{"id":"W2914293447","doi":"10.1088/1361-665x/ab028b","title":"A two-variable extremum seeking controller with application to self-tuned vibration energy harvesting <sup>∗</sup>","year":2019,"lang":"en","type":"article","venue":"Smart Materials and Structures","topic":"Innovative Energy Harvesting Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Vibration; Control theory (sociology); Controller (irrigation); Energy harvesting; Variable (mathematics); Energy (signal processing); Engineering; Computer science; Mathematics; Acoustics; Physics; Control (management); Mathematical analysis; Artificial intelligence; Statistics","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":[0.0001827485,0.0002562296,0.0003022375,0.0002033808,0.0001696238,0.0003974286,0.0005447883,0.0004344016,0.001226078],"category_scores_gemma":[0.0001964955,0.000112175,0.0001819043,0.0001690101,0.0001908534,0.0002113924,0.0002367391,0.0002302743,0.0001482904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001256489,"about_ca_system_score_gemma":0.0001578478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004052435,"about_ca_topic_score_gemma":0.0004542261,"domain_scores_codex":[0.9999161,0.00001400164,0.000006856939,0.00001925524,0.00003561653,0.000008132844],"domain_scores_gemma":[0.9999306,0.00001737019,0.00001183668,0.000007973977,0.00002748034,0.000004673865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003187564,0.0001534529,0.0007744699,0.0006304664,0.0001296107,0.0005820405,0.0002358499,0.2263562,0.4132825,0.02289855,0.00312646,0.3315116],"study_design_scores_gemma":[0.00003208632,0.0002058007,0.0003407491,0.00001243171,0.00001539204,0.0001100006,0.00001480938,0.9709998,0.02472587,0.0006903819,0.002838601,0.00001404858],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05219676,0.0005998026,0.9387712,0.0001502463,0.0001694938,0.00008110823,0.00002219207,0.0005247912,0.007484467],"genre_scores_gemma":[0.9219743,0.0001720622,0.07417456,0.00005997066,0.00002184532,0.00008598843,0.00002067662,0.00001728898,0.003473341],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001226078,"threshold_uncertainty_score":0.004101634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004087139876210005,"score_gpt":0.1837148340709616,"score_spread":0.1796276941947516,"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."}}