On the optimality of multiantenna broadcast scheduling using zero-forcing beamforming
Although the capacity of multiple-input/multiple-output (MIMO) broadcast channels (BCs) can be achieved by dirty paper coding (DPC), it is difficult to implement in practical systems. This paper investigates if, for a large number of users, simpler schemes can achieve the same performance. Specifica...
        Saved in:
      
    
          | Published in | IEEE journal on selected areas in communications Vol. 24; no. 3; pp. 528 - 541 | 
|---|---|
| Main Authors | , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
        New York
          IEEE
    
        01.03.2006
     The Institute of Electrical and Electronics Engineers, Inc. (IEEE)  | 
| Subjects | |
| Online Access | Get full text | 
| ISSN | 0733-8716 1558-0008  | 
| DOI | 10.1109/JSAC.2005.862421 | 
Cover
| Abstract | Although the capacity of multiple-input/multiple-output (MIMO) broadcast channels (BCs) can be achieved by dirty paper coding (DPC), it is difficult to implement in practical systems. This paper investigates if, for a large number of users, simpler schemes can achieve the same performance. Specifically, we show that a zero-forcing beamforming (ZFBF) strategy, while generally suboptimal, can achieve the same asymptotic sum capacity as that of DPC, as the number of users goes to infinity. In proving this asymptotic result, we provide an algorithm for determining which users should be active under ZFBF. These users are semiorthogonal to one another and can be grouped for simultaneous transmission to enhance the throughput of scheduling algorithms. Based on the user grouping, we propose and compare two fair scheduling schemes in round-robin ZFBF and proportional-fair ZFBF. We provide numerical results to confirm the optimality of ZFBF and to compare the performance of ZFBF and proposed fair scheduling schemes with that of various MIMO BC strategies. | 
    
|---|---|
| AbstractList | Although the capacity of multiple-input/multiple-output (MIMO) broadcast channels (BCs) can be achieved by dirty paper coding (DPC), it is difficult to implement in practical systems. This paper investigates if, for a large number of users, simpler schemes can achieve the same performance. Specifically, we show that a zero-forcing beamforming (ZFBF) strategy, while generally suboptimal, can achieve the same asymptotic sum capacity as that of DPC, as the number of users goes to infinity. In proving this asymptotic result, we provide an algorithm for determining which users should be active under ZFBF. These users are semiorthogonal to one another and can be grouped for simultaneous transmission to enhance the throughput of scheduling algorithms. Based on the user grouping, we propose and compare two fair scheduling schemes in round-robin ZFBF and proportional-fair ZFBF. We provide numerical results to confirm the optimality of ZFBF and to compare the performance of ZFBF and proposed fair scheduling schemes with that of various MIMO BC strategies. Specifically, we show that a zero-forcing beamforming (ZFBF) strategy, while generally suboptimal, can achieve the same asymptotic sum capacity as that of DPC, as the number of users goes to infinity.  | 
    
| Author | Goldsmith, A. Taesang Yoo  | 
    
| Author_xml | – sequence: 1 surname: Taesang Yoo fullname: Taesang Yoo organization: Stanford Univ., CA, USA – sequence: 2 givenname: A. surname: Goldsmith fullname: Goldsmith, A. organization: Stanford Univ., CA, USA  | 
    
| BookMark | eNp9kUFv3CAQhVGVSt2kvVfKxcohOXk7gMH4GK2SplWkHNqcEcbjhsiGDeDD9tcXaytFyiEXZpC-x_DmnZITHzwS8pXCllLovv38db3bMgCxVZI1jH4gGyqEqgFAnZANtJzXqqXyEzlN6RmANo1iG_L44Kv8hFXYZzebyeVDFcZqXqbsjM_ovan6GMxgTcpVsk84LJPzf6olredfjKEeQ7TrpUczl34u_WfycTRTwi__6xl5vL35vbur7x--_9hd39e2oV2uB26taKAfehwE7-moymeZQDMi42JAVJQq1TXFFu_t2BhoLe1EZ7mxyjDgZ-Tq-O4-hpcFU9azSxanyXgMS9Kqkwwoa2UhL98lmQLZtYoW8OIN-ByW6IsLraSQrGVtUyA4QjaGlCKOeh_L-uJBU9BrHHqNQ69x6GMcRSLfSKzLJrvgczRuek94fhQ6RHydI4G3oPg_knOZzg | 
    
