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Deng, Q., Zhang, L., Yang, Z., Lyu, Z., Bobrovs, V., Pang, X., . . . Yu, X. (2025). Photonic Terahertz Chaos Enabling High-Precision and Unambiguous Ranging. Laser & Photonics reviews, Article ID 2400667.
Open this publication in new window or tab >>Photonic Terahertz Chaos Enabling High-Precision and Unambiguous Ranging
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2025 (English)In: Laser & Photonics reviews, ISSN 1863-8880, E-ISSN 1863-8899, article id 2400667Article in journal (Refereed) Epub ahead of print
Abstract [en]

Terahertz (THz, 0.3–10 THz) radar systems have garnered significant attention due to their superior capabilities in high-precision and robust sensing. However, the susceptibility to jamming, along with the sensing precision loss and ranging ambiguity induced by inflexible implementation of the conventional radar signal source, presents major challenges to the practical deployment of THz radars. Herein, a flexible photonic chaotic radar system is proposed at the THz band and investigate the ranging performance in precision and ambiguity. The photonic heterodyne detection scheme facilitates the generation of optoelectronic feedback loop-based THz chaos at 300 GHz, achieving a seamless connection between THz domains and optical domains. The system is experimentally demonstrated its superior performance of sub-centimeter resolution with 0.9345 cm and ranging unambiguity simultaneously. This work bridges the THz gap in the practical deployment of chaos theory and will pave the way for a new regime of THz radar empowered by chaos.

Place, publisher, year, edition, pages
John Wiley and Sons Inc, 2025
National Category
Physical Sciences
Identifiers
urn:nbn:se:ri:diva-78076 (URN)10.1002/lpor.202400667 (DOI)2-s2.0-85215098121 (Scopus ID)
Note

The work was supported bythe National Key Research and Development Program of China undergrant 2022YFB2903800, Natural National Science Foundation of China under grant 62101483, Vetenskapsrådet under grant no. 2022-04798, and theLZP FLPP project “MIR FAST” under grant no. lzp 2023/1-0503.

Available from: 2025-03-24 Created: 2025-03-24 Last updated: 2025-09-23Bibliographically approved
Xi, R., Zhang, L., Bobrovs, V., Ozolins, O., Pang, X. & Yu, X. (2025). Transfer learning based adaptive entropy loading for radio-over-fiber systems. Optics Express, 33(4), 6674-6688
Open this publication in new window or tab >>Transfer learning based adaptive entropy loading for radio-over-fiber systems
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2025 (English)In: Optics Express, E-ISSN 1094-4087, Vol. 33, no 4, p. 6674-6688Article in journal (Refereed) Published
Abstract [en]

The radio-over-fiber (RoF) system is promising to support broadband transmission and increased flexibility. To boost channel capacity in multi-carrier RoF systems with variable-rate forward error correction, probabilistic shaping and water-filling-based entropy loading outperforms bit-power loading in terms of achievable information rate. However, its reliance on specific channel conditions limits practical use in channel-dynamic RoF systems, highlighting the need for adaptive entropy loading that requires minimal channel state information. This paper presents a deep neural network-based transfer learning model for adaptive entropy prediction in discrete multi-tone signals, addressing frequency-selective responses in RoF systems. Numerical and experimental results confirm capacity-approaching generalized mutual information (GMI) and smoother normalized GMI (NGMI) performances, consistently achieving the 0.83 NGMI threshold across subcarriers. Unlike traditional methods requiring pre-measured signal-to-noise ratios (SNR), this approach simplifies implementation by using only demodulated data and the received SNR, providing a more channel-independent entropy loading option in dynamic RoF systems. 

Place, publisher, year, edition, pages
Optica Publishing Group (formerly OSA), 2025
Keywords
Adaptive optics; Bit error rate; Forward error correction; Radio transmission; Radio-over-fiber; Broadband transmission; Channel’s capacity; Increased flexibility; Multicarriers; Mutual informations; Noise ratio; Radio over fiber system; Signal to noise; Transfer learning; Transmission flexibility; Signal to noise ratio
National Category
Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:ri:diva-78393 (URN)10.1364/OE.546997 (DOI)2-s2.0-85219039160 (Scopus ID)
Note

Key Research and Development Program of Zhejiang Province (2023C01139); National Natural Science Foundation of China (62471433); VINNOVA (2024-02451); the Strategic Innovation Program Smarter Electronic Systems - a joint venture by Vinnova, Formas and the Swedish Energy Agency A-FRONTAHUL project (2023-00659).

