Performance Analysis of Massive MIMO-OFDM System Incorporated with Various Transforms for Image Communication in 5G Systems
Abstract
:1. Introduction
2. Literature Review
- Analysis and evaluation of the possibility of using FRFT and DWT transforms based OFDM multi-user massive MIMO environment instead of conventional FFT transform-based OFDM system for achieving efficient transmission of images.
- Designing a very efficient and reliable alternative to conventional OFDM system in the form of a hybrid combination of multi-user mMIMO-OFDM system for mobile wireless communication systems.
- Investigating the performance of the proposed model for a diverse number of users and higher-order modulation schemes.
3. OFDM Methodology
3.1. DWT Method
3.2. FrFT Method
4. Massive MIMO System Model
OFDM-Massive MIMO
5. Performance Results
6. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
4G | Fourth Generation Mobile Networks |
5G | Fifth Generation Mobile Networks |
6G | Sixth Generation Mobile Networks |
AWGN | Additive White Gaussian Noise |
B5G | Beyond 5G |
BER | Bit Error Rate |
BPSK | Binary Phase Shift Keying |
BS | Base Station |
CP | Cyclic Prefix |
DAB | Digital Audio Broadcasting |
DCT | Discrete Cosine Transform |
DFT | Discrete Fourier Transform |
DL | Downlink |
DVB | Digital Video Broadcasting |
DWT | Discrete Wavelet Transform |
FFT | Fast Fourier transform |
FRFT | Fractional Fourier Transform |
HPF | High Pass Filter |
IDFT | Inverse Discrete Fourier Transform |
IDWT | Inverse Discrete Wavelet Transform |
IFFT | Inverse Fast Fourier Transform |
IFRFT | Inverse Fractional Fourier Transform |
LPF | Low Pass Filter |
MC-CDMA | Multi Carrier Code Division Multiple |
MCM | Multicarrier Modulation |
MIMO | Multiple Input Multiple Output |
mMIMO | Massive Multiple Input Multiple Output |
M-PSK | M-ary Phase Shift Keying |
MSE | Mean-Square Error |
MU-MIMO | Multi-User MIMO |
OFDM | Orthogonal Frequency Division Multiplexing |
PAPR | Peak to Average Power Ratio |
PSNR | Peak Signal-to-Noise Ratio |
QAM | Quadrature Amplitude Modulation |
QMF | Quadrature Mirror Filter |
QPSK | Quadrature Phase Shift Keying |
SDR | Software Defined Radios |
SNR | Signal-to-Noise Ratio |
SSIM | Structural Similarity Index Measure |
TDD | Time Division Duplexing |
TR | Tone Reservation |
UL | Uplink |
VLC | Visible Light Communication |
WLAN | Wireless Local-Area Network |
WWAN | Wireless Wide Area Network |
References
- Hazarika, A.; Poddar, S.; Nasralla, M.M.; Rahaman, H. Area and energy efficient shift and accumulator unit for object detection in IoT applications. Alex. Eng. J. 2022, 61, 795–809. [Google Scholar] [CrossRef]
- Nasralla, M.M.; Hewage, C.; Martini, M.G. Subjective and objective evaluation and packet loss modeling for 3D video transmission over LTE networks. In Proceedings of the 2014 International Conference on Telecommunications and Multimedia (TEMU), Heraklion, Greece, 28–30 July 2014; pp. 254–259. [Google Scholar] [CrossRef]
- Sharma, A.; Kansal, L.; Gaba, G.S.; Mounir, M. Image Transmission Analysis Using MIMO-OFDM Systems. In Enabling Technologies for Next Generation Wireless Communications; CRC Press: Boca Raton, FL, USA, 2021; pp. 195–209. [Google Scholar]
- Imoize, A.L.; Adedeji, O.; Tandiya, N.; Shetty, S. 6G Enabled Smart Infrastructure for Sustainable Society: Opportunities, Challenges, and Research Roadmap. Sensors 2021, 21, 1709. [Google Scholar] [CrossRef]
- IEEE Standard for Information Technology–Telecommunications and Information Exchange between Systems Local and Metropolitan Area Networks–Specific Requirements Part 11: Wireless LAN Medium Access Control (MAC) and Physical Layer (PHY) Specifications Amendment 1: Enhancements for High-Efficiency WLAN; IEEE Std 802.11ax-2021 (Amendment to IEEE Std 802.11-2020); IEEE: Piscataway, NJ, USA, 2021; pp. 1–767. [CrossRef]