| CODEN | ISACEM | 
    
| CitedBy_id | crossref_primary_10_1134_S1064226922120129 crossref_primary_10_1109_JSAC_2024_3431571 crossref_primary_10_1007_s11276_012_0486_4 crossref_primary_10_1109_ACCESS_2015_2470532 crossref_primary_10_1109_TCOMM_2016_2641949 crossref_primary_10_1109_JSYST_2017_2771294 crossref_primary_10_1109_TCOMM_2009_06_070120 crossref_primary_10_1109_JIOT_2023_3239999 crossref_primary_10_7840_KICS_2011_36C_1_22 crossref_primary_10_1016_j_aeue_2017_07_007 crossref_primary_10_1109_TSP_2007_912254 crossref_primary_10_1587_transfun_E94_A_2719 crossref_primary_10_1109_TIT_2021_3076888 crossref_primary_10_1109_TWC_2024_3366229 crossref_primary_10_1002_dac_1264 crossref_primary_10_1109_TVT_2016_2557658 crossref_primary_10_1109_LWC_2022_3216330 crossref_primary_10_1109_TWC_2013_050713_121410 crossref_primary_10_1016_S1005_8885_14_60261_2 crossref_primary_10_1109_TCOMM_2009_02_060208 crossref_primary_10_1109_ACCESS_2017_2727220 crossref_primary_10_4313_JKEM_2011_24_2_102 crossref_primary_10_1109_JSYST_2019_2911930 crossref_primary_10_1155_2008_574784 crossref_primary_10_3390_electronics14020335 crossref_primary_10_1109_TCOMM_2019_2943168 crossref_primary_10_1109_ACCESS_2017_2723078 crossref_primary_10_1109_JSTSP_2014_2327594 crossref_primary_10_1007_s11356_019_05568_2 crossref_primary_10_1109_TWC_2020_2977340 crossref_primary_10_1109_OJVT_2021_3092602 crossref_primary_10_1109_TWC_2011_032411_100518 crossref_primary_10_1109_TSP_2011_2173337 crossref_primary_10_1109_LCOMM_2020_3033357 crossref_primary_10_1109_TIT_2011_2145810 crossref_primary_10_1109_TMC_2017_2709743 crossref_primary_10_1109_TVT_2016_2542195 crossref_primary_10_1109_TCOMM_2016_2547424 crossref_primary_10_1109_TWC_2010_02_090212 crossref_primary_10_1109_ACCESS_2023_3305959 crossref_primary_10_1587_transfun_E99_A_678 crossref_primary_10_1109_TCOMM_2021_3052948 crossref_primary_10_1002_dac_1042 crossref_primary_10_1109_TWC_2011_050511_101733 crossref_primary_10_1007_s11277_008_9503_4 crossref_primary_10_1155_2010_576243 crossref_primary_10_1109_TSP_2018_2863654 crossref_primary_10_1109_TVT_2012_2232324 crossref_primary_10_1109_TSP_2013_2260331 crossref_primary_10_1109_TVT_2012_2232323 crossref_primary_10_1109_TCOMM_2011_060911_080464 crossref_primary_10_1109_TWC_2014_041014_131101 crossref_primary_10_1109_TWC_2011_122211_110313 crossref_primary_10_1016_j_dsp_2011_01_003 crossref_primary_10_1587_transcom_2015EBP3353 crossref_primary_10_1109_TIT_2009_2021371 crossref_primary_10_1049_iet_com_2016_0114 crossref_primary_10_5515_JKIEES_2009_9_3_124 crossref_primary_10_1109_ACCESS_2021_3058759 crossref_primary_10_1002_ett_4006 crossref_primary_10_1007_s11277_012_0510_0 crossref_primary_10_1109_TSP_2011_2169250 crossref_primary_10_1109_COMST_2020_3028247 crossref_primary_10_1109_TIT_2011_2143810 crossref_primary_10_1109_TCOMM_2014_2329471 crossref_primary_10_1007_s11235_018_0462_0 crossref_primary_10_1155_2012_342512 crossref_primary_10_1109_TIT_2013_2267721 crossref_primary_10_1109_TSP_2015_2443731 crossref_primary_10_1109_TWC_2020_2970910 crossref_primary_10_1109_LWC_2015_2411657 crossref_primary_10_1155_2009_475273 crossref_primary_10_1109_TWC_2016_2612628 crossref_primary_10_1002_wcm_2311 crossref_primary_10_1109_ACCESS_2019_2936911 crossref_primary_10_1109_ACCESS_2019_2927176 crossref_primary_10_1109_LCOMM_2010_02_091941 crossref_primary_10_12720_jcm_16_1_30_35 crossref_primary_10_1109_TIT_2018_2807484 crossref_primary_10_1109_JSAC_2019_2898759 crossref_primary_10_1109_ACCESS_2025_3536157 crossref_primary_10_1109_TCOMM_2024_3464414 crossref_primary_10_1186_1687_1499_2011_138 crossref_primary_10_1109_TCOMM_2023_3240695 crossref_primary_10_1109_TVT_2010_2054844 crossref_primary_10_1587_transcom_2018EBP3122 crossref_primary_10_1049_iet_com_2009_0155 crossref_primary_10_1109_TVT_2016_2547442 crossref_primary_10_1002_dac_70021 crossref_primary_10_1109_TVT_2017_2717385 crossref_primary_10_4304_jcm_7_9_646_655 crossref_primary_10_1109_TSP_2011_2161985 crossref_primary_10_1109_TWC_2010_061010_091679 crossref_primary_10_1109_TSP_2014_2336633 crossref_primary_10_1016_j_sigpro_2019_01_009 crossref_primary_10_1109_TSP_2014_2336637 crossref_primary_10_1002_dac_5821 crossref_primary_10_1002_dac_4975 crossref_primary_10_1109_TVT_2012_2217158 crossref_primary_10_1007_s11277_014_2180_6 crossref_primary_10_1109_TCOMM_2013_111613_130478 crossref_primary_10_3390_electronics12112494 crossref_primary_10_1002_wcm_2331 crossref_primary_10_1109_TVT_2009_2020725 crossref_primary_10_1155_2008_479357 crossref_primary_10_1109_TCOMM_2010_112310_100013 crossref_primary_10_1109_WCL_2012_022012_110206 crossref_primary_10_7840_KICS_2011_36A_11_861 crossref_primary_10_1007_s11277_013_1477_1 crossref_primary_10_1155_2008_847296 crossref_primary_10_1109_ACCESS_2017_2682851 crossref_primary_10_1109_TVT_2021_3057786 crossref_primary_10_1088_1742_6596_1284_1_012060 crossref_primary_10_1587_transcom_E93_B_3489 crossref_primary_10_1186_1687_1499_2011_125 crossref_primary_10_1155_2014_865905 crossref_primary_10_1109_TCOMM_2019_2931580 crossref_primary_10_1109_TWC_2015_2396513 crossref_primary_10_1109_TCOMM_2009_09_080162 crossref_primary_10_1109_TVT_2013_2266923 crossref_primary_10_1109_ACCESS_2019_2900067 crossref_primary_10_1109_LCOMM_2011_101411_111717 crossref_primary_10_1109_JCN_2011_6157432 crossref_primary_10_1186_s13638_016_0757_3 crossref_primary_10_4018_jcini_2011040104 crossref_primary_10_1109_TSP_2018_2821635 crossref_primary_10_1186_1687_1499_2011_127 crossref_primary_10_1109_TVT_2008_924973 crossref_primary_10_1109_ACCESS_2017_2687078 crossref_primary_10_1109_TCOMM_2018_2840704 crossref_primary_10_1186_1687_1499_2011_133 crossref_primary_10_1109_ACCESS_2020_2970049 crossref_primary_10_1109_TCOMM_2014_010414_130073 crossref_primary_10_1587_transcom_E98_B_1250 crossref_primary_10_1109_JSAC_2017_2680898 crossref_primary_10_1109_LCOMM_2010_100810_101137 crossref_primary_10_1109_TVT_2012_2190435 crossref_primary_10_55648_1998_6920_2024_18_1_109_120 crossref_primary_10_1109_TVT_2012_2217363 crossref_primary_10_1109_TVT_2021_3110726 crossref_primary_10_1155_2010_278952 crossref_primary_10_1109_TSP_2010_2056687 crossref_primary_10_1186_1687_1499_2012_71 crossref_primary_10_1109_TWC_2019_2904030 crossref_primary_10_1016_j_aeue_2015_01_013 crossref_primary_10_1049_iet_com_2016_0983 crossref_primary_10_1109_LCOMM_2009_081466 crossref_primary_10_1109_TSP_2015_2480042 crossref_primary_10_1109_TVT_2014_2349959 crossref_primary_10_1109_OJCOMS_2025_3526126 crossref_primary_10_1587_transfun_2022EAP1065 crossref_primary_10_1016_j_asoc_2016_09_009 crossref_primary_10_3390_app14167109 crossref_primary_10_1109_JIOT_2021_3063733 crossref_primary_10_1109_JSAC_2012_120920 crossref_primary_10_1109_TVT_2015_2497360 crossref_primary_10_1155_2010_132910 crossref_primary_10_1016_j_jnca_2017_07_005 