{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,18]],"date-time":"2025-10-18T21:01:20Z","timestamp":1760821280262,"version":"3.41.2"},"reference-count":122,"publisher":"Emerald","issue":"2","license":[{"start":{"date-parts":[[2021,8,13]],"date-time":"2021-08-13T00:00:00Z","timestamp":1628812800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.emerald.com\/insight\/site-policies"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJPCC"],"published-print":{"date-parts":[[2023,2,28]]},"abstract":"<jats:sec>\n<jats:title content-type=\"abstract-subheading\">Purpose<\/jats:title>\n<jats:p>Multiple-input multiple-output (MIMO) combined with multi-user massive MIMO has been a well-known approach for high spectral efficiency in wideband systems, and it was targeted to detect the MIMO signals. The increasing data rates with multiple antennas and multiple users that share the communication channel simultaneously lead to higher capacity requirements and increased complexity. Thus, different detection algorithms were developed for the Massive MIMO.<\/jats:p>\n<\/jats:sec>\n<jats:sec>\n<jats:title content-type=\"abstract-subheading\">Design\/methodology\/approach<\/jats:title>\n<jats:p>This paper focuses on the various literature analyzes on various detection algorithms and techniques for MIMO detectors. Here, it reviews several research papers and exhibits the significance of each detection method.<\/jats:p>\n<\/jats:sec>\n<jats:sec>\n<jats:title content-type=\"abstract-subheading\">Findings<\/jats:title>\n<jats:p>This paper provides the details of the performance analysis of the MIMO detectors and reveals the best value in the case of each performance measure. Finally, it widens the research issues that can be useful for future researchers to be accomplished in MIMO massive detectors<\/jats:p>\n<\/jats:sec>\n<jats:sec>\n<jats:title content-type=\"abstract-subheading\">Originality\/value<\/jats:title>\n<jats:p>This paper has presented a detailed review of the detection of massive MIMO on different algorithms and techniques. The survey mainly focuses on different types of channels used in MIMO detections, the number of antennas used in transmitting signals from the source to destination, and vice-versa. The performance measures and the best performance of each of the detectors are described.<\/jats:p>\n<\/jats:sec>","DOI":"10.1108\/ijpcc-11-2020-0188","type":"journal-article","created":{"date-parts":[[2021,8,12]],"date-time":"2021-08-12T01:05:36Z","timestamp":1628730336000},"page":"291-322","source":"Crossref","is-referenced-by-count":2,"title":["Review on various detectors in massive MIMO technology: a performance analysis"],"prefix":"10.1108","volume":"19","author":[{"given":"Manju","family":"V.M.","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ganesh","family":"R.S.","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"140","published-online":{"date-parts":[[2021,8,13]]},"reference":[{"key":"key2023022509234186700_ref001","first-page":"96312D","article-title":"NoSQL: collection document and cloud by using a dynamic web query form","volume-title":"InSeventh International Conference on Digital Image Processing (ICDIP 2015)","year":"2015"},{"issue":"9","key":"key2023022509234186700_ref002","doi-asserted-by":"crossref","first-page":"4440","DOI":"10.1109\/TWC.2009.081405","article-title":"Transmit antenna selection for decision feedback detection in MIMO fading channels","volume":"8","year":"2009","journal-title":"IEEE Transactions on Wireless Communications"},{"key":"key2023022509234186700_ref003","doi-asserted-by":"crossref","first-page":"45740","DOI":"10.1109\/ACCESS.2021.3065923","article-title":"Low complexity linear detectors for massive MIMO: a comparative study","volume":"9","year":"2021","journal-title":"IEEE Access"},{"issue":"6","key":"key2023022509234186700_ref004","doi-asserted-by":"crossref","first-page":"5515","DOI":"10.1109\/TVT.2018.2837041","article-title":"A closed-form approximation of correlated multiuser MIMO ergodic capacity with antenna selection and imperfect channel estimation","volume":"67","year":"2018","journal-title":"IEEE Transactions on Vehicular Technology"},{"key":"key2023022509234186700_ref005","doi-asserted-by":"crossref","first-page":"60764","DOI":"10.1109\/ACCESS.2021.3073325","article-title":"Overview of pre-coding techniques for massive MIMO","volume":"9","year":"2021","journal-title":"IEEE Access"},{"issue":"11","key":"key2023022509234186700_ref006","doi-asserted-by":"crossref","first-page":"945","DOI":"10.1109\/LSP.2009.2027548","article-title":"Feedforward frameworks to enhance decoding in precoded multiuser MIMO systems","volume":"16","year":"2009","journal-title":"IEEE Signal Processing Letters"},{"issue":"3","key":"key2023022509234186700_ref007","doi-asserted-by":"crossref","first-page":"767","DOI":"10.3390\/s21030767","article-title":"Dual band and dual diversity Four-Element MIMO dipole for 5G handsets","volume":"21","year":"2021","journal-title":"Sensors"},{"key":"key2023022509234186700_ref008","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1016\/j.sigpro.2017.11.010","article-title":"Soft MIMO detection through