- ETSI. Radio Broadcasting Systems; Digital Audio Broadcasting (DAB) to Mobile, Portable and Fixed Receivers; ETSI ETS 300 401 (edition 1); ETSI: Sophia Antipolis, France, 2017. [Google Scholar]
- Digital Video Broadcasting (DVB). Second Generation Framing Structure, Channel Coding and Modulation Systems for Broadcasting, Interactive Services, News Gathering and Other Broadband Satellite Applications; Part 2: DVB-S2 Extensions (DVB-S2X); ETSI EN 302 307-2 V1.3.1; ETSI: Sophia Antipolis, France, 2014. [Google Scholar]
- IEEE Standard for Air Interface for Broadband Wireless Access Systems; IEEE Std 802.16-2017 (Revision of IEEE Std 802.16-2012); IEEE: Piscataway, NJ, USA, 2018; pp. 1–2726. [CrossRef]
- Nasralla, M.M. A Hybrid Downlink Scheduling Approach for Multi-Traffic Classes in LTE Wireless Systems. IEEE Access 2020, 8, 82173–82186. [Google Scholar] [CrossRef]
- Nasralla, M.M.; Khan, N.; Martini, M.G. Content-aware downlink scheduling for LTE wireless systems: A survey and performance comparison of key approaches. Comput. Commun. 2018, 130, 78–100. [Google Scholar] [CrossRef] [Green Version]
- Zerhouni, K.; Amhoud, E.M.; Chafii, M. Filtered Multicarrier Waveforms Classification: A Deep Learning-Based Approach. IEEE Access 2021, 9, 69426–69438. [Google Scholar] [CrossRef]
- Orthogonal Frequency Division Multiplexing (OFDM). In Digital Communication For Practicing Engineers; John Wiley & Sons, Ltd.: Hoboken, NJ, USA, 2019; Chapter 10; pp. 453–504. [CrossRef]
- Nasralla, M.M.; Razaak, M.; Rehman, I.; Martini, M.G. A Comparative Performance Evaluation of the HEVC Standard with its Predecessor H.264/AVC for Medical videos over 4G and beyond Wireless Networks. In Proceedings of the 2018 8th International Conference on Computer Science and Information Technology (CSIT), Amman, Jordan, 11–12 July 2018; pp. 50–54. [Google Scholar] [CrossRef]
- Yang, P.; Xiao, Y.; Xiao, M.; Li, S. 6G Wireless Communications: Vision and Potential Techniques. IEEE Netw. 2019, 33, 70–75. [Google Scholar] [CrossRef]
- Berra, S.; Albreem, M.A.; Abed, M.S. A Low Complexity Linear Precoding Method for Massive MIMO. In Proceedings of the 2020 International Conference on UK-China Emerging Technologies (UCET), Glasgow, UK, 20–21 August 2020; pp. 1–4. [Google Scholar]
- Berra, S.; Albreem, M.A.M.; Malek, M.; Dinis, R.; Li, X.; Rabie, K.M. A Low-Complexity Soft-Output Signal Data Detection Algorithm for UL Massive MIMO Systems. In Proceedings of the 2021 International Conference on Computer, Information and Telecommunication Systems (CITS), Istanbul, Turkey, 11–13 November 2021; pp. 1–6. [Google Scholar] [CrossRef]
- Lu, L.; Li, G.Y.; Swindlehurst, A.L.; Ashikhmin, A.; Zhang, R. An Overview of Massive MIMO: Benefits and Challenges. IEEE J. Sel. Top. Signal Processing 2014, 8, 742–758. [Google Scholar] [CrossRef]
- Salah, I.; Mabrook, M.M.; Rahouma, K.H.; Hussein, A.I. Energy efficiency optimization in adaptive massive MIMO networks for 5G applications using genetic algorithm. Opt. Quantum Electron. 2022, 54, 125. [Google Scholar] [CrossRef]
- Imoize, A.L.; Ibhaze, A.E.; Atayero, A.A.; Kavitha, K. Standard propagation channel models for MIMO communication systems. Wirel. Commun. Mob. Comput. 2021, 2021, 8838792. [Google Scholar] [CrossRef]
- Marzetta, T.L. Fundamentals of Massive MIMO; Cambridge University Press: Cambridge, UK, 2016. [Google Scholar]
- Subitha, D.; Vani, R. Analysis of Linear Precoding Techniques for Massive MIMO-OFDM Systems under various scenarios. IOP Conf. Ser. Mater. Sci. Eng. 2021, 1084, 012053. [Google Scholar] [CrossRef]
- Zhang, R.; Hao, W.; Sun, G.; Yang, S. Hybrid Precoding Design for Wideband THz Massive MIMO-OFDM Systems With Beam Squint. IEEE Syst. J. 2021, 15, 3925–3928. [Google Scholar] [CrossRef]