crossref_primary_10_1109_TVT_2012_2210957 crossref_primary_10_3724_SP_J_1146_2006_01939 crossref_primary_10_1049_iet_com_2010_0358 crossref_primary_10_1109_TCOMM_2010_083110_090013 crossref_primary_10_1109_TWC_2018_2832133 crossref_primary_10_1109_TWC_2024_3363141 crossref_primary_10_1109_TWC_2015_2483493 crossref_primary_10_1109_ACCESS_2021_3113461 crossref_primary_10_1109_LCOMM_2014_2363461 crossref_primary_10_3390_a12070146 crossref_primary_10_4018_ijwnbt_2011010101 crossref_primary_10_1109_TCOMM_2012_011312_110140 crossref_primary_10_1109_TWC_2016_2571685 crossref_primary_10_1109_TVT_2012_2184807 crossref_primary_10_1109_TWC_2010_072110_081226 crossref_primary_10_1109_TVT_2011_2178622 crossref_primary_10_1186_s13638_015_0491_2 crossref_primary_10_1186_1687_1499_2012_132 crossref_primary_10_1109_TVT_2022_3153323 crossref_primary_10_1109_TMC_2019_2931301 crossref_primary_10_1155_2010_968703 crossref_primary_10_1109_ACCESS_2024_3362245 crossref_primary_10_1109_LSP_2009_2020455 crossref_primary_10_3724_SP_J_1146_2009_01609 crossref_primary_10_1007_s11276_016_1328_6 crossref_primary_10_1049_iet_com_2020_0277 crossref_primary_10_1109_TCE_2017_014814 crossref_primary_10_1109_TVT_2015_2513005 crossref_primary_10_1109_TWC_2017_2657745 crossref_primary_10_1109_TCOMM_2012_092612_120024 crossref_primary_10_1109_TWC_2013_092013_121692 crossref_primary_10_1109_TVT_2014_2298249 crossref_primary_10_1109_TVT_2021_3070989 crossref_primary_10_1109_TWC_2015_2497223 crossref_primary_10_1109_TCOMM_2009_09_070583 crossref_primary_10_1177_1550147716662783 crossref_primary_10_1186_1687_1499_2013_154 crossref_primary_10_1109_TWC_2017_2647942 crossref_primary_10_4218_etrij_16_0114_1177 crossref_primary_10_1109_TVT_2019_2929475 crossref_primary_10_1109_TVT_2014_2372754 crossref_primary_10_1587_transcom_E93_B_2370 crossref_primary_10_1109_TWC_2016_2549529 crossref_primary_10_1007_s11276_016_1381_1 crossref_primary_10_1109_TCOMM_2009_02_060065 crossref_primary_10_1109_TIT_2007_915976 crossref_primary_10_1109_LCOMM_2020_3038027 crossref_primary_10_1109_TSP_2010_2048322 crossref_primary_10_1109_TSP_2010_2048564 crossref_primary_10_1109_ACCESS_2018_2865998 crossref_primary_10_1587_transfun_E98_A_558 crossref_primary_10_1109_TCOMM_2008_050671 crossref_primary_10_1109_TWC_2022_3171793 crossref_primary_10_1109_TSP_2020_2983284 crossref_primary_10_1186_s13638_021_01960_0 crossref_primary_10_1186_1687_1499_2013_251 crossref_primary_10_1109_LCOMM_2010_02_091697 crossref_primary_10_1109_ACCESS_2018_2887308 crossref_primary_10_1002_ett_1506 crossref_primary_10_1109_JSAC_2010_101210 crossref_primary_10_3390_s20154210 crossref_primary_10_1109_TCOMM_2024_3388506 crossref_primary_10_1109_JSAC_2010_101206 crossref_primary_10_1109_JSAC_2010_101205 crossref_primary_10_1109_TVT_2013_2286152 crossref_primary_10_1109_TWC_2014_2348996 crossref_primary_10_1109_TVT_2015_2443114 crossref_primary_10_3390_math12101515 crossref_primary_10_1109_JSTSP_2007_910266 crossref_primary_10_1109_JSAC_2016_2624119 crossref_primary_10_1109_TWC_2013_071113_122037 crossref_primary_10_1016_j_icte_2021_08_020 crossref_primary_10_1007_s11277_020_07072_0 crossref_primary_10_1109_TIT_2006_883550 crossref_primary_10_1109_TVT_2015_2455596 crossref_primary_10_1109_TVT_2016_2538565 crossref_primary_10_1007_s11277_019_06642_1 crossref_primary_10_1109_TIT_2018_2791589 crossref_primary_10_1109_TCCN_2018_2794392 crossref_primary_10_1109_TCCN_2020_2981016 crossref_primary_10_1109_ACCESS_2017_2752198 crossref_primary_10_3923_tasr_2011_1185_1196 crossref_primary_10_1109_JSAC_2017_2710678 crossref_primary_10_3923_itj_2011_863_869 crossref_primary_10_1007_s11235_023_01005_5 crossref_primary_10_1109_LCOMM_2024_3402959 crossref_primary_10_1109_ACCESS_2021_3106544 crossref_primary_10_1109_TWC_2019_2936025 crossref_primary_10_1049_iet_com_2013_0914 crossref_primary_10_1109_ACCESS_2021_3070198 crossref_primary_10_1109_TWC_2019_2942916 crossref_primary_10_1109_TCOMM_2018_2859981 crossref_primary_10_1109_JSAC_2015_2416986 crossref_primary_10_3724_SP_J_1146_2007_00790 crossref_primary_10_1109_LSP_2012_2234109 crossref_primary_10_1109_TWC_2022_3205508 crossref_primary_10_1109_LCOMM_2015_2392751 crossref_primary_10_1109_TVT_2018_2888480 crossref_primary_10_1109_ACCESS_2020_2988060 crossref_primary_10_1109_TVT_2016_2645609 crossref_primary_10_1109_TCOMM_2011_121410_100144 crossref_primary_10_1016_j_dsp_2014_04_004 crossref_primary_10_3390_s22218278 crossref_primary_10_1109_COMST_2018_2837001 crossref_primary_10_1016_j_dcan_2022_09_001 crossref_primary_10_1109_ACCESS_2019_2929927 crossref_primary_10_1109_SURV_2009_090402 crossref_primary_10_1109_LSP_2008_2008937 crossref_primary_10_1186_s13638_021_02073_4 crossref_primary_10_1109_TIT_2021_3093454 crossref_primary_10_1109_OJVT_2024_3517580 crossref_primary_10_1109_TCOMM_2009_07_070162 crossref_primary_10_1007_s11276_012_0458_8 crossref_primary_10_1587_transcom_E93_B_1302 crossref_primary_10_1109_TCOMM_2020_3043508 crossref_primary_10_1587_transcom_E92_B_3206 crossref_primary_10_3389_frspt_2021_662883 crossref_primary_10_1109_TWC_2016_2609902 crossref_primary_10_1109_TWC_2012_051712_110357 crossref_primary_10_1109_TNET_2018_2867582 crossref_primary_10_1109_TWC_2019_2961654 crossref_primary_10_1109_TIFS_2018_2837641 crossref_primary_10_4218_etrij_12_0110_0793 crossref_primary_10_1155_2013_645929 crossref_primary_10_1080_10236198_2016_1203430 crossref_primary_10_1109_TCOMM_2021_3053040 crossref_primary_10_1109_TVT_2024_3500580 crossref_primary_10_1049_iet_com_2013_0735 crossref_primary_10_1109_TIT_2012_2208549 crossref_primary_10_1587_transcom_E92_B_1035 crossref_primary_10_1049_iet_com_2013_0726 crossref_primary_10_1109_ACCESS_2018_2856831 crossref_primary_10_1109_TNET_2018_2867576 crossref_primary_10_1007_s12204_011_1212_6 crossref_primary_10_1109_T_WC_2008_070851 crossref_primary_10_1186_s13638_020_01749_7 crossref_primary_10_1109_TCOMM_2015_2460743 crossref_primary_10_1109_TSP_2013_2254482 crossref_primary_10_1007_s11276_020_02406_z crossref_primary_10_1109_TWC_2009_12_090117 crossref_primary_10_1155_2008_609028 crossref_primary_10_1109_TCOMM_2015_2432772 crossref_primary_10_1109_TCOMM_2022_3226487 crossref_primary_10_1109_TBC_2010_2058031 crossref_primary_10_1109_ACCESS_2020_2966076 crossref_primary_10_1109_TWC_2021_3136872 crossref_primary_10_1016_j_dcan_2019_08_002 crossref_primary_10_1109_ACCESS_2019_2960555 crossref_primary_10_1109_TVT_2023_3313606 crossref_primary_10_1109_TCOMM_2023_3294957 crossref_primary_10_1109_TCOMM_2013_032713_120408 crossref_primary_10_1109_TCOMM_2023_3300329 crossref_primary_10_1049_iet_com_2019_0167 crossref_primary_10_1109_JIOT_2022_3202114 crossref_primary_10_3390_electronics9122155 crossref_primary_10_3390_fi11080172 crossref_primary_10_1109_TIFS_2011_2148716 crossref_primary_10_1109_TNET_2019_2899777 crossref_primary_10_1109_TWC_2008_060679 