{"id":"W1996909854","doi":"10.1177/1045389x13476148","title":"An improved electromechanical model and parameter identification technique for piezoelectric actuators","year":2013,"lang":"en","type":"article","venue":"Journal of Intelligent Material Systems and Structures","topic":"Piezoelectric Actuators and Control","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Capacitance; Control theory (sociology); Capacitive sensing; Actuator; Voltage; System identification; Piezoelectricity; Hysteresis; Engineering; Electronic engineering; Computer science; Physics; Electrical engineering; Data modeling","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":[0.0003581219,0.0007504995,0.0006479152,0.0004244439,0.0002873712,0.0005027477,0.001167457,0.0009831252,0.001603372],"category_scores_gemma":[0.0007843408,0.0004401267,0.0007730434,0.0005734387,0.00033352,0.00131221,0.0005720221,0.001285856,0.0009810793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002703554,"about_ca_system_score_gemma":0.0005599742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001250898,"about_ca_topic_score_gemma":0.001202259,"domain_scores_codex":[0.9996135,0.00006133294,0.00002604948,0.0001084174,0.0001742507,0.00001651722],"domain_scores_gemma":[0.9998453,0.00004408119,0.00002333578,0.00003821948,0.0000453697,0.000003609185],"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":[0.00006543443,0.00008887352,0.0005373266,0.0003759302,0.00007297706,0.0003557382,0.0002767919,0.5767184,0.181019,0.04463424,0.001903244,0.1939521],"study_design_scores_gemma":[0.000005209905,0.00004238461,0.0001813876,0.00001239916,0.0000113167,0.0001489298,0.000008556894,0.9835031,0.007138179,0.003082483,0.005847041,0.0000189847],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001359255,0.0001373977,0.9975092,0.00003564123,0.00002227982,0.00001314047,0.00002106623,0.0001663688,0.000735577],"genre_scores_gemma":[0.3101683,0.001375576,0.6768506,0.0001504499,0.00009115908,0.000445386,0.0003646934,0.000142516,0.01041144],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001603372,"threshold_uncertainty_score":0.005363762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006395088611776224,"score_gpt":0.2175437401633473,"score_spread":0.2111486515515711,"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."}}