Available from: 2025-09-19 Created: 2025-09-19 Last updated: 2025-09-23Bibliographically approved
Migla, S., Rubuls, K., Tihomorskis, N., Salgals, T., Ozolins, O., Bobrovs, V., . . . Aboltins, A. (2025). Ultra-Wideband Analog Radio-over-Fiber Communication System Employing Pulse-Position Modulation. Applied Sciences, 15(8), Article ID 4222.
Open this publication in new window or tab >>Ultra-Wideband Analog Radio-over-Fiber Communication System Employing Pulse-Position Modulation
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2025 (English)In: Applied Sciences, E-ISSN 2076-3417, Vol. 15, no 8, article id 4222Article in journal (Refereed) Published
Abstract [en]

This research presents a novel approach to 28 (Formula presented.) impulse radio ultra-wideband (IR-UWB) transmission using pulse position modulation (PPM) over an analog radio-over-fiber (ARoF) link, investigating the impact of fiber-based fronthaul on the overall performance of the communication system. In this setup, an arbitrary waveform generator (AWG) is employed for PPM signal generation, while demodulation is performed with a commercial time-to-digital converter (TDC) based on an event timer. To enhance the reliability of transmitted reference PPM (TR-PPM) signals, the transmission system integrates Gray coding and Consultative Committee for Space Data Systems (CCSDS)-standard-compliant Reed-Solomon (RS) error correcting code (ECC). System performance was evaluated by transmitting pseudorandom binary sequences (PRBSs) and measuring the bit error ratio (BER) across a 5-m wireless link between two 20 (Formula presented.) gain horn (Ka-band) antennas, with and without a 20 (Formula presented.) single-mode optical fiber (SMF) link in transmitter side and ECC at the receiver side. The system achieved a BER of less than 8.17 × 10−7, using a time bin duration of 200 (Formula presented.) and a pulse duration of 100 (Formula presented.), demonstrating robust performance and significant potential for space-to-ground telecommunication applications. 

Place, publisher, year, edition, pages
Multidisciplinary Digital Publishing Institute (MDPI), 2025
Keywords
Fiber to the x; Pulse position modulation; Pulse width modulation; Radio systems; Radio transmission; Radio-over-fiber; Satellite communication systems; Single mode fibers; Telecommunication links; Analog radio; Energy; Error correcting code; Microwave communications; Microwave Photonics; Modulation signals; Optical-fiber communication; Pulse-position modulation; Space communications; Ultra-wideband technology; Ultra-wideband (UWB)
National Category
Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:ri:diva-78583 (URN)10.3390/app15084222 (DOI)2-s2.0-105003757031 (Scopus ID)
Note

 This research was funded by the Latvian Council of Science grant No. lzp-2021/1-0475

Available from: 2025-06-23 Created: 2025-06-23 Last updated: 2025-09-23Bibliographically approved
Bai, L., Zhang, L., Lyu, Z., Ozolins, O., Pang, X., Zhang, Q. & Yu, X. (2025). Utilizing State Probabilities to Curb Consecutive Errors in Photonic THz Communications. Journal of Lightwave Technology, 43(14), 6669
Open this publication in new window or tab >>Utilizing State Probabilities to Curb Consecutive Errors in Photonic THz Communications
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2025 (English)In: Journal of Lightwave Technology, ISSN 0733-8724, E-ISSN 1558-2213, Vol. 43, no 14, p. 6669-Article in journal (Refereed) Published
Abstract [en]

The rapid evolution of high-speed communication technologies has brought serious inter-symbol interference (ISI). To cope with this issue, channel equalization techniques, such as feedforward equalization (FFE) and decision feedback equalization (DFE), are typically used to compensate for channel response to facilitate signal recovery, and forward error correction (FEC) code, such as low-density parity check (LDPC) codes, is widely deployed to improve link budget margin. However, the mutual influence between the equalizer and the decoder has yet to be thoroughly explored. In this paper, the state error decoding (SED) algorithm is proposed to enhance the decoding performance by effectively reducing the error probabilities and surpassing the limitations of traditional signal recovery methods. Experimental results in a photonic terahertz wireless communication system achieve error propagation mitigation and additional 0.2 dB link budget improvement by utilizing the proposed SED method, which confirms the effectiveness of the algorithm in reducing error propagation and improving system performance, paving the way for the development of broadband communications. 