crossref_primary_10_1109_TVT_2019_2918624 crossref_primary_10_1109_TWC_2017_2684808 crossref_primary_10_1080_10556788_2022_2091564 crossref_primary_10_1016_j_phycom_2014_09_004 crossref_primary_10_1109_JSTSP_2016_2524999 crossref_primary_10_1109_TCOMM_2006_881396 crossref_primary_10_1155_2009_963547 crossref_primary_10_1007_s11767_006_0115_4 crossref_primary_10_1109_TVT_2009_2033226 crossref_primary_10_1109_TAES_2017_2768939 crossref_primary_10_1109_T_WC_2008_060466 crossref_primary_10_1109_JCN_2013_000067 crossref_primary_10_1109_TVT_2020_2994332 crossref_primary_10_1109_JSAC_2013_130204 crossref_primary_10_1587_transcom_E93_B_1980 crossref_primary_10_1109_TCOMM_2012_072612_110686 crossref_primary_10_1007_s40998_018_0050_z crossref_primary_10_1109_TNSM_2021_3117596 crossref_primary_10_1109_TVT_2011_2165976 crossref_primary_10_1109_TWC_2016_2572181 crossref_primary_10_1109_OJCOMS_2024_3406530 crossref_primary_10_1109_TVT_2013_2244105 crossref_primary_10_1186_s13638_016_0575_7 crossref_primary_10_1109_OJCOMS_2020_2989738 crossref_primary_10_1109_TSP_2013_2253770 crossref_primary_10_1109_TWC_2008_060649 crossref_primary_10_1109_JSAC_2015_2439471 crossref_primary_10_1109_TCOMM_2012_020912_110060 crossref_primary_10_1109_JSAC_2016_2615259 crossref_primary_10_1109_TCOMM_2019_2960361 crossref_primary_10_7840_KICS_2012_37A_1_25 crossref_primary_10_1109_OJCOMS_2025_3525954 crossref_primary_10_3390_electronics11193106 crossref_primary_10_1155_2008_854120 crossref_primary_10_1109_COMST_2016_2618870 crossref_primary_10_1109_TWC_2009_080528 crossref_primary_10_1109_TVT_2022_3206264 crossref_primary_10_1007_s42452_020_04068_0 crossref_primary_10_1016_j_dsp_2018_10_002 crossref_primary_10_1109_COMST_2017_2787460 crossref_primary_10_1155_2012_454210 crossref_primary_10_1587_transcom_2021WWP0003 crossref_primary_10_1002_ett_1374 crossref_primary_10_1109_ACCESS_2016_2598380 crossref_primary_10_1109_TCOMM_2021_3049130 crossref_primary_10_1587_transcom_E94_B_2908 crossref_primary_10_1186_s13638_023_02308_6 crossref_primary_10_1109_JSTSP_2009_2036954 crossref_primary_10_1016_j_heliyon_2023_e17580 crossref_primary_10_1049_iet_com_2013_0342 crossref_primary_10_1109_TWC_2022_3190435 crossref_primary_10_1109_JSAC_2013_131108 crossref_primary_10_1587_transcom_E94_B_3179 crossref_primary_10_1109_OJVT_2022_3161621 crossref_primary_10_1109_TIT_2010_2046225 crossref_primary_10_1587_transcom_E97_B_1429 crossref_primary_10_1109_OJCOMS_2024_3391658 crossref_primary_10_1016_j_comcom_2018_12_008 crossref_primary_10_1109_TIT_2013_2239355 crossref_primary_10_1109_TMC_2018_2855743 crossref_primary_10_1109_TSP_2010_2053709 crossref_primary_10_1109_TVT_2021_3075860 crossref_primary_10_1049_iet_com_2013_0330 crossref_primary_10_1155_2008_587243 crossref_primary_10_1109_JSTSP_2009_2035857 crossref_primary_10_1007_s11276_023_03512_4 crossref_primary_10_1109_TSP_2007_893908 crossref_primary_10_1109_LCOMM_2012_060112_120638 crossref_primary_10_1109_TCOMM_2020_2979139 crossref_primary_10_1109_TWC_2009_080708 crossref_primary_10_1007_s11277_019_06222_3 crossref_primary_10_1109_ACCESS_2019_2949945 crossref_primary_10_1186_s13638_018_1310_3 crossref_primary_10_1049_iet_com_2017_0905 crossref_primary_10_1109_TSP_2015_2488579 crossref_primary_10_1109_TSP_2012_2192433 crossref_primary_10_1109_TNET_2020_3014630 crossref_primary_10_1587_transcom_E98_B_449 crossref_primary_10_1587_transcom_E93_B_1965 crossref_primary_10_1049_iet_com_2014_0097 crossref_primary_10_1007_s11276_022_03065_y crossref_primary_10_1109_TWC_2021_3135701 crossref_primary_10_1007_s11767_008_0074_z crossref_primary_10_1109_TNET_2020_2998398 crossref_primary_10_1109_TWC_2019_2908157 crossref_primary_10_1109_TWC_2019_2908158 crossref_primary_10_1109_TVT_2012_2198505 crossref_primary_10_1016_j_comcom_2021_01_012 crossref_primary_10_1109_TSP_2006_887147 crossref_primary_10_1109_TWC_2015_2410293 crossref_primary_10_1109_TVT_2008_925002 crossref_primary_10_1109_JSAC_2014_2361083 crossref_primary_10_1109_TWC_2017_2722999 crossref_primary_10_1109_TVT_2008_925003 crossref_primary_10_1109_JPHOT_2016_2524513 crossref_primary_10_1002_sat_1122 crossref_primary_10_1109_TCOMM_2011_051711_090752 crossref_primary_10_1109_ACCESS_2021_3074980 crossref_primary_10_1109_TWC_2012_011713_112304 crossref_primary_10_1109_TWC_2014_2365786 crossref_primary_10_1109_TWC_2011_072511_101661 crossref_primary_10_5573_ieek_2013_50_3_003 crossref_primary_10_4236_cn_2013_53B2022 crossref_primary_10_1007_s11276_019_02004_8 crossref_primary_10_1049_cmu2_12629 crossref_primary_10_1007_s11432_009_0214_6 crossref_primary_10_1109_TWC_2015_2464806 crossref_primary_10_1109_TWC_2016_2621039 crossref_primary_10_1109_TCOMM_2013_020413_110188 crossref_primary_10_4018_JOEUC_326759 crossref_primary_10_1109_ACCESS_2021_3058844 crossref_primary_10_1109_TWC_2009_071079 crossref_primary_10_1002_dac_3300 crossref_primary_10_1109_TWC_2014_2317472 crossref_primary_10_3390_s21030861 crossref_primary_10_1109_TWC_2012_083112_111951 crossref_primary_10_1109_TWC_2016_2600561 crossref_primary_10_1109_TVT_2008_927721 crossref_primary_10_4304_jcm_6_4_293_300 crossref_primary_10_1109_TCOMM_2015_2442978 crossref_primary_10_1108_IJPCC_03_2019_0032 crossref_primary_10_1109_TNET_2018_2884174 crossref_primary_10_1109_TAES_2017_2649178 crossref_primary_10_21923_jesd_733431 crossref_primary_10_1109_ACCESS_2020_3025181 crossref_primary_10_1109_JSAC_2016_2525378 crossref_primary_10_1109_TWC_2015_2497702 crossref_primary_10_1109_TBC_2019_2960929 crossref_primary_10_1186_1687_1499_2011_22 crossref_primary_10_1587_comex_2017XBL0143 crossref_primary_10_1109_ACCESS_2022_3175310 crossref_primary_10_1109_JSTSP_2019_2899778 crossref_primary_10_1007_s11277_014_2072_9 crossref_primary_10_3390_s22145146 crossref_primary_10_1109_TVT_2012_2201967 crossref_primary_10_1109_ACCESS_2021_3124212 crossref_primary_10_1002_ett_3027 crossref_primary_10_1109_JSYST_2015_2422475 crossref_primary_10_1109_TWC_2014_012414_130359 crossref_primary_10_1109_LCOM_2007_348290 crossref_primary_10_1109_JSAC_2016_2549398 crossref_primary_10_1007_s11277_020_07723_2 crossref_primary_10_1109_LWC_2023_3281650 crossref_primary_10_1109_TVT_2015_2440300 crossref_primary_10_1587_transcom_2019EBP3102 crossref_primary_10_1109_TWC_2023_3332617 crossref_primary_10_1109_ACCESS_2021_3092754 crossref_primary_10_3390_s23073435 crossref_primary_10_1109_MSP_2007_904815 crossref_primary_10_1109_TVT_2023_3339340 crossref_primary_10_1109_TIT_2013_2289860 crossref_primary_10_1049_iet_com_2012_0730 crossref_primary_10_1587_transcom_E95_B_2485 crossref_primary_10_1109_TSP_2009_2040016 crossref_primary_10_1186_1687_1499_2011_41 crossref_primary_10_1587_comex_2_459 crossref_primary_10_1109_TVT_2014_2345415 crossref_primary_10_1587_transcom_E96_B_651 crossref_primary_10_1016_j_comnet_2017_09_013 crossref_primary_10_1109_TBC_2012_2221612 