{"id":"W2752339956","doi":"10.1109/aim.2017.8014247","title":"Cavity resonator tuning using perturbation-based extremum seeking control","year":2017,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF; Simon Fraser University; University of British Columbia","funders":"","keywords":"Tuner; Resonator; Control theory (sociology); Perturbation (astronomy); Reflection (computer programming); Physics; Computer science; Optics; Radio frequency; Control (management)","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":[0.0003856856,0.0004220112,0.000440588,0.0002176969,0.0003137453,0.0004798654,0.0005831612,0.00050672,0.0009713267],"category_scores_gemma":[0.0007454726,0.0002043434,0.0002299689,0.000184909,0.0004947902,0.000309358,0.000568522,0.0004950903,0.0002459935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003363475,"about_ca_system_score_gemma":0.0002770714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004915909,"about_ca_topic_score_gemma":0.0004903974,"domain_scores_codex":[0.9997596,0.00006990731,0.000008970468,0.00004538789,0.00009629154,0.00001983682],"domain_scores_gemma":[0.9997317,0.0001344223,0.00004509445,0.00003076532,0.00004540515,0.00001261065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002440831,0.0001176818,0.000432161,0.0001604698,0.00006475173,0.0001656829,0.0001766422,0.6129847,0.2700464,0.01871458,0.001446697,0.09544613],"study_design_scores_gemma":[0.00001152803,0.00006672904,0.0000734214,0.000004234868,0.000004052827,0.00003041107,0.000004695683,0.985413,0.01270462,0.0009860756,0.0006926405,0.000008545993],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03679063,0.000140869,0.9569741,0.0001165788,0.00004035169,0.00004556513,0.00001052012,0.0005457738,0.005335636],"genre_scores_gemma":[0.8234524,0.00007977017,0.1738205,0.00006159067,0.00001794818,0.00007095962,0.00001598824,0.00006751528,0.002413369],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0009713267,"threshold_uncertainty_score":0.003249407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02279011262059946,"score_gpt":0.2416023705900441,"score_spread":0.2188122579694447,"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."}}