FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4288428478> ?p ?o ?g. }

• W4288428478 endingPage "13" @default.
• W4288428478 startingPage "1" @default.
• W4288428478 abstract "Detecting increasing anomalous signals is critical to effective spectrum management due to the complexity of the use of electromagnetic spectrum. The anomaly recognition approach based on autoencoder (AE) heavily relies on the assumption that the reconstruction error of normal signals is generally lower than that of abnormal signals. Unfortunately, such an assumption does not necessarily hold due to the excessive generalization ability of the AE. The memory-augmented autoencoder model (MemAE) has been recently proposed to address this issue by introducing memory modules. Still, the standard MemAE model performs poorly on complex image datasets, and its performance for abnormal communication signals recognition is unknown. Therefore, we propose an image enhancement and improved memory-augmented autoencoder model (IIMemAE) to recognize abnormal communication signals. Specifically, we consider two key factors, i.e., the existence of redundant information in the time-frequency spectrogram and the low recognition accuracy of normal signals of the standard MemAE model. We introduce an image enhancement module and an anomaly determination module compared with the standard MemAE model. The proposed IIMemAE model can address the issue that the performance of anomaly recognition may be degraded due to the imbalanced communication signals in the real world. The simulation results show that IIMemAE can effectively recognize synthetic abnormal communication signals even at low signal-to-noise ratio (SNR) and jamming-to-signal ratio (JSR) conditions and outperform the standard MemAE model. Besides, the parametric Pauta criterion proposed can balance the recognition accuracy of normal and abnormal signals to meet the need for diverse recognition tasks." @default.
• W4288428478 created "2022-07-29" @default.
• W4288428478 creator A5066448626 @default.
• W4288428478 creator A5068252474 @default.
• W4288428478 creator A5073712929 @default.
• W4288428478 creator A5076455133 @default.
• W4288428478 creator A5091127487 @default.
• W4288428478 date "2022-07-28" @default.
• W4288428478 modified "2023-10-16" @default.
• W4288428478 title "Abnormal Communication Signals Recognition Based on Image Enhancement and Improved Memory-Augmented Autoencoder" @default.
• W4288428478 cites W1983659321 @default.
• W4288428478 cites W2012655284 @default.
• W4288428478 cites W2069059328 @default.
• W4288428478 cites W2069855711 @default.
• W4288428478 cites W2111136196 @default.
• W4288428478 cites W2132694208 @default.
• W4288428478 cites W2289951411 @default.
• W4288428478 cites W2575115745 @default.
• W4288428478 cites W2598351857 @default.
• W4288428478 cites W2612231775 @default.
• W4288428478 cites W2766340682 @default.
• W4288428478 cites W2937347211 @default.
• W4288428478 cites W2952432856 @default.
• W4288428478 cites W2963197901 @default.
• W4288428478 cites W2980528589 @default.
• W4288428478 cites W2986698571 @default.
• W4288428478 cites W2991966331 @default.
• W4288428478 cites W3038428551 @default.
• W4288428478 cites W3094399866 @default.
• W4288428478 cites W3114010851 @default.
• W4288428478 cites W3119223610 @default.
• W4288428478 cites W3131541364 @default.
• W4288428478 cites W3184976423 @default.
• W4288428478 cites W3188672418 @default.
• W4288428478 cites W3191025109 @default.
• W4288428478 cites W3207210469 @default.
• W4288428478 cites W4205256106 @default.
• W4288428478 cites W4210582876 @default.
• W4288428478 cites W4213131140 @default.
• W4288428478 cites W4224302644 @default.
• W4288428478 cites W4225524821 @default.
• W4288428478 cites W640676175 @default.
• W4288428478 doi "https://doi.org/10.1155/2022/7228511" @default.
• W4288428478 hasPublicationYear "2022" @default.
• W4288428478 type Work @default.
• W4288428478 citedByCount "1" @default.
• W4288428478 countsByYear W42884284782023 @default.
• W4288428478 crossrefType "journal-article" @default.
• W4288428478 hasAuthorship W4288428478A5066448626 @default.
• W4288428478 hasAuthorship W4288428478A5068252474 @default.
• W4288428478 hasAuthorship W4288428478A5073712929 @default.
• W4288428478 hasAuthorship W4288428478A5076455133 @default.
• W4288428478 hasAuthorship W4288428478A5091127487 @default.
• W4288428478 hasBestOaLocation W42884284781 @default.
• W4288428478 hasConcept C101738243 @default.
• W4288428478 hasConcept C115961682 @default.
• W4288428478 hasConcept C134306372 @default.
• W4288428478 hasConcept C153180895 @default.
• W4288428478 hasConcept C154945302 @default.
• W4288428478 hasConcept C177148314 @default.
• W4288428478 hasConcept C199360897 @default.
• W4288428478 hasConcept C2779843651 @default.
• W4288428478 hasConcept C28490314 @default.
• W4288428478 hasConcept C33923547 @default.
• W4288428478 hasConcept C41008148 @default.
• W4288428478 hasConcept C45273575 @default.
• W4288428478 hasConcept C50644808 @default.
• W4288428478 hasConcept C739882 @default.
• W4288428478 hasConcept C99498987 @default.
• W4288428478 hasConceptScore W4288428478C101738243 @default.
• W4288428478 hasConceptScore W4288428478C115961682 @default.
• W4288428478 hasConceptScore W4288428478C134306372 @default.
• W4288428478 hasConceptScore W4288428478C153180895 @default.
• W4288428478 hasConceptScore W4288428478C154945302 @default.
• W4288428478 hasConceptScore W4288428478C177148314 @default.
• W4288428478 hasConceptScore W4288428478C199360897 @default.
• W4288428478 hasConceptScore W4288428478C2779843651 @default.
• W4288428478 hasConceptScore W4288428478C28490314 @default.
• W4288428478 hasConceptScore W4288428478C33923547 @default.
• W4288428478 hasConceptScore W4288428478C41008148 @default.
• W4288428478 hasConceptScore W4288428478C45273575 @default.
• W4288428478 hasConceptScore W4288428478C50644808 @default.
• W4288428478 hasConceptScore W4288428478C739882 @default.
• W4288428478 hasConceptScore W4288428478C99498987 @default.
• W4288428478 hasFunder F4320321001 @default.
• W4288428478 hasLocation W42884284781 @default.
• W4288428478 hasOpenAccess W4288428478 @default.
• W4288428478 hasPrimaryLocation W42884284781 @default.
• W4288428478 hasRelatedWork W2292254049 @default.
• W4288428478 hasRelatedWork W2592385986 @default.
• W4288428478 hasRelatedWork W2897995864 @default.
• W4288428478 hasRelatedWork W2998168123 @default.
• W4288428478 hasRelatedWork W3044458868 @default.
• W4288428478 hasRelatedWork W4281924768 @default.
• W4288428478 hasRelatedWork W4287995534 @default.
• W4288428478 hasRelatedWork W4376852344 @default.
• W4288428478 hasRelatedWork W4378805784 @default.
• W4288428478 hasRelatedWork W4379653318 @default.

• next