- Tu, Y.P.; Chen, C.Y.; Lin, K.H. An Efficient Two-Stage Receiver Base on AOR Iterative Algorithm and Chebyshev Acceleration for Uplink Multiuser Massive-MIMO OFDM Systems. Electronics 2022, 11, 92. [Google Scholar] [CrossRef]
- Riadi, A.; Boulouird, M.; Hassani, M.M. ZF and MMSE detectors performances of a Massive MIMO system combined with OFDM and M-QAM modulation. Wirel. Pers. Commun. 2021, 116, 3261–3276. [Google Scholar] [CrossRef]
- Parupalli, S.; Panyala, K. Performance Evaluation of Different PSK Schemes in an OFDM System Using a Real Time Image. Wirel. Pers. Commun. 2021, 121, 1391–1404. [Google Scholar] [CrossRef]
- Hoydis, J.; Ten Brink, S.; Debbah, M. Massive MIMO: How many antennas do we need? In Proceedings of the 2011 49th Annual Allerton Conference on Communication, Control, and Computing (Allerton), Monticello, IL, USA, 28–30 September 2011; pp. 545–550. [Google Scholar]
- Banelli, P.; Buzzi, S.; Colavolpe, G.; Modenini, A.; Rusek, F.; Ugolini, A. Modulation formats and waveforms for 5G networks: Who will be the heir of OFDM?: An overview of alternative modulation schemes for improved spectral efficiency. IEEE Signal Processing Mag. 2014, 31, 80–93. [Google Scholar] [CrossRef]
- Zhang, Q.; Jin, S.; McKay, M.; Morales-Jimenez, D.; Zhu, H. Power allocation schemes for multicell massive MIMO systems. IEEE Trans. Wirel. Commun. 2015, 14, 5941–5955. [Google Scholar] [CrossRef]
- Kaur, K.; Miglani, R.; Malhotra, J.S. Analysis of MIMO FSO over different Modulation Techniques. Pertanika J. Sci. Technol. 2017, 25, 905–9017. [Google Scholar]
- Krishna, D.; Anuradha, M. Image Transmission through OFDM System under the Influence of AWGN Channel. IOP Conf. Ser. Mater. Sci. Eng. 2017, 225, 012217. [Google Scholar] [CrossRef]
- Patel, J.; Seto, M. Live RF Image Transmission using OFDM with RPi and PlutoSDR. In Proceedings of the 2020 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE), London, ON, Canada, 30 August–2 September 2020; pp. 1–5. [Google Scholar] [CrossRef]
- Reddy, A.Y.; Reddy, B.L.; Sai, A.S.; Anuraj, K. MSE and BER Analysis of Text, Audio and Image Transmission Using ML Based OFDM. In Proceedings of the 2020 IEEE International Conference for Innovation in Technology (INOCON), Bangluru, India, 6–8 November 2020; pp. 1–3. [Google Scholar] [CrossRef]
- Chandra, M.; Agarwal, D.; Bansal, A. Performance analysis of image transmission through Rayleigh channel. In Proceedings of the 2017 8th International Conference on Computing, Communication and Networking Technologies (ICCCNT), Delhi, India, 3–5 July 2017; pp. 1–5. [Google Scholar] [CrossRef]
- Agarwal, A.; Kumar, B.S.; Agarwal, K. BER Performance Analysis of Image Transmission Using OFDM Technique in Different Channel Conditions Using Various Modulation Techniques. In Computational Intelligence in Data Mining; Behera, H.S., Nayak, J., Naik, B., Abraham, A., Eds.; Springer: Singapore, 2019; pp. 1–8. [Google Scholar] [CrossRef]
- Esmaiel, H.; Jiang, D. Progressive ZP-OFDM for Image Transmission Over Underwater Time-Dispersive Fading Channels. In Proceedings of the 2018 International Conference on Computing, Electronics Communications Engineering (iCCECE), Southend, UK, 16–17 August 2018; pp. 226–229. [Google Scholar] [CrossRef]
- Mannan, A.; Habib, A. Adaptive processing of image using DWT and FFT OFDM in AWGN and Rayleigh channel. In Proceedings of the 2017 International Conference on Communication, Computing and Digital Systems (C-CODE), Islamabad, Pakistan, 8–9 March 2017; pp. 346–350. [Google Scholar] [CrossRef]
- Rajesh, V.; Rajak, A.R.A. Channel estimation for image restoration using OFDM with various digital modulation schemes. J. Phys. Conf. Ser. 2020, 1706, 012076. [Google Scholar] [CrossRef]