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers Inc., 2025
Keywords
Decision feedback equalizers; Forward error correction; Intersymbol interference; Decision feedback equalizer; Decision-feedback equalizers; Error propagation; Link budgets; Low-density parity check; Low-density parity-check; Photonic terahertz communication; Signal recovery; State errors; Tera Hertz; Budget control
National Category
Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:ri:diva-78603 (URN)10.1109/JLT.2025.3563391 (DOI)2-s2.0-105003490382 (Scopus ID)
Available from: 2025-06-09 Created: 2025-06-09 Last updated: 2025-09-26Bibliographically approved
Ostrovskis, A., Salgals, T., Krüger, B., Pittalà, F., Joharifar, M., Schatz, R., . . . Ozolins, O. (2024). 106.25 Gbaud On-Off Keying and Pulse Amplitude Modulation Links Supporting Next Generation Ethernet on Single Lambda. Journal of Lightwave Technology, 42(4), 1272
Open this publication in new window or tab >>106.25 Gbaud On-Off Keying and Pulse Amplitude Modulation Links Supporting Next Generation Ethernet on Single Lambda
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2024 (English)In: Journal of Lightwave Technology, ISSN 0733-8724, E-ISSN 1558-2213, Vol. 42, no 4, p. 1272-Article in journal (Refereed) Published
Abstract [en]

Development of Data Center based computing technology require energy efficient high-speed transmission links. This leads to optical amplification-free intensity modulation and direct detection (IM/DD) systems with low complexity equalization compliant with IEEE standardized electrical interfaces. Switching from on-off keying to multi-level pulse amplitude modulation would allow to reduce lane count for next generation Ethernet interfaces. We characterize 106.25 Gbaud on-off keying, 4-level and 6-level pulse amplitude modulation links using two integrated transmitters: O-band directly modulated laser and C-band externally modulated laser. Simple feed forward or decision feedback equalizer is used. We demonstrate 106.25 Gbaud on-off keying links operating without forward error correction for both transmitters. We also show 106.25 Gbaud 4-level and 6-level pulse amplitude modulation links with performance below 6.25% overhead hard-decision forward error threshold of 4.5×10-3. Furthermore, for EML-based transmitter we achieve 106.25 Gbaud 4-level pulse amplitude modulation performance below KP-FEC threshold of 2.2×10-4. That shows that we can use optics to support (2x)100 Gbps Ethernet on single lambda at expense of simple forward error correction.

National Category
Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:ri:diva-70085 (URN)10.1109/JLT.2023.3328774 (DOI)2-s2.0-85181568282 (Scopus ID)
Note

This work was supported by the Swedish Research Council (VR) projects 2019-05197 and BRAIN (2022-04798), The strategic innovation program Smarter Electronic Systems - a joint venture by Vinnova, Formas and the Swedish Energy Agency A-FRONTAHUL project (2023-00659), the H2020 ICT TWILIGHT Project (No. 781471), the ERDF-funded RINGO project (No. 1.1.1.1/21/A/052), the RTU Science Support Fund, the National Natural Science Foundation of China (U2006217, 61775015), the China Scholarship Council (202107090113), and the National Key Research and Development Program of China (2018YFB1801500). (Corresponding authors: X. Pang and O. Ozolins.)