sphere decoding and box optimization","volume":"145","year":"2018","journal-title":"Signal Processing"},{"key":"key2023022509234186700_ref009","first-page":"315","article-title":"Reducing the computational complexity of ORVD-Trellis search based MIMO detection","volume-title":"2018 International Conference on Computing, Networking and Communications (ICNC)Maui, HI","year":"2018"},{"issue":"2","key":"key2023022509234186700_ref010","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1109\/MWC.001.2000322","article-title":"Deep learning at the edge for channel estimation in beyond-5G massive MIMO","volume":"28","year":"2021","journal-title":"IEEE Wireless Communications"},{"issue":"12","key":"key2023022509234186700_ref011","doi-asserted-by":"crossref","first-page":"3675","DOI":"10.1109\/JSAC.2016.2611878","article-title":"Sum-rate enhancement in multiuser MIMO decode-and-forward relay broadcasting channel with energy harvesting relays","volume":"34","year":"2016","journal-title":"IEEE Journal on Selected Areas in Communications"},{"issue":"2","key":"key2023022509234186700_ref012","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1109\/MCOM.2014.6736746","article-title":"Five disruptive technology directions for 5G","volume":"52","year":"2014","journal-title":"IEEE Communications Magazine"},{"key":"key2023022509234186700_ref013","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.adhoc.2018.07.021","article-title":"Joint spatial multiplexing and transmit diversity in MIMO ad hoc networks","volume":"81","year":"2018","journal-title":"Ad Hoc Networks"},{"key":"key2023022509234186700_ref014","doi-asserted-by":"crossref","first-page":"90","DOI":"10.1016\/j.optcom.2017.12.002","article-title":"Subcarrier intensity modulation for MIMO visible light communications","volume":"412","year":"2018","journal-title":"Optics Communications"},{"issue":"12","key":"key2023022509234186700_ref015","doi-asserted-by":"crossref","first-page":"123","DOI":"10.23919\/JCC.2020.12.009","article-title":"Capacity optimization using augmented lagrange method in intelligent reflecting surface-based MIMO communication systems","volume":"17","year":"2020","journal-title":"China Communications"},{"issue":"8","key":"key2023022509234186700_ref016","doi-asserted-by":"crossref","first-page":"1701","DOI":"10.1109\/JSAC.2017.2710878","article-title":"A low complexity data detection algorithm for uplink multiuser massive MIMO systems","volume":"35","year":"2017","journal-title":"IEEE Journal on Selected Areas in Communications"},{"issue":"4","key":"key2023022509234186700_ref017","doi-asserted-by":"crossref","first-page":"3652","DOI":"10.1109\/TVT.2017.2779157","article-title":"Manifold optimization approach for data detection in massive multi-user MIMO systems","volume":"67","year":"2018","journal-title":"IEEE Transactions on Vehicular Technology"},{"issue":"4","key":"key2023022509234186700_ref018","doi-asserted-by":"crossref","first-page":"523","DOI":"10.1109\/JETCAS.2017.2743458","article-title":"Hardware efficient massive MIMO detector based on the monte Carlo tree search method","volume":"7","year":"2017","journal-title":"IEEE Journal on Emerging and Selected Topics in Circuits and Systems"},{"issue":"6","key":"key2023022509234186700_ref019","doi-asserted-by":"crossref","first-page":"1454","DOI":"10.1109\/TSP.2014.2301131","article-title":"Stochastic MIMO detector based on the Markov chain monte Carlo algorithm","volume":"62","year":"2014","journal-title":"IEEE Transactions on Signal Processing"},{"issue":"3","key":"key2023022509234186700_ref020","doi-asserted-by":"crossref","first-page":"454","DOI":"10.1109\/LCOMM.2016.2518180","article-title":"An LDPC-Coded generalized space shift keying scheme using a codebook-assisted low-complexity massive MIMO detector","volume":"20","year":"2016","journal-title":"IEEE Communications Letters"},{"key":"key2023022509234186700_ref021","first-page":"1","article-title":"A sequential detection approach for approximate MAP detection in MIMO systems","volume-title":"2011 IEEE Global Telecommunications Conference \u2013 GLOBECOM 2011","year":"2011"},{"issue":"12","key":"key2023022509234186700_ref022","doi-asserted-by":"crossref","first-page":"5016","DOI":"10.1109\/TCOMM.2013.111413.130379","article-title":"Noncoherent trellis coded quantization: a practical limited feedback technique for massive MIMO systems","volume":"61","year":"2013","journal-title":"IEEE Transactions on Communications"},{"issue":"5","key":"key2023022509234186700_ref023","doi-asserted-by":"crossref","first-page":"2005","DOI":"10.1109\/TCOMM.2016.2545666","article-title":"Near Maximum-Likelihood detector and channel estimator for uplink multiuser massive MIMO systems with One-Bit ADCs","volume":"64","year":"2016","journal-title":"IEEE Transactions on Communications"},{"key":"key2023022509234186700_ref024","doi-asserted-by":"crossref","first-page":"4164","DOI":"10.1109\/ICASSP.2016.7472461","article-title":"A diffusion kernel LMS algorithm for non-linear adaptive networks","volume-title":"2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","year":"2016"},{"key":"key2023022509234186700_ref025","doi-asserted-by":"crossref","first-page":"20578","DOI":"10.1109\/ACCESS.2017.2756910","article-title":"Precoding