Matches in SemOpenAlex for { <https://semopenalex.org/work/W3131643225> ?p ?o ?g. }
- W3131643225 endingPage "1556" @default.
- W3131643225 startingPage "1556" @default.
- W3131643225 abstract "Modulation detection techniques have received much attention in recent years due to their importance in the military and commercial applications, such as software-defined radio and cognitive radios. Most of the existing modulation detection algorithms address the detection dedicated to the non-cooperative systems only. In this work, we propose the detection of modulations in the multi-relay cooperative multiple-input multiple-output (MIMO) systems for 5G communications in the presence of spatially correlated channels and imperfect channel state information (CSI). At the destination node, we extract the higher-order statistics of the received signals as the discriminating features. After applying the principal component analysis technique, we carry out a comparative study between the random committee and the AdaBoost machine learning techniques (MLTs) at low signal-to-noise ratio. The efficiency metrics, including the true positive rate, false positive rate, precision, recall, F-Measure, and the time taken to build the model, are used for the performance comparison. The simulation results show that the use of the random committee MLT, compared to the AdaBoost MLT, provides gain in terms of both the modulation detection and complexity." @default.
- W3131643225 created "2021-03-01" @default.
- W3131643225 creator A5040810553 @default.
- W3131643225 creator A5045221683 @default.
- W3131643225 creator A5051623848 @default.
- W3131643225 date "2021-02-24" @default.
- W3131643225 modified "2023-10-06" @default.
- W3131643225 title "Machine Learning for 5G MIMO Modulation Detection" @default.
- W3131643225 cites W1983004899 @default.
- W3131643225 cites W1992633833 @default.
- W3131643225 cites W2005956500 @default.
- W3131643225 cites W2030003581 @default.
- W3131643225 cites W2033218871 @default.
- W3131643225 cites W2041869209 @default.
- W3131643225 cites W2042645367 @default.
- W3131643225 cites W2051219723 @default.
- W3131643225 cites W2058764588 @default.
- W3131643225 cites W2064823359 @default.
- W3131643225 cites W2110757521 @default.
- W3131643225 cites W2127401968 @default.
- W3131643225 cites W2140670010 @default.
- W3131643225 cites W2144528478 @default.
- W3131643225 cites W2152121970 @default.
- W3131643225 cites W2163841766 @default.
- W3131643225 cites W2164536085 @default.
- W3131643225 cites W2170738062 @default.
- W3131643225 cites W2170778725 @default.
- W3131643225 cites W2241069254 @default.
- W3131643225 cites W2464915532 @default.
- W3131643225 cites W2566983020 @default.
- W3131643225 cites W2778865024 @default.
- W3131643225 cites W2883214511 @default.
- W3131643225 cites W2906011407 @default.
- W3131643225 cites W2937286339 @default.
- W3131643225 cites W2962904198 @default.
- W3131643225 cites W2997530752 @default.
- W3131643225 cites W3091996529 @default.
- W3131643225 cites W3102175751 @default.
- W3131643225 cites W3109267463 @default.
- W3131643225 cites W4250664506 @default.
- W3131643225 cites W4299346213 @default.
- W3131643225 doi "https://doi.org/10.3390/s21051556" @default.
- W3131643225 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/7956172" @default.
- W3131643225 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/33668102" @default.
- W3131643225 hasPublicationYear "2021" @default.
- W3131643225 type Work @default.
- W3131643225 sameAs 3131643225 @default.
- W3131643225 citedByCount "9" @default.
- W3131643225 countsByYear W31316432252021 @default.
- W3131643225 countsByYear W31316432252022 @default.
- W3131643225 countsByYear W31316432252023 @default.
- W3131643225 crossrefType "journal-article" @default.
- W3131643225 hasAuthorship W3131643225A5040810553 @default.
- W3131643225 hasAuthorship W3131643225A5045221683 @default.
- W3131643225 hasAuthorship W3131643225A5051623848 @default.
- W3131643225 hasBestOaLocation W31316432251 @default.
- W3131643225 hasConcept C107038049 @default.
- W3131643225 hasConcept C119857082 @default.
- W3131643225 hasConcept C12267149 @default.
- W3131643225 hasConcept C123079801 @default.
- W3131643225 hasConcept C127162648 @default.
- W3131643225 hasConcept C127413603 @default.
- W3131643225 hasConcept C137270730 @default.
- W3131643225 hasConcept C138885662 @default.
- W3131643225 hasConcept C141404830 @default.
- W3131643225 hasConcept C149946192 @default.
- W3131643225 hasConcept C153180895 @default.
- W3131643225 hasConcept C154945302 @default.
- W3131643225 hasConcept C171115542 @default.
- W3131643225 hasConcept C207987634 @default.
- W3131643225 hasConcept C24326235 @default.
- W3131643225 hasConcept C28490314 @default.
- W3131643225 hasConcept C41008148 @default.
- W3131643225 hasConcept C555944384 @default.
- W3131643225 hasConcept C76155785 @default.
- W3131643225 hasConcept C94915269 @default.
- W3131643225 hasConceptScore W3131643225C107038049 @default.
- W3131643225 hasConceptScore W3131643225C119857082 @default.
- W3131643225 hasConceptScore W3131643225C12267149 @default.
- W3131643225 hasConceptScore W3131643225C123079801 @default.
- W3131643225 hasConceptScore W3131643225C127162648 @default.
- W3131643225 hasConceptScore W3131643225C127413603 @default.
- W3131643225 hasConceptScore W3131643225C137270730 @default.
- W3131643225 hasConceptScore W3131643225C138885662 @default.
- W3131643225 hasConceptScore W3131643225C141404830 @default.
- W3131643225 hasConceptScore W3131643225C149946192 @default.
- W3131643225 hasConceptScore W3131643225C153180895 @default.
- W3131643225 hasConceptScore W3131643225C154945302 @default.
- W3131643225 hasConceptScore W3131643225C171115542 @default.
- W3131643225 hasConceptScore W3131643225C207987634 @default.
- W3131643225 hasConceptScore W3131643225C24326235 @default.
- W3131643225 hasConceptScore W3131643225C28490314 @default.
- W3131643225 hasConceptScore W3131643225C41008148 @default.
- W3131643225 hasConceptScore W3131643225C555944384 @default.
- W3131643225 hasConceptScore W3131643225C76155785 @default.
- W3131643225 hasConceptScore W3131643225C94915269 @default.
- W3131643225 hasFunder F4320324554 @default.
- W3131643225 hasIssue "5" @default.