Available from: 2024-01-17 Created: 2024-01-17 Last updated: 2025-09-23Bibliographically approved
Joharifar, M., Dely, H., Durupt, L., Ostrovskis, A., Schatz, R., Puerta, R., . . . Pang, X. (2024). 16.9 Gb/s Single-Channel LWIR FSO Data Transmission with Directly Modulated QCL and MCT Detector. In: 2024 Optical Fiber Communications Conference and Exhibition, OFC 2024 - Proceedings: . Paper presented at 2024 Optical Fiber Communications Conference and Exhibition, OFC 2024. San Diego, USA. 24 March 2024 through 28 March 2024. Institute of Electrical and Electronics Engineers Inc.
Open this publication in new window or tab >>16.9 Gb/s Single-Channel LWIR FSO Data Transmission with Directly Modulated QCL and MCT Detector
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2024 (English)In: 2024 Optical Fiber Communications Conference and Exhibition, OFC 2024 - Proceedings, Institute of Electrical and Electronics Engineers Inc. , 2024Conference paper, Published paper (Refereed)
Abstract [en]

We experimentally demonstrate a room-temperature LWIR FSO link with a 9.1-μm directly modulated QCL and an MCT detector. Net bitrate of up to 16.9 Gb/s is achieved at both 15°C and 20°C over a 1-meter distance. 

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers Inc., 2024
Keywords
Optical fibers; Bit rates; Data-transmission; Directly modulated; MCT detector; Single channels; Optical fiber communication
National Category
Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:ri:diva-73583 (URN)10.1364/ofc.2024.th2a.25 (DOI)2-s2.0-85194237555 (Scopus ID)9781957171326 (ISBN)
Conference
2024 Optical Fiber Communications Conference and Exhibition, OFC 2024. San Diego, USA. 24 March 2024 through 28 March 2024
Available from: 2024-06-18 Created: 2024-06-18 Last updated: 2025-09-23Bibliographically approved
Ostrovskis, A., Salgals, T., Koenigsmann, M., Farid, A., Marinins, A., Krüger, B., . . . Ozolins, O. (2024). 170 Gbaud On-Off-Keying SiP Ring Resonator Modulator-based Link for Short-Reach Applications. In: IEEE International Conference on Group IV Photonics GFP: . Paper presented at 2024 IEEE Silicon Photonics Conference, SiPhotonics 2024. Tokyo, Japan. 15 April 2024 through 18 April 2024. IEEE Computer Society
Open this publication in new window or tab >>170 Gbaud On-Off-Keying SiP Ring Resonator Modulator-based Link for Short-Reach Applications
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2024 (English)In: IEEE International Conference on Group IV Photonics GFP, IEEE Computer Society , 2024Conference paper, Published paper (Refereed)
Abstract [en]

We demonstrate a record 170 Gbaud on-off keying C-band silicon photonics ring resonator modulator-based transmitter with performance below the 6.7% overhead HD-FEC threshold after optical back-to-back and transmission over 100 meters of single mode fiber. © 2024 IEEE.

Place, publisher, year, edition, pages
IEEE Computer Society, 2024
Keywords
Digital television; Light modulators; Optical communication; Optical resonators; Photonic devices; Silicon compounds; Single mode fibers; C-bands; Direct-detection; Intensity modulation direct detection; Intensity modulations; On/off-keying; Performance; Ring resonator; Ring resonator modulator; Short-reach communication; Silicon photonics; Silicon photonics
National Category
Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:ri:diva-74652 (URN)10.1109/SiPhotonics60897.2024.10543976 (DOI)2-s2.0-85196786514 (Scopus ID)9798350394047 (ISBN)
Conference
2024 IEEE Silicon Photonics Conference, SiPhotonics 2024. Tokyo, Japan. 15 April 2024 through 18 April 2024
Note

We thank Keysight for hosting the experiment and for loaning the M8199B AWG prototype and the UXR1104A Infiniium UXR-Series Oscilloscope. This work was also supported by the ERDF-funded RINGO project (No. 1.1.1.1/21/A/052), the RTU Science Support Fund, the H2020 ICT TWILIGHT Project (No. 781471), the Swedish Research Council (VR) projects 2019-05197 and 2022-04798, the National Natural Science Foundation of China (U2006217, 61775015), the China Scholarship Council (202107090113), and the National Key Research and Development Program of China (2018YFB1801500). 