design for multiuser MIMO downlink communication systems using an LQ-Based Cascade GSIC algorithm","volume":"5","year":"2017","journal-title":"IEEE Access"},{"issue":"3","key":"key2023022509234186700_ref026","doi-asserted-by":"crossref","first-page":"104","DOI":"10.1109\/MCOM.001.2000714","article-title":"Terahertz line-of-Sight MIMO communication: theory and practical challenges","volume":"59","year":"2021","journal-title":"IEEE Communications Magazine"},{"issue":"1","key":"key2023022509234186700_ref027","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1109\/LWC.2015.2504366","article-title":"Low complexity iterative MMSE-PIC detection for Medium-Size massive MIMO","volume":"5","year":"2016","journal-title":"IEEE Wireless Communications Letters"},{"issue":"1","key":"key2023022509234186700_ref028","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1109\/LWC.2015.2504366","article-title":"Low complexity iterative MMSEPIC detection for medium-size massive MIMO","volume":"5","year":"2016","journal-title":"IEEE Wireless Communications Letters"},{"issue":"11","key":"key2023022509234186700_ref029","doi-asserted-by":"crossref","first-page":"1506","DOI":"10.1016\/j.aeue.2016.09.004","article-title":"Fixed-point implementation of interpolation-based MMSE MIMO detector in joint transmission scenario for LTE-A wireless","volume":"70","year":"2016","journal-title":"Aeu \u2013 International Journal of Electronics and Communications"},{"issue":"10","key":"key2023022509234186700_ref030","doi-asserted-by":"crossref","first-page":"1973","DOI":"10.1109\/TVLSI.2014.2360066","article-title":"A scalable MIMO detector processor with near-ASIC energy efficiency","volume":"23","year":"2015","journal-title":"IEEE Transactions on Very Large Scale Integration (VLSI) Systems"},{"issue":"2","key":"key2023022509234186700_ref031","doi-asserted-by":"crossref","first-page":"353","DOI":"10.1109\/JSTSP.2018.2819130","article-title":"Channel estimation and hybrid precoding for frequency selective multiuser mmWave MIMO systems","volume":"12","year":"2018","journal-title":"IEEE Journal of Selected Topics in Signal Processing"},{"issue":"8","key":"key2023022509234186700_ref032","doi-asserted-by":"crossref","first-page":"901","DOI":"10.1016\/j.micpro.2015.01.002","article-title":"A low-latency high-throughput soft-output signal detector for spatial multiplexing MIMO systems","volume":"39","year":"2015","journal-title":"Microprocessors and Microsystems"},{"issue":"5","key":"key2023022509234186700_ref033","doi-asserted-by":"crossref","first-page":"1912","DOI":"10.1109\/TCOMM.2017.2787565","article-title":"A weighted minimum distance decoding for uplink multiuser MIMO systems with low-resolution ADCs","volume":"66","year":"2018","journal-title":"IEEE Transactions on Communications"},{"key":"key2023022509234186700_ref034","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1016\/j.mejo.2016.08.001","article-title":"The design and implementation of a configurable MIMO detection system on the NOC-based multi-core platform","volume":"56","year":"2016","journal-title":"Microelectronics Journal"},{"issue":"2","key":"key2023022509234186700_ref035","doi-asserted-by":"crossref","first-page":"485","DOI":"10.1109\/TCSI.2008.2001368","article-title":"A power-efficient configurable low-complexity MIMO detector","volume":"56","year":"2009","journal-title":"IEEE Transactions on Circuits and Systems I: Regular Papers"},{"issue":"6","key":"key2023022509234186700_ref036","doi-asserted-by":"crossref","first-page":"3066","DOI":"10.1109\/TVT.2009.2012716","article-title":"Multiuser detection for asynchronous broadband Single-Carrier transmission systems","volume":"58","year":"2009","journal-title":"IEEE Transactions on Vehicular Technology"},{"issue":"9","key":"key2023022509234186700_ref037","article-title":"Adaptive precoding based detection algorithm for massive MIMO visible light communication","volume":"22","year":"2018","journal-title":"IEEE Communications Letters"},{"issue":"1","key":"key2023022509234186700_ref038","doi-asserted-by":"crossref","first-page":"313","DOI":"10.1016\/j.sigpro.2009.06.026","article-title":"Programmable processor implementations of K-best list sphere detector for MIMO receiver","volume":"90","year":"2010","journal-title":"Signal Processing"},{"key":"key2023022509234186700_ref039","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1016\/j.dsp.2017.06.018","article-title":"A low-complexity lanczos-algorithm-based detector with soft-output for multi-user massive MIMO systems","volume":"69","year":"2017","journal-title":"Digital Signal Processing"},{"key":"key2023022509234186700_ref040","doi-asserted-by":"crossref","first-page":"130","DOI":"10.1016\/j.aeue.2017.03.020","article-title":"A novel segregated K-Best detection algorithm for low complexity near optimal MIMO receivers","volume":"75","year":"2017","journal-title":"AEU \u2013 International Journal of Electronics and Communications"},{"issue":"3","key":"key2023022509234186700_ref041","doi-asserted-by":"crossref","first-page":"326","DOI":"10.4218\/etrij.17.0116.0732","article-title":"Low-complexity