{"id":"W4372347242","doi":"10.1109/icassp49357.2023.10096563","title":"Beamforming Optimization in RIS-Aided Mimo Systems Under Multiple-Reflection Effects","year":2023,"lang":"en","type":"article","venue":"","topic":"Advanced Wireless Communication Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Beamforming; Reflection (computer programming); MIMO; Coupling (piping); Wireless; Electronic engineering; Computer science; Phase (matter); Engineering; Telecommunications; Physics","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":[0.0002420147,0.0006761608,0.0005255422,0.0001324825,0.0001469998,0.000439396,0.0003198451,0.0004811869,0.0009498554],"category_scores_gemma":[0.0005861237,0.0002888404,0.0003117242,0.0002650978,0.0004913138,0.000444921,0.0004508033,0.0003581489,0.0002369488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002716716,"about_ca_system_score_gemma":0.0004357537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008673617,"about_ca_topic_score_gemma":0.0009643776,"domain_scores_codex":[0.9997824,0.00007309792,0.000005530235,0.00003801569,0.00006498316,0.00003602804],"domain_scores_gemma":[0.9997429,0.0001507636,0.00004271484,0.0000171655,0.00003516073,0.00001127312],"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":[0.00004308157,0.00001419991,0.0001913852,0.00003674458,0.00001848048,0.00006273432,0.0000269932,0.9720942,0.01353953,0.004389095,0.0001445977,0.009438947],"study_design_scores_gemma":[0.000005923484,0.00004304783,0.0000796129,0.000001754623,0.000005203497,0.00001591625,0.000009270948,0.9961946,0.002547081,0.0009383198,0.0001552154,0.00000405695],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06671813,0.0001582815,0.9288602,0.0001032812,0.00001930211,0.00001520323,0.00002913284,0.0001659492,0.003930592],"genre_scores_gemma":[0.9133337,0.0002013405,0.08347044,0.00005907912,0.00002173621,0.00005667745,0.00004155474,0.00003266781,0.002782816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0009498554,"threshold_uncertainty_score":0.003177583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01924520922055132,"score_gpt":0.2547403094453279,"score_spread":0.2354951002247766,"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."}}