Available from: 2024-08-07 Created: 2024-08-07 Last updated: 2025-09-23Bibliographically approved
Zhang, J., Zhang, L., Pang, X., Ozolins, O. & Yu, X. (2024). Accelerated Information Processing Based on Deep Photonic Time-Delay Reservoir Computing. Journal of Lightwave Technology, 42(24), 8739-8747
Open this publication in new window or tab >>Accelerated Information Processing Based on Deep Photonic Time-Delay Reservoir Computing
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2024 (English)In: Journal of Lightwave Technology, ISSN 0733-8724, E-ISSN 1558-2213, Vol. 42, no 24, p. 8739-8747Article in journal (Refereed) Published
Abstract [en]

Photonic time-delay reservoir computing (TDRC) is an optical neural network structure known for its simple hardware implementation. However, this simplicity reduces information processing speed due to its sequential time multiplexing mechanism, such as the masking operation in practical experiments. To address this, we employ a deep photonic TDRC structure to enhance reservoir dynamics, effectively reducing the mask size to accelerate processing while maintaining high performance. An extended state matrix is proposed to leverage the enriched dynamics without additional hardware costs, combining different nonlinear intensities and memory lengths to augment node states without physically expanding the reservoir. Experimentally validated in a speech recognition task, our approach accelerates processing by 10 times with only a 2.4% decrease in recognition accuracy, compared to a 13.1% accuracy deterioration in the conventional scheme, indicating significant acceleration in TDRC information processing while maintaining performance.

Keywords
Reservoirs, Task analysis, Hardware, Information processing, Photonics, Neural networks, Multiplexing, Computation acceleration, optical neural network, reservoir computing, speech recognition
National Category
Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:ri:diva-76354 (URN)10.1109/JLT.2024.3438939 (DOI)
Available from: 2025-01-29 Created: 2025-01-29 Last updated: 2025-09-23Bibliographically approved
Joharifar, M., Durupt, L., Dely, H., Ostrovskis, A., Schatz, R., Puerta, R., . . . Pang, X. (2024). Advancing LWIR FSO communication through high-speed multilevel signals and directly modulated quantum cascade lasers. Optics Express, 32(17), 29138-29148
Open this publication in new window or tab >>Advancing LWIR FSO communication through high-speed multilevel signals and directly modulated quantum cascade lasers
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2024 (English)In: Optics Express, E-ISSN 1094-4087, Vol. 32, no 17, p. 29138-29148Article in journal (Refereed) Published
Abstract [en]

This study investigates the potential of long-wave infrared (LWIR) free-space optical (FSO) transmission using multilevel signals to achieve high spectral efficiency. The FSO transmission system includes a directly modulated-quantum cascade laser (DM-QCL) operating at 9.1 µm and a mercury cadmium telluride (MCT) detector. The laser operated at the temperature settings of 15°C and 20°C. The experiment was conducted over a distance of 1 m and in a lab as a controlled environment. We conduct small-signal characterization of the system, including the DM-QCL chip and MCT detector, evaluating the end-to-end response of both components and all associated electrical elements. For large-signal characterization, we employ a range of modulation formats, including non-return-to-zero on-off keying (NRZ-OOK), 4-level pulse amplitude modulation (PAM4), and 6-level PAM (PAM6), with the objective of optimizing both the bit rate and spectral efficiency of the FSO transmission by applying pre- and post-processing equalization. At 15°C, the studied LWIR FSO system achieves net bitrates of 15 Gbps with an NRZ-OOK signal and 16.9 Gbps with PAM4, both below the 6.25% overhead hard decision-forward error correction (6.25%-OH HD-FEC) limit, and 10 Gbps NRZ-OOK below the 2.7% overhead Reed-Solomon RS(528,514) pre-FEC (KR-FEC limit). At 20°C, we obtained net bitrates of 14.1 Gbps with NRZ-OOK, 16.9 Gbps with PAM4, and 16.4 Gbps with PAM6. Furthermore, we evaluate the BER performance as a function of the decision feedback equalization (DFE) tap number to explore the role of equalization in enhancing signal fidelity and reducing errors in FSO transmission. Our findings accentuate the competitive potential of DM-QCL and MCT detector-based FSO transceivers with digital equalization for the next generation of FSO communication systems. 