- Helen, C.N.; Judson, D. Image Transmission in Multi Carrier CDMA System with Different Equalization Techniques. In Proceedings of the 2019 International Conference on Recent Advances in Energy-efficient Computing and Communication (ICRAECC), Nagercoil, India, 7–8 March 2019; pp. 1–5. [Google Scholar] [CrossRef]
- Sarala, B.; Zaheer Ahamed, M.; Sree Hari, S.; Bhagya sree, V. Voice and Image BER Analysis of the OFDM System with MECCT and MLNST Companding Techniques Over Mobile Radio Channels. In Innovations in Electrical and Electronics Engineering; Saini, H.S., Srinivas, T., Vinod Kumar, D.M., Chandragupta Mauryan, K.S., Eds.; Springer: Singapore, 2020; pp. 777–785. [Google Scholar] [CrossRef]
- Amhoud, E.M.; Othman, G.R.B.; Bigot, L.; Song, M.; Andresen, E.R.; Labroille, G.; Bigot-Astruc, M.; Jaouën, Y. Experimental demonstration of space-time coding for MDL mitigation in few-mode fiber transmission systems. In Proceedings of the 2017 European Conference on Optical Communication (ECOC), Gothenburg, Sweden, 17–21 September 2017; pp. 1–3. [Google Scholar]
- Ghanim, Z.N.; Omran, B.M. OFDM PAPR reduction for image transmission using improved tone reservation. Int. J. Electr. Comput. Eng. (2088-8708) 2021, 11, 416–423. [Google Scholar] [CrossRef]
- Judson, D.; Devi, T.A.; Helen, C.N. Performance Analysis of Image Transmission with Different Transforms in MC-CDMA. In Proceedings of the 2019 International Conference on Recent Advances in Energy-Efficient Computing and Communication (ICRAECC), Nagercoil, India, 7–8 March 2019; pp. 1–5. [Google Scholar] [CrossRef]
- Wang, Z.P.; Ye, Z.Y.; Wang, X.M.; Zhai, Z.N. Image transmission in an OFDM VLC system using symbol scrambling and chaotic Walsh-Hadamard precoding. Optoelectron. Lett. 2019, 15, 284–287. [Google Scholar] [CrossRef]
- Sakthivel, S.; Pradeep, N. reciprocal data map coding scheme for image transmission in MIMO-OFDM systems. Wirel. Pers. Commun. 2018, 103, 3145–3161. [Google Scholar] [CrossRef]
- Amhoud, E.M.; Othman, G.R.B.; Jaouën, Y. Concatenation of space-time coding and FEC for few-mode fiber systems. IEEE Photonics Technol. Lett. 2017, 29, 603–606. [Google Scholar] [CrossRef]
- Sohtsinda, H.; Perrine, C.; Bachir, S.; Duvanaud, C.; Chatellier, C. Amplifier-Aware Content-Based Precoder Design for Hierarchical Image Transmission over a Realistic MIMO-OFDM Channel. J. Circuits Syst. Comput. 2019, 28, 1950209. [Google Scholar] [CrossRef]
- Youssef, M.; Emam, A.E.; Abd Elghany, M. Image multiplexing using residue number system coding over MIMO-OFDM communication system. Int. J. Electr. Comput. Eng. 2019, 9, 4815–4825. [Google Scholar] [CrossRef]
- Kansal, L.; Gaba, G.S.; Chilamkurti, N.; Kim, B.G. Efficient and Robust Image Communication Techniques for 5G Applications in Smart Cities. Energies 2021, 14, 3986. [Google Scholar] [CrossRef]
- Miglani, R.; Malhotra, J.S. Investigation on R–S coded coherent OFDM free space optical (CO-OFDM-FSO) communication link over gamma–gamma channel. Wirel. Pers. Commun. 2019, 109, 415–435. [Google Scholar] [CrossRef]
- Weinstein, S.; Ebert, P. Data transmission by frequency-division multiplexing using the discrete Fourier transform. IEEE Trans. Commun. Technol. 1971, 19, 628–634. [Google Scholar] [CrossRef]
- Stone, H.S. R66-50 an algorithm for the machine calculation of complex fourier series. IEEE Trans. Electron. Comput. 1966, 15, 680–681. [Google Scholar] [CrossRef]
- Amhoud, E.M.; Chafii, M.; Nimr, A.; Fettweis, G. OFDM with Index Modulation in Orbital Angular Momentum Multiplexed Free Space Optical Links. In Proceedings of the 2021 IEEE 93rd Vehicular Technology Conference (VTC2021-Spring), Helsinki, Finland, 25–28 April 2021; pp. 1–5. [Google Scholar]
