{"id":"W2124201613","doi":"10.1109/tsp.2011.2177830","title":"A Semi-Closed-Form Solution to Optimal Distributed Beamforming for Two-Way Relay Networks","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on Signal Processing","topic":"Cooperative Communication and Network Coding","field":"Computer Science","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Relay; Beamforming; Transceiver; Transmitter power output; Computer science; Minification; Relay channel; Transmitter; Power (physics); Optimization problem; Mathematical optimization; Topology (electrical circuits); Control theory (sociology); Mathematics; Telecommunications; Channel (broadcasting); Algorithm; Wireless; Artificial intelligence","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":[0.001485732,0.001396851,0.001294332,0.0004289956,0.0003839737,0.001787036,0.001006771,0.001899172,0.007527198],"category_scores_gemma":[0.003432363,0.0006195171,0.0007376064,0.0006463299,0.001017038,0.001410812,0.001345706,0.001761866,0.002103416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008095595,"about_ca_system_score_gemma":0.001455706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001337974,"about_ca_topic_score_gemma":0.001874413,"domain_scores_codex":[0.9993168,0.0002320223,0.00002853691,0.000130858,0.0002277535,0.00006395645],"domain_scores_gemma":[0.998747,0.00071609,0.00008513503,0.00007493149,0.0003369083,0.00003985848],"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":[0.00004192693,0.00005989712,0.0001496805,0.0002205282,0.00002255785,0.0001098335,0.0001014822,0.9064178,0.003603925,0.04326023,0.003654111,0.04235807],"study_design_scores_gemma":[0.00001696176,0.00004402621,0.00003822857,0.00002063603,0.000004248847,0.00004691208,0.00002851519,0.9832759,0.0006182501,0.01375878,0.002137904,0.000009661881],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001141499,0.0001038003,0.9965713,0.00009537493,0.00002535592,0.00003405426,0.0000405952,0.00008540798,0.001902626],"genre_scores_gemma":[0.1732931,0.0007989453,0.814375,0.000262422,0.0001040263,0.0008410793,0.0003978676,0.0001537453,0.009773915],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007527198,"threshold_uncertainty_score":0.025181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05397660965604052,"score_gpt":0.2837499881424275,"score_spread":0.229773378486387,"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."}}