528737,"domain_scores_codex":[0.999668,0.00004630211,0.00001958994,0.00009412897,0.000108339,0.0000637276],"domain_scores_gemma":[0.999295,0.0003414479,0.0001053301,0.0000608025,0.0001584025,0.00003893335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003215817,0.0004553777,0.03187266,0.0002681734,0.0001739976,0.0007738594,0.0003831306,0.440606,0.04472417,0.002965368,0.002428358,0.472133],"study_design_scores_gemma":[0.00001519174,0.0001065082,0.00580537,0.000007339956,0.00001473258,0.00005740858,0.00003492918,0.9862445,0.006346696,0.001131532,0.0002288372,0.000006918172],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7417296,0.0004258377,0.2548761,0.000205475,0.0001286681,0.0000356247,0.0001798221,0.0007671595,0.001651723],"genre_scores_gemma":[0.9956434,0.00002286788,0.00382752,0.0000105219,0.00001358062,0.000006208697,0.00007081388,0.000008287389,0.0003969318],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.004676648,"threshold_uncertainty_score":0.009298861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07044061945103736,"score_gpt":0.2735450544713057,"score_spread":0.2031044350202684,"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."}}