{"id":"W3164558703","doi":"10.1007/s12293-021-00333-w","title":"Integrated scheduling problem for earth observation satellites based on three modeling frameworks: an adaptive bi-objective memetic algorithm","year":2021,"lang":"en","type":"article","venue":"Memetic Computing","topic":"Satellite Communication Systems","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"China Scholarship Council","keywords":"Memetic algorithm; Complex system; Computer science; Scheduling (production processes); Complex adaptive system; Mathematical optimization; Algorithm; Artificial intelligence; Evolutionary algorithm; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001017418,0.0003829261,0.0004732242,0.0002537741,0.0002698342,0.0002206388,0.0003784153,0.0002823806,0.0000201948],"category_scores_gemma":[0.0003551,0.0004131632,0.000146095,0.001052348,0.00003244689,0.0001999224,0.00007781757,0.0007404876,0.00001562789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002063933,"about_ca_system_score_gemma":0.0001192454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004358368,"about_ca_topic_score_gemma":0.00004606624,"domain_scores_codex":[0.9975818,0.0002400673,0.0007560625,0.0005602805,0.0003665106,0.0004953176],"domain_scores_gemma":[0.9970345,0.001040666,0.0001396573,0.0008233086,0.0008377713,0.0001240728],"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":[0.00001489644,0.00005454658,0.0001381979,0.0000907274,0.00006600824,0.000002171799,0.0008183652,0.8186286,0.00186325,0.0003092936,0.000001102003,0.1780128],"study_design_scores_gemma":[0.0005257552,0.0001352996,0.0001665399,0.0008690048,0.00004171552,0.000003822256,0.001238626,0.9883555,0.006698425,0.001305841,0.0002338969,0.000425542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1088384,0.001593074,0.8873479,0.00006668246,0.0003876483,0.0007620377,0.0000144205,0.0006626624,0.0003271083],"genre_scores_gemma":[0.498831,0.00002234896,0.5006936,0.0000765685,0.0001353976,0.00005029731,0.0001091962,0.00007455568,0.000007061657],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3899926,"threshold_uncertainty_score":0.999832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05524004662740439,"score_gpt":0.2665773979706643,"score_spread":0.2113373513432599,"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."}}