{"id":"W2575563393","doi":"10.1016/j.jprocont.2016.09.011","title":"Generalized Hamiltonian representation of thermo-mechanical systems based on an entropic formulation","year":2017,"lang":"en","type":"article","venue":"Journal of Process Control","topic":"Control and Stability of Dynamical Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Dissipative system; Dissipation; Mechanical system; Thermodynamic system; Hamiltonian (control theory); Hamiltonian system; Isentropic process; Mathematics; Statistical physics; Entropy (arrow of time); Representation (politics); Applied mathematics; Computer science; Physics; Thermodynamics; Mathematical analysis; Mathematical optimization; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003881088,0.0001238917,0.0004805807,0.00008524793,0.00009179062,0.000104328,0.0002992649,0.00009239223,0.00001368404],"category_scores_gemma":[0.0002247368,0.00009562323,0.0001523923,0.00003629858,0.00002029107,0.0003657376,0.000004466857,0.0001502794,0.000001187315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006369842,"about_ca_system_score_gemma":0.0000341839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004098743,"about_ca_topic_score_gemma":0.00003166539,"domain_scores_codex":[0.998583,0.00009207055,0.000662229,0.0001055596,0.0004029978,0.0001541514],"domain_scores_gemma":[0.9986342,0.00009178038,0.000551523,0.0003276403,0.0002868701,0.000108055],"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":[0.001506051,0.0002906728,0.01696153,0.0005937567,0.0002691738,0.00001808324,0.0003339429,0.8579817,0.09829076,0.002785949,0.00002226643,0.02094611],"study_design_scores_gemma":[0.004316921,0.0003167944,0.0261654,0.0001155497,0.00005338292,0.000005925126,0.00003777521,0.9677534,0.0006487299,0.0004450288,0.00004510497,0.00009596357],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9295446,0.0001371713,0.06885174,0.0002218998,0.0005749145,0.0003517206,0.00001250536,0.00003070851,0.0002747852],"genre_scores_gemma":[0.9995617,0.000004173854,0.00009972439,0.00001557442,0.0002807033,0.00001028437,0.00000193269,0.00001592716,0.000009941857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1097717,"threshold_uncertainty_score":0.3899402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472502666278564,"score_gpt":0.2712841845219283,"score_spread":0.2565591578591427,"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."}}