- Asif, R.; Abd-Alhameed, R.A.; Oanoh, O.; Dama, Y.; Migdadi, H.; Noars, J.; Hussaini, A.S.; Rodriguez, J. Performance comparison between DWT-OFDM and FFT-OFDM using time domain zero forcing equalization. In Proceedings of the 2012 International Conference on Telecommunications and Multimedia (TEMU), Heraklion, Greece, 30 July–1 August 2012; pp. 175–179. [Google Scholar] [CrossRef]
- Ozaktas, H.M.; Arikan, O.; Kutay, M.A.; Bozdagt, G. Digital computation of the fractional Fourier transform. IEEE Trans. Signal Process. 1996, 44, 2141–2150. [Google Scholar] [CrossRef] [Green Version]
- Taherpour, A.; Andargoli, S.M.; Ghods, V. Joint power allocation and user assignment for licensed/unlicensed band users in massive MIMO cellular systems. Phys. Commun. 2022, 52, 101590. [Google Scholar] [CrossRef]
- Mokhtari, Z.; Sabbaghian, M.; Dinis, R. Massive MIMO downlink based on single carrier frequency domain processing. IEEE Trans. Commun. 2016, 66, 1164–1175. [Google Scholar] [CrossRef]
Ref. | Year | Main Focus of Previous Works | Limitation of Previous Works | Features of Our Study |
---|---|---|---|---|
[30] | 2017 | Image transmission through OFDM System under the Influence of AWGN channel. | -Study image transmission using single antenna only. -Study image transmission in AWGN only. -Study not includes PSNR and SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission in Rayleigh channel. -Study image transmission using various transformers for OFDM. -Study includes effect of number of users. -Study includes PSNR and SSIM. |
[25] | 2021 | Performance evaluation of Image transmission through OFDM system using different PSK schemes under AWGN channel. | -Study image transmission using single antenna only. -Study image transmission in AWGN only. -Study not includes PSNR and SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission in Rayleigh channel. -Study image transmission using various transformers for OFDM. -Study includes effect of number of users. -Study includes PSNR and SSIM. |
[31] | 2020 | Implementation of Image transmission system based OFDM using SDR for different PSK schemes. | -Implementation of Image transmission system using single antenna only. -Study not includes PSNR and SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission in Rayleigh channel. -Study image transmission using various transformers for OFDM. -Study includes effect number of users. -Study includes PSNR and SSIM. |
[32] | 2020 | Study MSE and BER of Image transmission system based OFDM using different PSK schemes under AWGN channel. | -Study image transmission using single antenna only. -Study image transmission in AWGN only. -Study not includes PSNR and SSIM. -Study not includes pictorial demonstration. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission in Rayleigh channel. -Study image transmission using various transformers for OFDM. -Study includes effect of number of users. -Study includes pictorial demonstration. -Study includes PSNR and SSIM. |
[33] | 2017 | Image transmission through OFDM System under the Influence of Rayleigh channel. | -Study image transmission using single antenna only. -Study not includes PSNR and SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission using various transformers for OFDM. -Study includes effect number of users. -Study includes PSNR and SSIM. |
[34] | 2019 | Image transmission through OFDM System under the Influence of AWGN, Rayleigh, and Rician channels. | -Study image transmission using single antenna only. -Study not includes pictorial demonstration. -Study not includes PSNR and SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission using various transformers for OFDM. -Study includes effect of number of users. -Study includes pictorial demonstration. -Study includes PSNR and SSIM. |
