journal article·2023-03-04Open access

Blind Space Time Block Coding Categorization over AF Relaying Broadcasts

Mohamed Marey, Hala Mostafa

Applied Sciences· Volume 13· Issue 5

Abstract

Categorization of space time block code (STBC) signals has become widely acknowledged as a crucial foundational mechanism for creating intelligent wireless transmissions in both the governmental and business sectors. The use of multiple antennas at a broadcaster complicates a signal categorization task because assumptions about the number and transmission matrix of the sent antennas must be made. STBC categorization has only been investigated in the context of non-relaying environments, and no methods for relaying transmissions have been reported. This work proposes a revolutionary strategy for categorizing STBC signals that can be implemented in amplify-and-forward (AF) relaying networks. Time-domain characteristics of the STBC waveforms provide the basis of the mathematical ingredients used in the offered categorization process. The employed STBC waveform is reflected in the spikes observed in the fast Fourier transform of the second-order lag product of the collected waveforms. This creates the foundation for an effective discriminating feature. Advantages of the described strategy include not requiring any prior awareness of the modulation type, channel conditions, signal-to-noise ratio (SNR), or the block timing synchronization of the STBC waveforms. The indicated strategy has been shown through simulation experiments to be capable of providing appropriate categorization accuracy despite the existence of transmission faults, even at relatively low SNR levels.
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Research context

OpenAlex topics: Wireless Signal Modulation Classification · Full-Duplex Wireless Communications · Cooperative Communication and Network Coding

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Smart Systems Engineering Laboratory, College of Engineering, Prince Sultan University, P.O. Box 66833, Riyadh 11586, Saudi Arabia

Department of Information Technology, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia

Funding

Princess Nourah bint Abdulrahman University

References (41)