massive MIMO detectors based on Richardson method","volume":"39","year":"2017","journal-title":"ETRI Journal"},{"issue":"7","key":"key2023022509234186700_ref042","doi-asserted-by":"crossref","first-page":"2159","DOI":"10.1109\/TCSI.2014.2298273","article-title":"Algorithms and architectures of energy-efficient error-resilient MIMO detectors for memory-dominated wireless communication systems","volume":"61","year":"2014","journal-title":"IEEE Transactions on Circuits and Systems I: Regular Papers"},{"issue":"6","key":"key2023022509234186700_ref043","doi-asserted-by":"crossref","first-page":"1313","DOI":"10.1016\/j.jfranklin.2016.02.010","article-title":"Adaptive sensor-fault tolerant control for a class of MIMO uncertain non-linear systems: adaptive non-linear filter-based dynamic surface control","volume":"353","year":"2016","journal-title":"Journal of the Franklin Institute"},{"issue":"1","key":"key2023022509234186700_ref044","article-title":"Low-complexity lattice reduction algorithm for MIMO detectors with tree searching","volume":"2017","year":"2017","journal-title":"EURASIP Journal on Wireless Communications and Networking"},{"issue":"4","key":"key2023022509234186700_ref045","doi-asserted-by":"crossref","first-page":"3172","DOI":"10.1109\/TVT.2017.2777902","article-title":"Phase-Divided MAC protocol for integrated uplink and downlink multiuser MIMO WLANs","volume":"67","year":"2018","journal-title":"IEEE Transactions on Vehicular Technology"},{"key":"key2023022509234186700_ref046","doi-asserted-by":"crossref","first-page":"754","DOI":"10.1109\/OJCOMS.2021.3069672","article-title":"Full-Duplex mmWave massive MIMO systems: a joint hybrid precoding\/combining and Self-Interference cancellation design","volume":"2","year":"2021","journal-title":"IEEE Open Journal of the Communications Society"},{"key":"key2023022509234186700_ref047","first-page":"1","article-title":"Six-port symmetrical CPW-Fed MIMO antenna for futuristic smartphone devices","volume-title":"2021 6th International Conference for Convergence in Technology (I2CT)","year":"2021"},{"issue":"12","key":"key2023022509234186700_ref048","doi-asserted-by":"crossref","first-page":"1071","DOI":"10.1109\/LSP.2009.2030851","article-title":"Error probability analysis of combining space-time block coding and scheduling in MIMO systems","volume":"16","year":"2009","journal-title":"IEEE Signal Processing Letters"},{"issue":"1","key":"key2023022509234186700_ref049","article-title":"Joint channel and carrier frequency offset estimation for multi-user M IM04FDM uplink transmissions","volume":"15","year":"2008","journal-title":"The Journal of china Universities of Posts and Telecommunications"},{"issue":"4","key":"key2023022509234186700_ref050","doi-asserted-by":"crossref","first-page":"491","DOI":"10.1109\/JETCAS.2017.2775151","article-title":"Decentralized baseband processing for massive MU-MIMO systems","volume":"7","year":"2017","journal-title":"IEEE Journal on Emerging and Selected Topics in Circuits and Systems"},{"key":"key2023022509234186700_ref051","first-page":"1","article-title":"A joint PDA data detection algorithm with MMSE channel estimation for uplink transmission of massive MU-MIMO system","volume-title":"IEEE Aerospace Conference","year":"2018"},{"issue":"6","key":"key2023022509234186700_ref052","doi-asserted-by":"crossref","first-page":"801","DOI":"10.1049\/iet-com.2016.1160","article-title":"Semidefinite further relaxation on likelihood ascent search detection algorithm for high-order modulation in massive MIMO system","volume":"11","year":"2017","journal-title":"IET Communications"},{"issue":"7","key":"key2023022509234186700_ref053","doi-asserted-by":"crossref","first-page":"3330","DOI":"10.1109\/TWC.2009.070579","article-title":"A high performance baseband transceiver for SISO-\/MIMO-OFDA uplink communications","volume":"8","year":"2009","journal-title":"IEEE Transactions on Wireless Communications"},{"issue":"6","key":"key2023022509234186700_ref054","doi-asserted-by":"crossref","first-page":"3959","DOI":"10.1109\/TWC.2018.2818142","article-title":"Estimation of broadband multiuser millimeter wave massive MIMO-OFDM channels by exploiting their sparse structure","volume":"17","year":"2018","journal-title":"IEEE Transactions on Wireless Communications"},{"issue":"9","key":"key2023022509234186700_ref055","article-title":"A soft detector with good performance\/complexity trade-off for a MIMO system","volume":"2004","year":"2004","journal-title":"EURASIP Journal on Advances in Signal Processing"},{"issue":"2","key":"key2023022509234186700_ref056","doi-asserted-by":"crossref","first-page":"1016","DOI":"10.1109\/TVT.2008.927728","article-title":"SVD-Assisted multiuser transmitter and multiuser detector design for MIMO systems","volume":"58","year":"2009","journal-title":"IEEE Transactions on Vehicular Technology"},{"issue":"3","key":"key2023022509234186700_ref057","doi-asserted-by":"crossref","first-page":"307","DOI":"10.1109\/LCOMM.2012.012412.111047","article-title":"Joint interference suppression for multi-user TDD MIMO downlink with Other-Cell