{"id":"W4406795220","doi":"10.1007/978-981-97-4784-9_40","title":"Robust Estimation Strategies for a Nonlinear Satellite System","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in electrical engineering","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Nonlinear system; Estimation; Satellite; Computer science; Remote sensing; Control theory (sociology); Geography; Artificial intelligence; Aerospace engineering; Engineering; Physics; Systems engineering; Control (management)","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":[0.0001255545,0.0005279724,0.0006715749,0.0005683111,0.00003863816,0.000107838,0.0001809524,0.0007440195,0.00000655956],"category_scores_gemma":[0.0001080185,0.0005546176,0.0002128729,0.000217735,0.00000947093,0.00007955788,0.00001283494,0.000796042,0.00001275837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006241078,"about_ca_system_score_gemma":0.00007039878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009011129,"about_ca_topic_score_gemma":0.00003089985,"domain_scores_codex":[0.9984122,0.000007432076,0.0005685145,0.0003626293,0.0001989457,0.0004502849],"domain_scores_gemma":[0.9991346,0.0004148241,0.00005765968,0.0002633357,0.00005577659,0.00007382291],"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":[0.0000170877,0.000003252911,2.394518e-7,0.001127486,0.00009126242,0.000009209188,0.00002506784,0.9317651,0.0003584177,0.01410665,0.00003234968,0.05246386],"study_design_scores_gemma":[0.0003764202,0.00005038684,0.0000011046,0.0006721772,0.00005584191,0.00001724677,0.000001516299,0.9706687,0.0003252114,0.0006199165,0.02674043,0.0004710532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00001532204,0.00585438,0.9722287,0.00002303572,0.0009844649,0.0008053809,0.00003377931,0.001189666,0.01886525],"genre_scores_gemma":[0.9164124,0.00079809,0.06584415,0.0001535142,0.003376283,0.001146287,0.0005191053,0.001031515,0.01071868],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.916397,"threshold_uncertainty_score":0.9996905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00777154655697652,"score_gpt":0.199192324517273,"score_spread":0.1914207779602965,"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."}}