crossref_primary_10_1109_TWC_2012_120412_120355 crossref_primary_10_1587_transcom_2021EBP3039 crossref_primary_10_1109_ACCESS_2018_2872516 crossref_primary_10_1109_LCOMM_2014_2366463 crossref_primary_10_1109_TSIPN_2016_2612122 crossref_primary_10_1587_transcom_E92_B_679 crossref_primary_10_1109_OJCOMS_2022_3172621 crossref_primary_10_3103_S0278641922020029 crossref_primary_10_1109_TVT_2015_2453637 crossref_primary_10_1109_TCOMM_2009_09_080098 crossref_primary_10_1109_TWC_2018_2866055 crossref_primary_10_1587_transcom_E94_B_3232 crossref_primary_10_1109_TWC_2021_3080584 crossref_primary_10_1109_TCOMM_2015_2445816 crossref_primary_10_1007_s11277_016_3713_y crossref_primary_10_32604_cmc_2022_021847 crossref_primary_10_1007_s11276_016_1299_7 crossref_primary_10_1109_TSP_2014_2337840 crossref_primary_10_1109_TCOMM_2023_3341899 crossref_primary_10_1109_TWC_2016_2547861 crossref_primary_10_1002_dac_1348 crossref_primary_10_1109_ACCESS_2019_2923713 crossref_primary_10_1002_wcm_2212 crossref_primary_10_1109_WCL_2013_072913_130449 crossref_primary_10_1109_TWC_2011_101210_101698 crossref_primary_10_1109_COMST_2020_3008765 crossref_primary_10_7840_KICS_2012_37B_1_31 crossref_primary_10_1016_j_sigpro_2015_10_016 crossref_primary_10_1109_TWC_2012_030413_120051 crossref_primary_10_1016_j_asoc_2015_08_053 crossref_primary_10_1109_TIT_2013_2265695 crossref_primary_10_5762_KAIS_2012_13_6_2720 crossref_primary_10_1109_TVT_2008_2009059 crossref_primary_10_1049_iet_com_2012_0372 crossref_primary_10_1109_ACCESS_2017_2700018 crossref_primary_10_1049_iet_com_2016_0844 crossref_primary_10_1109_LCOMM_2019_2930291 crossref_primary_10_1109_WCL_2012_070312_120400 crossref_primary_10_1109_TSP_2010_2094190 crossref_primary_10_3724_SP_J_1146_2009_01519 crossref_primary_10_1109_TWC_2010_03_080202 crossref_primary_10_1109_TNSE_2017_2769653 crossref_primary_10_1016_j_phycom_2023_102070 crossref_primary_10_1109_ACCESS_2020_2976709 crossref_primary_10_1587_transfun_E102_A_1438 crossref_primary_10_1109_LCOMM_2013_010313_122195 crossref_primary_10_1109_TWC_2016_2533496 crossref_primary_10_1109_TWC_2018_2859972 crossref_primary_10_1109_TWC_2020_2964551 crossref_primary_10_1007_s11277_012_0515_8 crossref_primary_10_1109_TCOMM_2015_2389816 crossref_primary_10_1109_TVT_2018_2872881 crossref_primary_10_1109_TIT_2012_2209551 crossref_primary_10_1109_TWC_2014_2329296 crossref_primary_10_3390_s22093217 crossref_primary_10_3390_electronics12092022 crossref_primary_10_1109_TIT_2012_2184644 crossref_primary_10_1109_TWC_2014_2347973 crossref_primary_10_1109_JIOT_2023_3252663 crossref_primary_10_1109_TCOMM_2018_2798666 crossref_primary_10_1109_TCOMM_2009_04_070300 crossref_primary_10_1109_TCOMM_2014_2320727 crossref_primary_10_1109_TVT_2023_3329168 crossref_primary_10_1186_1687_1499_2013_51 crossref_primary_10_1007_s11277_013_1321_7 crossref_primary_10_1109_TWC_2013_071113_121696 crossref_primary_10_1109_JSAC_2007_070916 crossref_primary_10_1109_JSAC_2007_070915 crossref_primary_10_1109_TCOMM_2023_3288914 crossref_primary_10_1109_TVT_2015_2505780 crossref_primary_10_1109_JSAC_2007_070919 crossref_primary_10_1109_JSAC_2007_070918 crossref_primary_10_1109_TWC_2024_3378996 crossref_primary_10_1109_TWC_2010_061410_091269 crossref_primary_10_1109_JSAC_2013_130905 crossref_primary_10_1109_JSAC_2013_130902 crossref_primary_10_1155_2013_540849 crossref_primary_10_1109_TSP_2010_2077632 crossref_primary_10_31854_1813_324X_2023_9_2_65_71 crossref_primary_10_1109_T_WC_2008_070902 crossref_primary_10_1109_JSAC_2007_070920 crossref_primary_10_1109_TWC_2011_070711_102145 crossref_primary_10_1109_JCN_2010_6388450 crossref_primary_10_1109_TCOMM_2009_11_080210 crossref_primary_10_1109_TII_2013_2278617 crossref_primary_10_1109_TVT_2017_2748145 crossref_primary_10_1109_ACCESS_2022_3170033 crossref_primary_10_1109_LCOMM_2008_080150 crossref_primary_10_1109_TCOMM_2012_062512_110159 crossref_primary_10_1109_LWC_2019_2942912 crossref_primary_10_1155_2012_307467 crossref_primary_10_1109_TNET_2021_3077455 crossref_primary_10_5515_JKIEES_2011_11_2_071 crossref_primary_10_1109_TCOMM_2017_2786670 crossref_primary_10_1587_transcom_E94_B_978 crossref_primary_10_1109_ACCESS_2019_2951586 crossref_primary_10_1109_TSP_2015_2486749 crossref_primary_10_1109_TWC_2014_040914_130473 crossref_primary_10_1109_TWC_2015_2455980 crossref_primary_10_17662_ksdim_2015_11_3_063 crossref_primary_10_1109_TVT_2014_2335235 crossref_primary_10_1109_TSP_2014_2354312 crossref_primary_10_1109_WCL_2012_010912_110119 crossref_primary_10_1109_TCOMM_2011_121511_110144 crossref_primary_10_1109_TCSI_2018_2866933 crossref_primary_10_1109_TWC_2009_071200 crossref_primary_10_1109_LWC_2022_3219599 crossref_primary_10_1109_TWC_2008_070093 crossref_primary_10_1186_1687_1499_2012_220 crossref_primary_10_1109_LCOMM_2008_081019 crossref_primary_10_1109_OJCOMS_2023_3245669 crossref_primary_10_1109_LCOMM_2013_022713_122683 crossref_primary_10_1109_TCOMM_2014_2369032 crossref_primary_10_1016_j_sigpro_2007_02_014 crossref_primary_10_1109_TWC_2015_2444856 crossref_primary_10_1109_TWC_2014_2321385 crossref_primary_10_1109_TVT_2020_2999512 crossref_primary_10_1109_COMST_2023_3316283 crossref_primary_10_1049_iet_com_2018_5129 crossref_primary_10_1109_TCOMM_2011_012012_110051 crossref_primary_10_1109_TVT_2008_920474 crossref_primary_10_1016_j_ijleo_2022_169924 crossref_primary_10_1109_JPROC_2024_3393514 crossref_primary_10_1109_TVT_2014_2317716 crossref_primary_10_1007_s13369_021_05552_4 crossref_primary_10_1109_LCOMM_2016_2553033 crossref_primary_10_1109_TWC_2013_032513_120437 crossref_primary_10_1186_s13638_018_1104_7 crossref_primary_10_3390_s22072586 crossref_primary_10_1007_s11036_012_0395_x crossref_primary_10_1109_JSAC_2008_080818 crossref_primary_10_1155_2009_102064 crossref_primary_10_3390_app14051684 crossref_primary_10_1109_ACCESS_2020_3024889 crossref_primary_10_1016_j_sigpro_2024_109432 crossref_primary_10_1109_TCOMM_2010_08_090142 crossref_primary_10_2139_ssrn_4095683 crossref_primary_10_1109_TVT_2010_2050504 crossref_primary_10_1109_TIT_2014_2354637 crossref_primary_10_1109_OJCOMS_2024_3520822 crossref_primary_10_1109_TSP_2013_2275491 crossref_primary_10_1016_j_comcom_2020_01_010 crossref_primary_10_1109_JSAC_2020_3007044 crossref_primary_10_1186_1687_1499_2014_166 crossref_primary_10_1109_TVT_2021_3055511 crossref_primary_10_1186_1687_1499_2012_7 crossref_primary_10_1109_TCOMM_2012_051012_100594 crossref_primary_10_1109_TVT_2013_2290754 crossref_primary_10_1109_TVT_2023_3243488 crossref_primary_10_1002_ett_2728 crossref_primary_10_1109_TCOMM_2020_2991805 crossref_primary_10_1109_TWC_2010_01_090649 crossref_primary_10_1109_TWC_2023_3334469 crossref_primary_10_1109_TWC_2022_3231724 crossref_primary_10_1007_s11432_020_2991_1 crossref_primary_10_1109_JSAC_2014_2328391 crossref_primary_10_3390_s23031425 crossref_primary_10_1109_TVT_2007_909256 