interference","volume":"16","year":"2012","journal-title":"IEEE Communications Letters"},{"key":"key2023022509234186700_ref058","first-page":"1","article-title":"Symbol-level pre-coding design for intelligent reflecting surface assisted multi-user MIMO systems","volume-title":"2019 11th International Conference on Wireless Communications and Signal Processing (WCSP)IEEE","year":"2019"},{"issue":"2","key":"key2023022509234186700_ref059","doi-asserted-by":"crossref","first-page":"586","DOI":"10.1109\/TCOMM.2015.2506700","article-title":"Low complexity polynomial expansion detector with deterministic equivalents of the moments of channel gram matrix for massive MIMO uplink","volume":"64","year":"2016","journal-title":"IEEE Transactions on Communications"},{"issue":"13","key":"key2023022509234186700_ref060","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1109\/CC.2014.7022522","article-title":"An improved semi-orthogonal user selection algorithm based on condition number for multi-user MIMO systems","volume":"11","year":"2014","journal-title":"China Communications"},{"issue":"5","key":"key2023022509234186700_ref061","doi-asserted-by":"crossref","first-page":"834","DOI":"10.1109\/TVLSI.2012.2196296","article-title":"Novel MIMO detection algorithm for High-Order constellations in the complex domain","volume":"21","year":"2013","journal-title":"IEEE Transactions on Very Large Scale Integration (VLSI) Systems"},{"key":"key2023022509234186700_ref062","doi-asserted-by":"crossref","first-page":"128","DOI":"10.1016\/j.phycom.2017.12.005","article-title":"Low-complexity MMSE detector based on refinement Jacobi method for massive MIMO uplink","volume":"26","year":"2018","journal-title":"Physical Communication"},{"key":"key2023022509234186700_ref063","doi-asserted-by":"crossref","first-page":"256","DOI":"10.1109\/ICIT.2014.33","article-title":"The Diffusion-KLMS algorithm","volume-title":"2014 International Conference on Information Technology","year":"2014"},{"key":"key2023022509234186700_ref064","doi-asserted-by":"crossref","first-page":"543","DOI":"10.1016\/j.compeleceng.2017.02.005","article-title":"Kernel-based parallel multi-user detector for massive-MIMO","volume":"65","year":"2018","journal-title":"Computers and Electrical Engineering"},{"issue":"7","key":"key2023022509234186700_ref065","doi-asserted-by":"crossref","first-page":"3145","DOI":"10.1109\/TVT.2009.2017548","article-title":"Architectural optimizations for Low-Power K -Best MIMO decoders","volume":"58","year":"2009","journal-title":"IEEE Transactions on Vehicular Technology"},{"issue":"4","key":"key2023022509234186700_ref066","doi-asserted-by":"crossref","first-page":"1436","DOI":"10.1109\/TCOMM.2013.020413.110848","article-title":"Energy and spectral efficiency of very large multi-user MIMO systems","volume":"61","year":"2013","journal-title":"IEEE Transactions on Communications"},{"issue":"10","key":"key2023022509234186700_ref067","doi-asserted-by":"crossref","first-page":"5124","DOI":"10.1109\/TWC.2009.081007","article-title":"A design for an EXIT chart based scheduling and rate control for multi-user MIMO systems","volume":"8","year":"2009","journal-title":"IEEE Transactions on Wireless Communications"},{"issue":"2","key":"key2023022509234186700_ref068","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1109\/LCOMM.2014.2377215","article-title":"Sparsity-boosted detection for large mimo systems","volume":"19","year":"2015","journal-title":"IEEE Communications Letters"},{"issue":"2","key":"key2023022509234186700_ref069","doi-asserted-by":"crossref","first-page":"276","DOI":"10.1109\/LCOMM.2015.2504506","article-title":"A near-optimal detection scheme based on joint steepest descent and Jacobi method for uplink massive MIMO systems","volume":"20","year":"2016","journal-title":"IEEE Communications Letters"},{"issue":"1,Part 1","key":"key2023022509234186700_ref070","first-page":"1097","article-title":"Design of MIMO K-Best detection algorithm and its FPGA implementation","volume":"5","year":"2018","journal-title":"Materials Today: Proceedings"},{"issue":"15","key":"key2023022509234186700_ref071","doi-asserted-by":"crossref","first-page":"4105","DOI":"10.1109\/TSP.2018.2838557","article-title":"Hybrid beamforming with selection for multiuser massive MIMO systems","volume":"66","year":"2018","journal-title":"IEEE Transactions on Signal Processing"},{"issue":"1","key":"key2023022509234186700_ref072","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1109\/MSP.2011.2178495","article-title":"Scaling up MIMO: opportunities and challenges with very large arrays","volume":"30","year":"2013","journal-title":"IEEE Signal Processing Magazine"},{"issue":"4","key":"key2023022509234186700_ref073","doi-asserted-by":"crossref","first-page":"492","DOI":"10.1049\/iet-com.2013.0279","article-title":"Algorithm and FPGA implementation of interpolation-based soft output mmse mimo detector for 3GPP LTE","volume":"8","year":"2014","journal-title":"IET Communications"},{"key":"key2023022509234186700_ref074","first-page":"416","article-title":"A generalized representer theorem","year":"2001","journal-title":"International Conference on Computational Learning