[35] | 2018 | Image transmission through OFDM System over underwater fading channels | -Study image transmission using single antenna only. -Study not includes effect of modulation order. -Study not includes SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission using various transformers for OFDM. -Study includes effect of modulation order, number of users, and SNR. -Study includes PSNR and SSIM. |
[36] | 2017 | Image transmission through OFDM System based FFT and DWT under the Influence of Rayleigh channel. | -Study image transmission using single antenna only. -Study not includes effect of modulation order. -Study not includes pictorial demonstration. -Study not includes PSNR and SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission using various transformers for OFDM. -Study includes effect of modulation order, number of users, and SNR. -Study includes pictorial demonstration. -Study includes PSNR and SSIM. |
[37] | 2020 | Study the effect of channel estimation on the performance of Image transmission system based OFDM under AWGN channel. | -Study image transmission using single antenna only. -Study image transmission in AWGN only. -Study not includes PSNR and SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission in Rayleigh channel. -Study image transmission using various transformers for OFDM. -Study includes effect of number of users. -Study includes PSNR and SSIM. |
[38] | 2019 | Study the effect of channel equalization on the performance of Image transmission system based MC-CDMA. | -Study image transmission using single antenna only. -Study not includes effect of modulation order. -Study not includes SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission using various transformers for OFDM. -Study includes effect of number of users. -Study includes SSIM. |
[39] | 2020 | Study the effect of PAPR reduction using companding techniques on the performance of Image transmission system based OFDM under AWGN channel. | -Study image transmission using single antenna only. -Study not includes effect of modulation order. -Study image transmission in AWGN only. -Study not includes PSNR and SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission in Rayleigh channel. -Study image transmission using various transformers for OFDM. -Study includes effect of modulation order, number of users, and SNR. -Study includes pictorial demonstration. -Study includes PSNR and SSIM. |
[41] | 2021 | Study the effect of PAPR reduction using TR technique on the performance of Image transmission system based OFDM under AWGN channel. | -Study image transmission using single antenna only. -Study not includes effect of modulation order. -Study image transmission in AWGN only. -Study not includes SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission in Rayleigh channel. -Study image transmission using various transformers for OFDM. -Study includes effect of modulation order, number of users, and SNR. -Study includes SSIM. |
[42] | 2019 | Study the effect of PAPR reduction using precoding techniques on the performance of Image transmission system based MC-CDMA. | -Study image transmission using single antenna only. -Study not includes effect of modulation order. -Study not includes SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission using various transformers for OFDM. -Study includes effect of modulation order, number of users, and SNR. -Study includes SSIM. |
[43] | 2019 | Study the effect of PAPR reduction using precoding on the performance of VLC Image transmission system based OFDM. | -Study image transmission using single antenna only. -Study not includes effect of modulation order. -Study not includes PSNR and SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission using various transformers for OFDM. -Study includes effect of modulation order, number of users, and SNR. -Study includes PSNR and SSIM. |
