{"id":"W7163674462","doi":"10.13182/t130-45897","title":"Robustness of Deep-Reinforcement-Learning Control for Fast Load-Following-Operation of S-CO2 Microreactor","year":2024,"lang":"","type":"article","venue":"Transactions of the American Nuclear Society","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Microreactor; Robustness (evolution); Control system; Process control; Control theory (sociology); Robust control","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":[0.0009643734,0.000757009,0.0006113598,0.0001823717,0.000346184,0.0005906122,0.0007560073,0.0006528476,0.001401691],"category_scores_gemma":[0.001885962,0.0002527141,0.0003184792,0.00009565259,0.0007680693,0.0004589024,0.0009206162,0.0007287078,0.0001335924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001058771,"about_ca_system_score_gemma":0.001016941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01185011,"about_ca_topic_score_gemma":0.007177027,"domain_scores_codex":[0.9997349,0.00005561964,0.00001007609,0.00007394902,0.00006087778,0.00006444384],"domain_scores_gemma":[0.9993429,0.0003163293,0.00009539787,0.00005337701,0.0001567356,0.00003526168],"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":[0.0001786686,0.00003476376,0.0005115725,0.00005130842,0.00002027626,0.00003417101,0.00002869048,0.9745398,0.007936905,0.002051598,0.0003992544,0.01421293],"study_design_scores_gemma":[0.000002235581,0.00001434851,0.00006683113,0.000001044304,0.000001051589,0.000001254708,9.678022e-7,0.9990429,0.0006427575,0.0001947019,0.00003039678,0.000001494099],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2576161,0.0005590217,0.7323434,0.0006583005,0.0001516377,0.00005041143,0.00008184751,0.001175333,0.00736386],"genre_scores_gemma":[0.9957558,0.00001971467,0.003534518,0.00002855572,0.000004946665,0.00001213869,0.00001317071,0.00001640098,0.0006148046],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01185011,"threshold_uncertainty_score":0.02356231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004711480980785858,"score_gpt":0.2154668543692813,"score_spread":0.2107553733884955,"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."}}