Theory"},{"issue":"1","key":"key2023022509234186700_ref075","article-title":"Single-user MIMO versus multi-user MIMO in distributed antenna systems with limited feedback","volume":"2013","year":"2013","journal-title":"EURASIP Journal on Advances in Signal Processing"},{"issue":"8","key":"key2023022509234186700_ref076","doi-asserted-by":"crossref","first-page":"609","DOI":"10.1109\/LCOMM.2009.081982","article-title":"Adaptive blind equalization for MIMO systems uadaptive blind equalization for MIMO systems under a-stable noise environmentnder a-stable noise environment","volume":"13","year":"2009","journal-title":"IEEE Communications Letters"},{"issue":"8","key":"key2023022509234186700_ref077","doi-asserted-by":"crossref","first-page":"4770","DOI":"10.1109\/TIT.2014.2326861","article-title":"Interference mitigation and signal enhancement for multiuser MIMO interference channels with redundant antennas","volume":"60","year":"2014","journal-title":"IEEE Transactions on Information Theory"},{"issue":"11","key":"key2023022509234186700_ref078","doi-asserted-by":"crossref","first-page":"7501","DOI":"10.1109\/TWC.2017.2749306","article-title":"Ica based Semi-Blind decoding method for a multicell multiuser massive MIMO uplink system in Rician\/Rayleigh fading channels","volume":"16","year":"2017","journal-title":"IEEE Transactions on Wireless Communications"},{"issue":"11","key":"key2023022509234186700_ref079","doi-asserted-by":"crossref","first-page":"2418","DOI":"10.1109\/TVLSI.2013.2288574","article-title":"Design and implementation of Power-Efficient K-Best MIMO detector for configurable antennas","volume":"22","year":"2014","journal-title":"IEEE Transactions on Very Large Scale Integration (VLSI) Systems"},{"key":"key2023022509234186700_ref080","doi-asserted-by":"crossref","first-page":"68932","DOI":"10.1109\/ACCESS.2021.3073543","article-title":"Interference management in 5G and beyond network: requirements, challenges and future directions","volume":"9","year":"2021","journal-title":"IEEE Access"},{"issue":"2","key":"key2023022509234186700_ref081","doi-asserted-by":"crossref","first-page":"470","DOI":"10.1109\/TCOMM.2009.02.060208","article-title":"Exploiting multi-user diversity for fair scheduling in MIMO downlink networks with imperfect channel state information","volume":"57","year":"2009","journal-title":"IEEE Transactions on Communications"},{"issue":"4","key":"key2023022509234186700_ref082","doi-asserted-by":"crossref","first-page":"266","DOI":"10.1016\/j.phycom.2011.07.002","article-title":"CQI algorithm design in MIMO systems with maximum likelihood detectors","volume":"4","year":"2011","journal-title":"Physical Communication"},{"key":"key2023022509234186700_ref083","first-page":"1892","article-title":"A new MIMO detector architecture based on a Forward-Backward trellis algorithm","volume-title":"Asilomar Conference on Signals, Systems and Computers","year":"2008"},{"issue":"7","key":"key2023022509234186700_ref084","doi-asserted-by":"crossref","first-page":"1235","DOI":"10.1109\/TVLSI.2011.2147811","article-title":"High-Throughput Soft-Output MIMO detector based on Path-Preserving Trellis-Search algorithm","volume":"20","year":"2012","journal-title":"IEEE Transactions on Very Large Scale Integration (VLSI) Systems"},{"issue":"5","key":"key2023022509234186700_ref085","doi-asserted-by":"crossref","first-page":"2617","DOI":"10.1109\/TSP.2012.2187646","article-title":"Trellis-Search based Soft-Input Soft-Output MIMO detector: Algorithm and VLSI architecture","volume":"60","year":"2012","journal-title":"IEEE Transactions on Signal Processing"},{"key":"key2023022509234186700_ref086","doi-asserted-by":"crossref","first-page":"167","DOI":"10.1109\/WCSN.2008.4772704","article-title":"Reduced tree-search, heuristic and linear decoupler low-complexity MIMO detectors","volume-title":"2008 Fourth International Conference on Wireless Communication and Sensor Networks","year":"2008"},{"issue":"2","key":"key2023022509234186700_ref087","first-page":"1267","article-title":"Improving massive MIMO message passing detectors with deep neural network","volume":"69","year":"2019","journal-title":"IEEE Transactions on Vehicular Technology"},{"issue":"7","key":"key2023022509234186700_ref088","doi-asserted-by":"crossref","first-page":"1152","DOI":"10.1049\/iet-com.2016.0826","article-title":"Approximate iteration detection with iterative refinement in massive MIMO systems","volume":"11","year":"2017","journal-title":"IET Communications"},{"issue":"3","key":"key2023022509234186700_ref089","doi-asserted-by":"crossref","first-page":"490","DOI":"10.1109\/LCOMM.2015.2514281","article-title":"High precision low complexity matrix inversion based on newton iteration for data detection in the massive MIMO","volume":"20","year":"2016","journal-title":"IEEE Communications Letters"},{"issue":"3","key":"key2023022509234186700_ref090","doi-asserted-by":"crossref","first-page":"490","DOI":"10.1109\/LCOMM.2015.2514281","article-title":"High precision low complexity matrix inversion based on newton iteration for data detection in the massive MIMO","volume":"20","year":"2016","journal-title":"IEEE Communications