crossref_primary_10_1109_TWC_2011_062011_091736 crossref_primary_10_1007_s11277_015_2343_0 crossref_primary_10_1109_TWC_2014_2349511 crossref_primary_10_1109_TWC_2012_050112_110643 crossref_primary_10_1109_JSYST_2020_3014867 crossref_primary_10_1109_TCOMM_2016_2585128 crossref_primary_10_1109_TWC_2019_2946161 crossref_primary_10_1587_transcom_2020EBP3032 crossref_primary_10_1109_TWC_2011_100611_101684 crossref_primary_10_1109_TWC_2008_060111 crossref_primary_10_1109_TCOMM_2020_3030780 crossref_primary_10_1109_TWC_2021_3095174 crossref_primary_10_1109_JSAC_2011_110307 crossref_primary_10_1109_TVT_2018_2889694 crossref_primary_10_7840_kics_2013_38A_8_724 crossref_primary_10_1109_TCSI_2023_3268314 crossref_primary_10_1109_TWC_2013_071913_120974 crossref_primary_10_1109_ACCESS_2018_2868947 crossref_primary_10_1109_TWC_2016_2569089 crossref_primary_10_1186_s13638_018_1061_1 crossref_primary_10_1016_S1005_8885_08_60263_0 crossref_primary_10_1109_TCOMM_2018_2866580 crossref_primary_10_1109_TVT_2012_2227857 crossref_primary_10_1109_TIT_2007_915886 crossref_primary_10_1109_TIT_2007_915887 crossref_primary_10_1109_TGCN_2020_3005290 crossref_primary_10_4218_etrij_09_0109_0017 crossref_primary_10_1109_TIT_2011_2178230 crossref_primary_10_1109_TCOMM_2016_2616392 crossref_primary_10_1049_iet_com_2014_0104 crossref_primary_10_1109_TWC_2015_2424961 crossref_primary_10_1109_TIT_2013_2269476 crossref_primary_10_1109_TWC_2009_080210 crossref_primary_10_1109_TIT_2011_2168896 crossref_primary_10_1109_TWC_2019_2905609 crossref_primary_10_1109_JLT_2008_923230 crossref_primary_10_1109_TNET_2017_2785880 crossref_primary_10_1007_s11276_012_0413_8 crossref_primary_10_1145_2740070_2626301 crossref_primary_10_1109_TWC_2023_3348438 crossref_primary_10_1109_TCOMM_2015_2477085 crossref_primary_10_1109_TVT_2014_2322115 crossref_primary_10_1109_TSP_2007_894245 crossref_primary_10_1109_TVT_2016_2536698 crossref_primary_10_1109_JSAC_2020_3000825 crossref_primary_10_1007_s11235_016_0232_9 crossref_primary_10_1109_TWC_2022_3158693 crossref_primary_10_1109_TWC_2008_060794 crossref_primary_10_1109_TMC_2024_3371534 crossref_primary_10_1109_TSP_2016_2535378 crossref_primary_10_1109_JSAC_2020_3000824 crossref_primary_10_1109_ACCESS_2018_2888501 crossref_primary_10_1109_TWC_2017_2699178 crossref_primary_10_1109_TWC_2018_2820711 crossref_primary_10_1016_j_icte_2022_08_002 crossref_primary_10_1109_JSAC_2024_3413988 crossref_primary_10_1016_S1005_8885_08_60265_4 crossref_primary_10_4218_etrij_14_0113_0267 crossref_primary_10_1109_TCOMM_2019_2922197 crossref_primary_10_1587_transcom_E92_B_2442 crossref_primary_10_1155_2013_475761 crossref_primary_10_1109_JIOT_2019_2939255 crossref_primary_10_1631_jzus_A071366 crossref_primary_10_1109_T_WC_2008_070383 crossref_primary_10_1109_JSTSP_2014_2313808 crossref_primary_10_1109_TSP_2015_2414895 crossref_primary_10_1109_TSP_2008_920453 crossref_primary_10_5573_ieie_2014_51_5_029 crossref_primary_10_1002_bltj_20337 crossref_primary_10_1109_JCN_2014_000003 crossref_primary_10_1016_j_heliyon_2022_e09510 crossref_primary_10_1109_TWC_2015_2479226 crossref_primary_10_1109_TCOMM_2009_05_070253 crossref_primary_10_1109_TSP_2020_3004739 crossref_primary_10_1109_TWC_2013_062713_121865 crossref_primary_10_1049_iet_map_2017_0332 crossref_primary_10_1049_iet_com_2016_1391 crossref_primary_10_1109_TWC_2014_2335193 crossref_primary_10_1109_TVT_2022_3205281 crossref_primary_10_1109_TVT_2009_2025703 crossref_primary_10_1109_TWC_2012_051512_110507 crossref_primary_10_1109_TWC_2016_2519883 crossref_primary_10_1002_sat_1042 crossref_primary_10_1109_TWC_2018_2842725 crossref_primary_10_1109_TVT_2019_2901454 crossref_primary_10_1109_TSP_2018_2890063 crossref_primary_10_1016_j_jnca_2021_103311 crossref_primary_10_1109_TCOMM_2014_011114_120994 crossref_primary_10_1109_JSAC_2016_2544538 crossref_primary_10_1109_TSP_2022_3156915 crossref_primary_10_1109_TWC_2017_2712649 crossref_primary_10_3390_s21010147 crossref_primary_10_1002_ett_2577 crossref_primary_10_1080_03772063_2022_2048703 crossref_primary_10_1109_TIT_2012_2191700 crossref_primary_10_1587_transfun_E98_A_606 crossref_primary_10_1109_LWC_2020_3009370 crossref_primary_10_1109_TCOMM_2019_2904507 crossref_primary_10_1109_TSP_2010_2049108 crossref_primary_10_1109_TVT_2024_3446999 crossref_primary_10_1109_TWC_2018_2789895 crossref_primary_10_1109_TVT_2017_2717909 crossref_primary_10_1109_TVT_2010_2089707 crossref_primary_10_1587_transcom_E92_B_2667 crossref_primary_10_1109_TWC_2010_102810_091716 crossref_primary_10_1007_s11276_010_0300_0 crossref_primary_10_1109_TVT_2009_2037911 crossref_primary_10_3724_SP_J_1146_2009_01188 crossref_primary_10_1109_TNSM_2022_3202200 crossref_primary_10_1109_TIT_2011_2177564 crossref_primary_10_1049_iet_com_2011_0320 crossref_primary_10_1145_2185376_2185380 crossref_primary_10_1109_TWC_2010_090210_100039 crossref_primary_10_1109_LCOMM_2022_3225881 crossref_primary_10_1109_TSP_2008_920484 crossref_primary_10_1016_j_comnet_2012_07_009 crossref_primary_10_1109_TSP_2016_2552502 crossref_primary_10_1155_2009_890685 crossref_primary_10_1109_TSP_2008_919096 crossref_primary_10_1109_TVT_2010_2052293 crossref_primary_10_1109_TIFS_2024_3468902 crossref_primary_10_1109_TWC_2022_3215666 crossref_primary_10_1109_LWC_2021_3101940 crossref_primary_10_1109_ACCESS_2018_2828403 crossref_primary_10_1109_JSAC_2024_3413949 crossref_primary_10_1109_LSP_2018_2870518 crossref_primary_10_1109_MPOT_2009_934896 crossref_primary_10_1002_ett_2513 crossref_primary_10_1109_TVT_2011_2160377 crossref_primary_10_1109_TNET_2012_2230449 crossref_primary_10_1109_JSAC_2008_081019 crossref_primary_10_1109_TSP_2016_2603971 crossref_primary_10_1109_TVT_2014_2351254 crossref_primary_10_1109_JSAC_2008_081016 crossref_primary_10_1109_TWC_2007_060675 crossref_primary_10_1109_JSYST_2015_2481089 crossref_primary_10_1109_TSP_2009_2018610 crossref_primary_10_1007_s11277_020_07164_x crossref_primary_10_1155_2012_714971 crossref_primary_10_1109_JSAC_2008_081015 crossref_primary_10_1109_TVT_2014_2321679 crossref_primary_10_1016_j_adhoc_2016_05_007 crossref_primary_10_1007_s11277_015_2506_z crossref_primary_10_1587_transcom_E96_B_1492 crossref_primary_10_1109_TWC_2013_010214_130724 crossref_primary_10_1109_TSP_2013_2265681 crossref_primary_10_1109_TVT_2013_2258695 crossref_primary_10_1109_TIT_2010_2048501 crossref_primary_10_1109_TSP_2009_2024266 crossref_primary_10_1002_ett_1447 crossref_primary_10_1007_s11277_010_0140_3 crossref_primary_10_1109_ACCESS_2017_2725919 crossref_primary_10_1186_s13638_015_0331_4 crossref_primary_10_1109_TSP_2008_924638 crossref_primary_10_1016_j_iot_2023_100980 crossref_primary_10_1109_TCOMM_2008_060384 crossref_primary_10_1109_TWC_2012_051712_111377 crossref_primary_10_1109_JSAC_2017_2687998 crossref_primary_10_1109_TIT_2015_2411607 crossref_primary_10_1109_TWC_2020_3014425  | 
    
