{"id":"W2032485544","doi":"","title":"Existence of Optimal Feedback Production Plans in Stochastic Flowshops with Limited Buffers","year":2009,"lang":"en","type":"article","venue":"","topic":"Scheduling and Optimization Algorithms","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Bellman equation; Mathematical optimization; Production (economics); Dynamic programming; Lipschitz continuity; Function (biology); Computer science; Markov decision process; Markov chain; Work (physics); Boundary (topology); Value (mathematics); Markov process; Optimal control; Process (computing); Mathematics; Engineering; Economics","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":[0.002659124,0.001557853,0.001978475,0.001315339,0.0008020492,0.002100413,0.001527449,0.001847237,0.003593831],"category_scores_gemma":[0.01294319,0.001562675,0.001108823,0.0007993196,0.002278263,0.002058726,0.001930829,0.001860526,0.000250731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003084139,"about_ca_system_score_gemma":0.002524536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005011539,"about_ca_topic_score_gemma":0.003326613,"domain_scores_codex":[0.9987695,0.0003735025,0.0000676553,0.0002653694,0.0002135077,0.0003105775],"domain_scores_gemma":[0.9898406,0.007539891,0.001284029,0.0002233075,0.0004584655,0.0006537715],"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":[0.0002091884,0.00006873505,0.0007736101,0.0001869302,0.00005489671,0.0001851764,0.0001952947,0.9270455,0.002296356,0.0607764,0.0006570549,0.007550805],"study_design_scores_gemma":[0.00003155171,0.0001003307,0.0002712601,0.0000423344,0.00001540147,0.00002738843,0.00007054176,0.9622865,0.0007329131,0.03602109,0.0003830031,0.0000175786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.14881,0.0007229729,0.8417535,0.0006265793,0.00004829295,0.0002099123,0.0003680274,0.0003611059,0.007099454],"genre_scores_gemma":[0.924866,0.0005858782,0.06919575,0.00009126745,0.00003189585,0.0003119799,0.0002147072,0.00009888694,0.004603745],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005011539,"threshold_uncertainty_score":0.02237707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006101841718839,"score_gpt":0.2033952437881647,"score_spread":0.1933342253709763,"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."}}