Letters"},{"journal-title":"EURASIP Journal on Wireless Communications and Networking","article-title":"Spectral efficiency of multi-user millimeter wave systems under single path with uniform rectangular arrays","year":"2017","key":"key2023022509234186700_ref091"},{"article-title":"Telematics and mobile internet: current situation and 5G networks","volume-title":"Principles and Applications of Narrowband Internet of Things (NBIoT)","year":"2021","key":"key2023022509234186700_ref092"},{"issue":"5","key":"key2023022509234186700_ref093","doi-asserted-by":"crossref","first-page":"3015","DOI":"10.1109\/TVT.2008.917233","article-title":"Adaptive detectors for MIMO DS\/CDMA communication systems","volume":"57","year":"2008","journal-title":"IEEE Transactions on Vehicular Technology"},{"issue":"6","key":"key2023022509234186700_ref094","doi-asserted-by":"crossref","first-page":"2871","DOI":"10.1109\/TVT.2012.2196807","article-title":"Joint source and relay design for multiuser MIMO nonregenerative relay networks with direct links","volume":"61","year":"2012","journal-title":"IEEE Transactions on Vehicular Technology"},{"key":"key2023022509234186700_ref095","first-page":"1","article-title":"Efficient iterative soft detection based on polynomial approximation for massive MIMO","volume-title":"Proc. Int. Conf. on Wireless Commun. Signl Process","year":"2015"},{"issue":"4","key":"key2023022509234186700_ref096","doi-asserted-by":"crossref","first-page":"2156","DOI":"10.1109\/TWC.2014.2382098","article-title":"Multiuser detection in massive spatial modulation MIMO with Low-Resolution ADCs","volume":"14","year":"2015","journal-title":"IEEE Transactions on Wireless Communications"},{"journal-title":"EURASIP Journal on Wireless Communications andNetworking","article-title":"On the energy\/spectral efficiency of multi-user full-duplex massive MIMO systems with power control","year":"2017","key":"key2023022509234186700_ref097"},{"issue":"8","key":"key2023022509234186700_ref098","doi-asserted-by":"crossref","first-page":"667","DOI":"10.1109\/LSP.2009.2021368","article-title":"Soft-Output MMSE MIMO detector under ML channel estimation and channel correlation","volume":"16","year":"2009","journal-title":"IEEE Signal Processing Letters"},{"key":"key2023022509234186700_ref099","first-page":"1","article-title":"Low-complexity MIMO detection using a list projection technique","volume-title":"2008 2nd International Conference on Signal Processing and Communication Systems","year":"2008"},{"issue":"5","key":"key2023022509234186700_ref0100","doi-asserted-by":"crossref","first-page":"916","DOI":"10.1109\/JSTSP.2014.2313021","article-title":"Large-Scale MIMO detection for 3GPP LTE: Algorithms and FPGA implementations","volume":"8","year":"2014","journal-title":"IEEE Journal of Selected Topics in Signal Processing"},{"journal-title":"J. Signal Process","article-title":"Implicit vs. explicit approximate matrix inversion for wideband massive MU-MIMO data detection","year":"2017","key":"key2023022509234186700_ref0101"},{"issue":"2","key":"key2023022509234186700_ref0102","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1109\/LCOMM.2011.010311.101626","article-title":"A Fixed-Complexity Soft-MIMO detector via parallel candidate adding scheme and its FPGA implementation","volume":"15","year":"2011","journal-title":"IEEE Communications Letters"},{"issue":"Supplement","key":"key2023022509234186700_ref0103","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1109\/CC.2015.7386166","article-title":"Low-complexity soft-output detection for massive MIMO using SCBiCG and lanczos methods","volume":"12","year":"2015","journal-title":"China Communications"},{"issue":"5","key":"key2023022509234186700_ref0104","doi-asserted-by":"crossref","first-page":"2343","DOI":"10.1109\/TVT.2008.2008652","article-title":"Iterative multiuser detection and decoding for DS-CDMA system with Space-Time linear dispersion","volume":"58","year":"2009","journal-title":"IEEE Transactions on Vehicular Technology"},{"key":"key2023022509234186700_ref0105","doi-asserted-by":"crossref","first-page":"1195","DOI":"10.1109\/ICCSNT.2011.6182173","article-title":"An efficient MIMO detector algorithm for next generation wireless communication","volume-title":"Proceedings of 2011 International Conference on Computer Science and Network Technology","year":"2011"},{"issue":"11","key":"key2023022509234186700_ref0106","doi-asserted-by":"crossref","first-page":"2706","DOI":"10.1109\/TCSI.2015.2479055","article-title":"Design and implementation of flexible Dual-Mode Soft-Output MIMO detector with channel preprocessing","volume":"62","year":"2015","journal-title":"IEEE Transactions on Circuits and Systems I: Regular Papers"},{"key":"key2023022509234186700_ref0107","doi-asserted-by":"crossref","first-page":"332","DOI":"10.1016\/j.dsp.2018.03.019","article-title":"Reduced-complexity krylov subspace methods for large-scale MIMO channel estimation","volume":"78","year":"2018","journal-title":"Digital Signal Processing"},{"issue":"1","key":"key2023022509234186700_ref0108","article-title":"Performance of regression-based pre-coding for multi-user massive MIMO-OFDM