| Cites_doi | 10.1109/ACSSC.2001.987680 10.1109/TIT.2004.833336 10.1109/TCOMM.2006.887480 10.1109/TIT.2003.817421 10.1109/JSAC.2003.810294 10.1109/TIT.2003.813523 10.1109/ISIT.2004.1365211 10.1109/TIT.2005.844082 10.1109/TSP.2003.821107 10.1109/ICC.2004.1312588 10.1109/TIT.2003.817466 10.1109/ICC.1995.525188 10.1002/ett.4460100604 10.1109/TIT.2004.840897 10.1109/TWC.2004.830822 10.1109/TIT.1983.1056659 10.1109/TCOMM.2005.851605 10.1109/TIT.2002.1003822 10.1109/LCOMM.2003.815652 10.1109/ICC.2005.1494839 10.1109/JSAC.2003.810346 10.1109/TIT.2003.814483 10.1023/A:1008889222784 10.1109/TCOMM.2005.844961 10.1109/VETECF.2003.1285329  | 
    
| ContentType | Journal Article | 
    
| Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2006 | 
    
| Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2006 | 
    
| DBID | 97E RIA RIE AAYXX CITATION 7SP 8FD L7M F28 FR3  | 
    
| DOI | 10.1109/JSAC.2005.862421 | 
    
| DatabaseName | IEEE All-Society Periodicals Package (ASPP) 2005–Present IEEE All-Society Periodicals Package (ASPP) 1998–Present IEEE Electronic Library (IEL) CrossRef Electronics & Communications Abstracts Technology Research Database Advanced Technologies Database with Aerospace ANTE: Abstracts in New Technology & Engineering Engineering Research Database  | 
    
| DatabaseTitle | CrossRef Technology Research Database Advanced Technologies Database with Aerospace Electronics & Communications Abstracts Engineering Research Database ANTE: Abstracts in New Technology & Engineering  | 
    
| DatabaseTitleList | Technology Research Database Technology Research Database Engineering Research Database  | 
    
| Database_xml | – sequence: 1 dbid: RIE name: IEEE Electronic Library (IEL) url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/ sourceTypes: Publisher  | 
    
| DeliveryMethod | fulltext_linktorsrc | 
    
| Discipline | Engineering | 
    
| EISSN | 1558-0008 | 
    
| EndPage | 541 | 
    
| ExternalDocumentID | 2342188591 10_1109_JSAC_2005_862421 1603708  | 
    
| Genre | orig-research | 
    
| GroupedDBID | -~X .DC 0R~ 29I 3EH 4.4 41~ 5GY 5VS 6IK 97E AAJGR AARMG AASAJ AAWTH ABAZT ABQJQ ABVLG ACGFO ACGFS ACIWK ACNCT ADRHT AENEX AETIX AGQYO AGSQL AHBIQ AI. AIBXA AKJIK AKQYR ALLEH ALMA_UNASSIGNED_HOLDINGS ATWAV BEFXN BFFAM BGNUA BKEBE BPEOZ CS3 DU5 EBS EJD HZ~ H~9 IBMZZ ICLAB IES IFIPE IFJZH IPLJI JAVBF LAI M43 O9- OCL P2P RIA RIE RNS TN5 VH1 AAYXX CITATION 7SP 8FD L7M RIG F28 FR3  | 
    
| ID | FETCH-LOGICAL-c419t-d3cc540bdbed53b1f800825eafe235dee81188942003bcf4a07c1959c3ac8a203 | 
    
| IEDL.DBID | RIE | 
    
| ISSN | 0733-8716 | 
    
| IngestDate | Wed Oct 01 14:57:08 EDT 2025 Thu Oct 02 05:54:15 EDT 2025 Mon Jun 30 10:11:04 EDT 2025 Wed Oct 01 04:08:47 EDT 2025 Thu Apr 24 23:01:50 EDT 2025 Wed Aug 27 02:47:45 EDT 2025  | 
    
| IsPeerReviewed | true | 
    
| IsScholarly | true | 
    
| Issue | 3 | 
    
| Language | English | 
    
| License | https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html | 
    
| LinkModel | DirectLink | 
    
| MergedId | FETCHMERGED-LOGICAL-c419t-d3cc540bdbed53b1f800825eafe235dee81188942003bcf4a07c1959c3ac8a203 | 
    
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 ObjectType-Article-2 ObjectType-Feature-1 content type line 23  | 
    
| PQID | 865627274 | 
    
| PQPubID | 23500 | 
    
| PageCount | 14 | 
    
| ParticipantIDs | proquest_miscellaneous_896201276 proquest_miscellaneous_28069781 proquest_journals_865627274 crossref_citationtrail_10_1109_JSAC_2005_862421 crossref_primary_10_1109_JSAC_2005_862421 ieee_primary_1603708  | 
    
| ProviderPackageCode | CITATION AAYXX  | 
    
| PublicationCentury | 2000 | 
    
| PublicationDate | 2006-03-01 | 
    
| PublicationDateYYYYMMDD | 2006-03-01 | 
    
| PublicationDate_xml | – month: 03 year: 2006 text: 2006-03-01 day: 01  | 
    
| PublicationDecade | 2000 | 
    
| PublicationPlace | New York | 
    
| PublicationPlace_xml | – name: New York | 
    
| PublicationTitle | IEEE journal on selected areas in communications | 
    
| PublicationTitleAbbrev | J-SAC | 
    
| PublicationYear | 2006 | 
    
| Publisher | IEEE The Institute of Electrical and Electronics Engineers, Inc. (IEEE)  | 
    
| Publisher_xml | – name: IEEE – name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)  | 
    
| References | ref13 ref12 ref14 ref31 venkatesan (ref7) 0 ref30 ref33 ref11 paulraj (ref16) 2003 ref32 ref2 erez (ref29) 2003 ref1 ref17 maddah-ali (ref25) 0 ref19 ref18 swannack (ref15) 2004 ref23 ref20 ref22 hochwald (ref10) 2002 ref21 ref28 ref27 david (ref24) 1980 ref8 ref9 ref4 ref3 ref6 ref5 boyd (ref26) 2003  | 
    