Place, publisher, year, edition, pages
Optica Publishing Group (formerly OSA), 2024
Keywords
Amplitude shift keying; Binary phase shift keying; Chirp modulation; Chronometers; Clock and data recovery circuits (CDR circuits); Comb filters; Decision feedback equalizers; Fiber to the x; Frequency division multiplexing; Frequency shift keying; Infrared transmission; Intermodulation; Multicarrier modulation; Optical transceivers; Phase shift; Pulse amplitude modulation; Pulse width modulation; Q switched lasers; Radio transceivers; Reed-Solomon codes; Telephone interference; Bit rates; Cascade lasers; Directly modulated; Free-space optical; Longwave infrared; Mercury cadmium telluride detector; Multilevels; Non-return-to-zero; On/off-keying; Quantum cascades; Forward error correction
National Category
Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:ri:diva-74941 (URN)10.1364/OE.530228 (DOI)2-s2.0-85201320855 (Scopus ID)
Note

Horizon 2020 Framework Programme cFLOW project (828893); Vetenskapsr\u00E5det (2019-05197); Project \u2019BRAIN\u2019 (2022-04798); EU COST Action CA19111 NEWFOCUS; The LZP FLPP Project \u2019MIR-FAST\u2019 (lzp-2023-1-0503); The Strategic innovation program smarter electronic systems - a joint venture by Vinnona, Forms and the Swedish Energy Agency A-FRONTHAUL Project (2023-00659).

Available from: 2024-09-05 Created: 2024-09-05 Last updated: 2025-09-23Bibliographically approved
Puerta, R., Jiang, T., Joharifar, M., Ostrovskis, A., Salgals, T., Rubuls, K., . . . Pang, X. (2024). Analog Mobile Fronthaul for 6G and Beyond. Journal of Lightwave Technology, 42(21), 7458
Open this publication in new window or tab >>Analog Mobile Fronthaul for 6G and Beyond
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2024 (English)In: Journal of Lightwave Technology, ISSN 0733-8724, E-ISSN 1558-2213, Vol. 42, no 21, p. 7458-Article in journal (Refereed) Published
Abstract [en]

This paper highlights the potential of photonic-assisted analog fronthaul solutions, particularly analog radio-over-fiber (ARoF) and analog radio-over-free-space-optics (ARoFSO), as prospective alternatives for the development of 6G applications. First, we present (New-Radio) NR/5G conformance testing of ARoF and ARoFSO fronthaul links, including the assessment of the error vector magnitude (EVM) and adjacent channel leakage power ratio (ACLR) to demonstrate compliance with the minimum transmitter requirements outlined by the 3rd Generation Partnership Project (3GPP) standards. Then, with focus on future 6G Distributed-MIMO (D-MIMO) networks, we conduct experimental validations of coherent joint transmissions (CJT) using ARoF and ARoFSO fronthaul links in a 2-transmitter D-MIMO network, demonstrating MIMO gains of up to 5.35 dB and that these links meet the stringent synchronization demands for CJT. These tests represent the first realizations of CJT utilizing ARoF and ARoFSO links. Finally, for consistency, we validate CJT in a 4-transmitter D-MIMO network with ARoF fronthaul links, with MIMO gains up to 9.4 dB and confirming our previous results. This evidence indicates that these technologies hold significant potential for applications in future 6G systems.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers Inc., 2024
Keywords
5G mobile communication systems; MIMO systems; Optical fibers; Radio links; Radio transmission; Radio-over-fiber; Regulatory compliance; 3rd generation; 3rd generation partnership project; 6g mobile communication; Analog fronthaul; Coherent joint transmission; Conformance testing; Distributed antennas; Free Space Optical communication; Gain; Joint transmissions; MIMO communication; Mobile communications; Optical-fiber communication; Radio-over-fibers; Radio-over-FSO; Wireless communications; Antennas
National Category
Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:ri:diva-74794 (URN)10.1109/JLT.2024.3435770 (DOI)2-s2.0-85200250985 (Scopus ID)
Note

This work was supported in part by VINNOVA-funded project \u2018A-FRONTHAUL\u2019 2023-00659, the Swedish Research Council (VR) project 2019-05197 and project \u2018BRAIN\u2019 2022-04798, in part by the COST Action CA19111 NEWFOCUS, and in part by the LZP FLPP project \u2018MIR-FAST\u2019 (lzp-2023/1-0503). 

Available from: 2024-08-27 Created: 2024-08-27 Last updated: 2025-09-23Bibliographically approved
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Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0001-9839-7488

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