systems","volume":"2016","year":"2016","journal-title":"EURASIP Journal on Advances in Signal Processing"},{"issue":"12","key":"key2023022509234186700_ref0109","doi-asserted-by":"crossref","first-page":"2946","DOI":"10.1109\/LCOMM.2020.3014820","article-title":"Low complexity adaptation for reconfigurable intelligent surface-based MIMO systems","volume":"24","year":"2020","journal-title":"IEEE Communications Letters"},{"issue":"1","key":"key2023022509234186700_ref0110","article-title":"Distributed probabilistic data association detector with turbo base-station cooperations in multi-user multi-cell MIMO systems","volume":"2017","year":"2017","journal-title":"EURASIP Journal on Wireless Communications and Networking"},{"issue":"1","key":"key2023022509234186700_ref0111","article-title":"Implementation of low-complexity MIMO detector and efficient soft-output demapper for MIMO-OFDM-based wireless LAN systems","volume":"2013","year":"2013","journal-title":"EURASIP Journal on Wireless Communications and Networking"},{"issue":"23","key":"key2023022509234186700_ref0112","doi-asserted-by":"crossref","first-page":"1554","DOI":"10.1049\/el.2017.1609","article-title":"Performance analysis of improved ZF algorithm for massive MIMO in uplink","volume":"53","year":"2017","journal-title":"Electronics Letters"},{"key":"key2023022509234186700_ref0113","first-page":"86","article-title":"A dynamic MIMO detector algorithm based on channel analysis","volume-title":"International Conference on Computational Problem-Solving (ICCP)","year":"2011"},{"issue":"6","key":"key2023022509234186700_ref0114","doi-asserted-by":"crossref","first-page":"2128","DOI":"10.1109\/TCSI.2020.2966318","article-title":"Efficient successive over relaxation detectors for massive MIMO","volume":"67","year":"2020","journal-title":"IEEE Transactions on Circuits and Systems I: Regular Papers"},{"issue":"2","key":"key2023022509234186700_ref0115","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1016\/S1005-8885(08)60084-9","article-title":"Combined simplified maximum likelihood and sphere decoding algorithm for MIMO system","volume":"15","year":"2008","journal-title":"The Journal of China Universities of Posts and Telecommunications"},{"key":"key2023022509234186700_ref0116","doi-asserted-by":"crossref","first-page":"11523","DOI":"10.1109\/ACCESS.2021.3051170","article-title":"Spectral efficiency improvement and power control optimization of massive MIMO networks","volume":"9","year":"2021","journal-title":"IEEE Access"},{"key":"key2023022509234186700_ref0117","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.phycom.2017.12.015","article-title":"Dynamic scheduling for wireless multicast in massive MIMO HetNet","volume":"27","year":"2018","journal-title":"Physical Communication"},{"key":"key2023022509234186700_ref0118","first-page":"1","article-title":"Reviews of recent progress on low-complexity linear detection via iterative algorithms for massive MIMO systems","year":"2016","journal-title":"Proc. IEEE Int. Conf. Commun"},{"issue":"2","key":"key2023022509234186700_ref0119","first-page":"836","article-title":"Millimeter-wave massive MIMO communication for future wireless systems: a survey","volume":"20","year":"2017","journal-title":"IEEE Communications Surveys and Tutorials"},{"issue":"7","key":"key2023022509234186700_ref0120","doi-asserted-by":"crossref","first-page":"3716","DOI":"10.1109\/TWC.2009.080902","article-title":"Low-complexity adaptive tree search algorithm for MIMO detection","volume":"8","year":"2009","journal-title":"IEEE Transactions on Wireless Communications"},{"issue":"1","key":"key2023022509234186700_ref0121","first-page":"10","article-title":"MCGA modified compact genetic algorithm for PAPR reduction in MIMO-OFDM system","volume":"1","year":"2018","journal-title":"Journal of Networking and Communication Systems"},{"issue":"4","key":"key2023022509234186700_ref0122","first-page":"12","article-title":"An enhanced whale optimization algorithm for massive MIMO system","volume":"2","year":"2019","journal-title":"Journal of Networking and Communication Systems"}],"container-title":["International Journal of Pervasive Computing and Communications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.emerald.com\/insight\/content\/doi\/10.1108\/IJPCC-11-2020-0188\/full\/xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.emerald.com\/insight\/content\/doi\/10.1108\/IJPCC-11-2020-0188\/full\/html","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,24]],"date-time":"2025-07-24T22:05:55Z","timestamp":1753394755000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.emerald.com\/ijpcc\/article\/19\/2\/291-322\/374543"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,8,13]]},"references-count":122,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2021,8,13]]},"published-print":{"date-parts":[[2023,2,28]]}},"alternative-id":["10.1108\/IJPCC-11-2020-0188"],"URL":"https:\/\/doi.org\/10.1108\/ijpcc-11-2020-0188","relation":{},"ISSN":["1742-7371","1742-7371"],"issn-type":[{"type":"print","value":"1742-7371"},{"type":"electronic","value":"1742-7371"}],"subject":[],"published":{"date-parts":[[2021,8,13]]}}}