[44] | 2018 | Study the performance of Turbo coding on the performance of Image transmission system based MIMO-OFDM. | -Study image transmission using SU-MIMO only. -Study not includes effect of modulation order. -Study not includes pictorial demonstration. -Study not includes PSNR and SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission using various transformers for OFDM. -Study includes effect of number of users, and SNR. -Study includes pictorial demonstration. -Study includes PSNR and SSIM. |
[3] | 2021 | Study the effect of combining techniques on the performance of Image transmission system based MIMO-OFDM. | -Study image transmission using SU-MIMO only. -Study not includes PSNR and SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission using various transformers for OFDM. -Study includes effect of number of users. -Study includes PSNR and SSIM. |
[46] | 2019 | Study the effect of PAPR reduction on the performance of Image transmission system based MIMO-OFDM. | -Study image transmission using SU-MIMO only. -Study not includes effect of modulation order. -Study not includes pictorial demonstration. -Study not includes SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission using various transformers for OFDM. -Study includes effect of modulation order, number of users, and SNR. -Study includes pictorial demonstration. -Study includes SSIM. |
[47] | 2019 | Study the effect of channel coding on the performance of Image transmission system based MIMO-OFDM under the Influence of AWGN, Rayleigh, and Rician channels. | -Study image transmission using SU-MIMO only. -Study not includes effect of modulation order. -Study not includes SSIM. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission using various transformers for OFDM. -Study includes effect of modulation order, number of users, and SNR. -Study includes SSIM. |
[48] | 2020 | Study the effect of number of antennas and transformers effect coding on the performance of Image transmission system based MIMO-OFDM under the Influence of AWGN and Rayleigh channels. | -Study image transmission using SU-MIMO only. | -Study image transmission using massive MIMO combined with OFDM. -Study image transmission using various transformers for OFDM. -Study includes effect of number of users. |
Parameter | Value |
---|---|
Number of subcarriers | 256 |
Cyclic Prefix | 1/4 |
Transform | FFT, FrFT, DWT |
Convolution Code Rate | 1/2 |
Modulation Type | M- |
Modulation order | 2, 4, 8, 16, 32, 64 |
Simulated Environment | Rayleigh Channel (NLOS) |
Total No. of OFDM Symbols used for Simulation | |
Detection technique | minimum mean square error (MMSE) |
No. of Users | 10, 20, 50 |
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Kansal, L.; Berra, S.; Mounir, M.; Miglani, R.; Dinis, R.; Rabie, K. Performance Analysis of Massive MIMO-OFDM System Incorporated with Various Transforms for Image Communication in 5G Systems. Electronics 2022, 11, 621. https://doi.org/10.3390/electronics11040621
Kansal L, Berra S, Mounir M, Miglani R, Dinis R, Rabie K. Performance Analysis of Massive MIMO-OFDM System Incorporated with Various Transforms for Image Communication in 5G Systems. Electronics. 2022; 11(4):621. https://doi.org/10.3390/electronics11040621
Chicago/Turabian StyleKansal, Lavish, Salah Berra, Mohamed Mounir, Rajan Miglani, Rui Dinis, and Khaled Rabie. 2022. "Performance Analysis of Massive MIMO-OFDM System Incorporated with Various Transforms for Image Communication in 5G Systems" Electronics 11, no. 4: 621. https://doi.org/10.3390/electronics11040621
APA StyleKansal, L., Berra, S., Mounir, M., Miglani, R., Dinis, R., & Rabie, K. (2022). Performance Analysis of Massive MIMO-OFDM System Incorporated with Various Transforms for Image Communication in 5G Systems. Electronics, 11(4), 621. https://doi.org/10.3390/electronics11040621