Show source-provided references
1. Wasim, M., Khera, S., Malik, P.K., Kumari, S.V., Das, S., El-Shafai, W., and Aly, M.H. (2023). Base Station MIMO Antenna in 1 × 6 Array Configurations with Reflector Design for Sub-6 GHz 5G Applications. Electronics, 12.10.3390/electronics12030669 ↗
2. Srikar, D., Nella, A., Mamidi, R., Babu, A., Das, S., Lavadiya, S., Algarni, A.D., and El-Shafai, W. (2023). A Novel Integrated UWB Sensing and 8-Element MIMO Communication Cognitive Radio Antenna System. Electronics, 12.10.3390/electronics12020330 ↗
3. Suresh, A.C., Reddy, T.S., Madhav, B.T.P., Das, S., Lavadiya, S., Algarni, A.D., and El-Shafai, W. (2022). Investigations on Stub-Based UWB-MIMO Antennas to Enhance Isolation Using Characteristic Mode Analysis. Micromachines, 13.10.3390/mi13122088 ↗
4. A Hybrid Downlink Scheduling Approach for Multi-Traffic Classes in LTE Wireless Systems10.1109/ACCESS.2020.2990381 ↗
5. Delay-Based Resource Allocation with Fairness Guarantee and Minimal Loss for eMBB in 5G Heterogeneous Networks10.1109/ACCESS.2022.3192450 ↗
6. WFID: Driver Identity Recognition Based on Wi-Fi Signals10.1109/TVT.2022.3203725 ↗
7. Relay Assisted OFDM with Subcarrier Number Modulation in Multi-Hop Cooperative Networks10.1109/LWC.2020.3006622 ↗
8. Secure Resource Allocation for Cooperative OFDMA System with Untrusted AF Relaying10.1109/ACCESS.2021.3130067 ↗
9. Amplify-Quantize-Forward Relay Channel with Quadrature Amplitude Modulation10.1109/ACCESS.2022.3199432 ↗
10. Hybrid Double-RIS and DF-Relay for Outdoor-to-Indoor Communication10.1109/ACCESS.2022.3225876 ↗
11. MIMO-OFDM Modulation Classification Using Three-Dimensional Convolutional Network10.1109/TVT.2022.3159254 ↗
12. Blind Modulation Classification for Asynchronous OFDM Systems over Unknown Signal Parameters and Channel Statistics10.1109/TVT.2020.2981935 ↗
13. Design and Implementation of Blind Modulation Classification for Asynchronous MIMO-OFDM System10.1109/TIM.2021.3109737 ↗
14. Data-Driven Deep Learning for Signal Classification in Industrial Cognitive Radio Networks10.1109/TII.2020.2985715 ↗
15. Intelligent Signal Classification in Industrial Distributed Wireless Sensor Networks Based Industrial Internet of Things10.1109/TII.2020.3016958 ↗
16. Signal Identification for Emerging Intelligent Radios: Classical Problems and New Challenges10.1109/MIM.2015.7066677 ↗
17. Blind Modulation Classification under Uncertain Noise Conditions: A Multitask Learning Approach10.1109/LCOMM.2022.3149284 ↗
18. Signal Processing-Based Deep Learning for Blind Symbol Decoding and Modulation Classification10.1109/JSAC.2021.3126088 ↗
19. Design and Implementation of a Tree-Based Blind Modulation Classification Algorithm for Multiple-Antenna Systems10.1109/TIM.2018.2868556 ↗
20. Turbo Modulation Identification Algorithm for OFDM Software-Defined Radios10.1109/LCOMM.2021.3054590 ↗
21. Soft-Information Assisted Modulation Recognition for Reconfigurable Radios10.1109/LWC.2020.3042384 ↗
22. Optimized Waveforms for 5G-6G Communication with Sensing: Theory, Simulations and Experiments10.1109/TWC.2021.3091806 ↗
23. A Survey on LTE/LTE-A Radio Resource Allocation Techniques for Machine-to-Machine Communication for B5G Networks10.1109/ACCESS.2021.3100541 ↗
24. Iterative Modulation Classification Algorithm for Two-Path Successive Relaying Systems10.1109/LWC.2021.3090938 ↗
25. Blind Modulation Identification Algorithm For Two-Path Successive Relaying Systems10.1109/LWC.2021.3100813 ↗
26. Code-Aided Modulation Classification Algorithm for Multiuser Uplink SC-FDMA Systems10.1109/LWC.2021.3056453 ↗
27. Blind Recognition of LDPC Codes over Candidate Set10.1109/LCOMM.2019.2953229 ↗
28. Parameter Identification of Reed-Solomon Codes Based on Probability Statistics and Galois Field Fourier Transform10.1109/ACCESS.2019.2904718 ↗
29. Fourth-Order Statistics for Blind Classification of Spatial Multiplexing and Alamouti Space-Time Block Code Signals10.1109/TCOMM.2013.042313.120629 ↗
30. Classification of Space-Time Block Codes Based on Second-Order Cyclostationarity with Transmission Impairments10.1109/TWC.2012.041612.111488 ↗
31. Marey, M., Dobre, O.A., and Inkol, R. (2012, January 10–15). Cyclostationarity-Based Blind Classification of STBCs for Cognitive Radio Systems. Proceedings of the 2012 IEEE International Conference on Communications (ICC), Ottawa, ON, Canada.10.1109/ICC.2012.6363735 ↗
32. Classification of STBC Systems over Frequency-Selective Channels10.1109/TVT.2014.2335415 ↗
33. Automatic Identification of Space-Frequency Block Coding for OFDM Systems10.1109/TWC.2016.2619676 ↗
34. Blind Recognition of Linear Space Time Block Codes: A Likelihood-Based Approach10.1109/TSP.2009.2036062 ↗
35. Hierarchical Space-Time Block Code Recognition Using Correlation Matrices10.1109/TWC.2008.070364 ↗
36. Automatic Space-Time Block Code Recognition Using Convolutional Neural Network with Multi-Delay Features Fusion10.1109/ACCESS.2021.3084845 ↗
37. Blind STBC Identification for Multiple Antenna OFDM Systems10.1109/TCOMM.2014.030214.130875 ↗
38. Blind Identification of SM and Alamouti STBC-OFDM Signals10.1109/TWC.2014.2363093 ↗
39. STBC Identification for Multi-User Uplink SC-FDMA Asynchronous Transmissions Exploiting Iterative Soft Information Feedback of Error Correcting Codes10.1109/ACCESS.2022.3152191 ↗
40. Power of Error Correcting Codes for SFBC-OFDM Classification over Unknown Channels10.1109/ACCESS.2022.3161618 ↗
41. Cognitive Radios Equipped with Modulation and STBC Recognition over Coded Transmissions10.1109/LWC.2022.3177638 ↗