| References_xml | – year: 1980 ident: ref24 publication-title: Order Statistics – ident: ref13 doi: 10.1109/ACSSC.2001.987680 – ident: ref20 doi: 10.1109/TIT.2004.833336 – ident: ref4 doi: 10.1109/TCOMM.2006.887480 – ident: ref18 doi: 10.1109/TIT.2003.817421 – ident: ref17 doi: 10.1109/JSAC.2003.810294 – ident: ref8 doi: 10.1109/TIT.2003.813523 – ident: ref6 doi: 10.1109/ISIT.2004.1365211 – ident: ref27 doi: 10.1109/TIT.2005.844082 – ident: ref33 doi: 10.1109/TSP.2003.821107 – year: 2002 ident: ref10 article-title: space-time multiple access: linear growth in the sum rate publication-title: 40th Annu Allerton Conf Commun Control Comput – ident: ref3 doi: 10.1109/ICC.2004.1312588 – year: 0 ident: ref25 article-title: an efficient signaling scheme for mimo broadcast systems: design and performance evaluation publication-title: IEEE Trans Inf Theory – ident: ref32 doi: 10.1109/TIT.2003.817466 – year: 2004 ident: ref15 article-title: low complexity multiuser scheduling for maximizing throughput in the mimo broadcast channel publication-title: Proc Allerton Conf Commun Control Comput – ident: ref11 doi: 10.1109/ICC.1995.525188 – ident: ref1 doi: 10.1002/ett.4460100604 – ident: ref14 doi: 10.1109/TIT.2004.840897 – ident: ref30 doi: 10.1109/TWC.2004.830822 – ident: ref5 doi: 10.1109/TIT.1983.1056659 – ident: ref28 doi: 10.1109/TCOMM.2005.851605 – ident: ref12 doi: 10.1109/TIT.2002.1003822 – ident: ref22 doi: 10.1109/LCOMM.2003.815652 – ident: ref23 doi: 10.1109/ICC.2005.1494839 – year: 2003 ident: ref29 article-title: approaching the dirty paper limit for canceling known interference publication-title: Proc Allerton Conf Commun Control Comput – year: 2003 ident: ref26 publication-title: Convex optimization – ident: ref9 doi: 10.1109/JSAC.2003.810346 – ident: ref19 doi: 10.1109/TIT.2003.814483 – year: 2003 ident: ref16 publication-title: Introduction to Space-Time Wireless Communications – ident: ref2 doi: 10.1023/A:1008889222784 – ident: ref21 doi: 10.1109/TCOMM.2005.844961 – ident: ref31 doi: 10.1109/VETECF.2003.1285329 – year: 0 ident: ref7 article-title: system capacity evaluation of multiple antenna systems using beamforming and dirty paper coding publication-title: Bell Labs  | 
    
| SSID | ssj0014482 | 
    
| Score | 2.4756835 | 
    
| Snippet | Although the capacity of multiple-input/multiple-output (MIMO) broadcast channels (BCs) can be achieved by dirty paper coding (DPC), it is difficult to... Specifically, we show that a zero-forcing beamforming (ZFBF) strategy, while generally suboptimal, can achieve the same asymptotic sum capacity as that of DPC,...  | 
    
| SourceID | proquest crossref ieee  | 
    
| SourceType | Aggregation Database Enrichment Source Index Database Publisher  | 
    
| StartPage | 528 | 
    
| SubjectTerms | Algorithms Array signal processing Asymptotic properties Base stations Beamforming Broadcast channel Broadcasting Channels dirty paper coding (DPC) Downlink downlink scheduling fair scheduling H infinity control imperfect channel state information (CSI) MIMO multiple-input/multiple-output (MIMO) multiple-input/multiple-output capacity multiuser diversity Optimization proportional fair Receiving antennas Scheduling Strategy Studies Throughput Time division multiple access Transmitting antennas zero-forcing beamforming (ZFBF)  | 
    
| Title | On the optimality of multiantenna broadcast scheduling using zero-forcing beamforming | 
    
| URI | https://ieeexplore.ieee.org/document/1603708 https://www.proquest.com/docview/865627274 https://www.proquest.com/docview/28069781 https://www.proquest.com/docview/896201276  | 
    
| Volume | 24 | 
    
| hasFullText | 1 | 
    
| inHoldings | 1 | 
    
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVIEE databaseName: IEEE Electronic Library (IEL) customDbUrl: eissn: 1558-0008 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0014482 issn: 0733-8716 databaseCode: RIE dateStart: 19830101 isFulltext: true titleUrlDefault: https://ieeexplore.ieee.org/ providerName: IEEE  | 
    
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Lb9QwEB6VnsqBRwsilIIPXJDqfTlOnGNVtaoqlR7KSr1F9mTMAZqg3eylv54ZZ3ehvMTNUWwlmvHjG8_MNwDvG1ehRULtPVmdl8Fpz8rQoYqOGB9bM5Ns5KuPxcU8v7y1tztwvM2FIaIUfEYjaSZfftPhSq7KxlISuZTM3kelK4Zcra3HgM2M5DEojdFiBGxckpNqfHlzcjrcnqRsiOmDIyjVVPltI06ny_lTuNr81xBU8mW06sMI73-hbPzfH38GT9YwU50M8-I57FC7D49_Ih88gPl1qxj9qY43jbuExlUXVQowFGm3rVdh0fkG_bJXbAPzmSSp60oi5T-re1p0mgEvykMgfyfgl9svYH5-9un0Qq-LLGjMp1WvG4PIqC00gRprwjS6ZDWSjzQztiFybIK4KpcgtoAx95MShZAGjUfHajUvYbftWnoFircHci7G0liTV4hhhsU02CgkYmwnxQzGG7nXuGYgl0IYX-tkiUyqWjQlhTFtPWgqgw_bEd8G9o1_9D0Qwf_oN8g8g8ONauv18lzyCIZ9jNzyDN5t3_K6EmeJb6lbLWvxOAsfWAbqLz1cVczEcV-8_vOXD2FvuK-RgLU3sNsvVnTECKYPb9PU_Q7FkO4W | 
    
| linkProvider | IEEE | 
    
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Lb9QwEB5V5QAceBVEKFAfuCCRfdneOMeqolpKtxzoSr1F9mTMAZqg3eylv54ZZ3d5I26OYivRjB_feGa-AXhVuxItEubek81NEVzuWRl5KKMjxsdWTyQbeX4xnS3M2ZW92oM3u1wYIkrBZzSQZvLl1y2u5apsKCWRC8nsvWWNMbbP1tr5DNjQSD6DQutczICtU3JUDs8-Hp_09ycpH2L80yGUqqr8thWn8-X0Psy3f9aHlXwerLswwJtfSBv_99cfwL0N0FTH_cx4CHvUPIK7P9APHsDiQ6MY_6mWt43rhMdVG1UKMRR5N41XYdn6Gv2qU2wF86kkyetKYuU_qRtatjlDXpSHQP5a4C-3H8Pi9O3lySzflFnI0YzLLq81IuO2UAeqrQ7j6JLdSD7SRNuayLER4kojYWwBo_GjAoWSBrVHx4rVT2C_aRt6Coo3CHIuxkJbbUrEMMHpONgoNGJsKcUMhlu5V7jhIJdSGF-qZIuMyko0JaUxbdVrKoPXuxFfe_6Nf_Q9EMF_79fLPIPDrWqrzQJd8QgGfozdTAZHu7e8ssRd4htq16tKfM7CCJaB-ksPV04n4rqfPvvzl4_g9uxyfl6dv7t4fwh3-tsbCV97Dvvdck0vGM904WWaxt8AYCvxYw | 
    
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=On+the+optimality+of+multiantenna+broadcast+scheduling+using+zero-forcing+beamforming&rft.jtitle=IEEE+journal+on+selected+areas+in+communications&rft.au=Yoo%2C+Taesang&rft.au=Goldsmith%2C+A&rft.date=2006-03-01&rft.issn=0733-8716&rft.volume=24&rft.issue=3&rft.spage=528&rft.epage=541&rft_id=info:doi/10.1109%2FJSAC.2005.862421&rft.externalDBID=NO_FULL_TEXT | 
    
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0733-8716&client=summon | 
    
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0733-8716&client=summon | 
    
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0733-8716&client=summon |