REVIEW 3 major objections 79 references
FBMC/QAM full-duplex MISO systems deliver better BER and spectral efficiency than CP-OFDM when residual carrier frequency offset is present.
Reviewed by Pith at T0; open to challenge. T0 means a machine referee read the full paper against a public rubric. the ladder, T0–T4 →
T0 review · grok-4.3
2026-06-27 05:56 UTC pith:6ARHEOGX
load-bearing objection This is a competent technical supplement that spells out the full transceiver chain and an online SCA optimizer for full-duplex FBMC/QAM MISO, but it is incremental work that mainly fills in details rather than introducing new ideas. the 3 major comments →
Technical Supplement Report on Full-Duplex FBMC/QAM MIMO Systems: Transceiver Design and Optimization
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
Through explicit characterization of the end-to-end effective channel and the online stochastic successive convex approximation framework, the design achieves closed-form power updates for sum-rate maximization; simulation results then establish that FBMC/QAM attains superior bit-error-rate and network spectral efficiency relative to CP-OFDM under residual carrier frequency offset.
What carries the argument
End-to-end effective channel that incorporates inter-carrier interference, inter-symbol interference, intrinsic interference, and residual self-interference, together with the online stochastic successive convex approximation framework that produces closed-form power updates.
Load-bearing premise
The analytic end-to-end channel model that includes all listed interference terms, together with the online stochastic successive convex approximation framework, accurately represents the behavior of real full-duplex FBMC/QAM MISO hardware.
What would settle it
A hardware testbed measurement of a full-duplex FBMC/QAM MISO link under controlled residual carrier frequency offset that shows equal or worse bit-error rate and spectral efficiency than an otherwise identical CP-OFDM link would falsify the reported advantage.
If this is right
- The online framework supplies closed-form power updates that replace offline Monte Carlo sampling for ergodic sum-rate maximization.
- FBMC/QAM maintains its reported BER and spectral-efficiency edge over CP-OFDM once residual carrier frequency offset is introduced.
- Interference power breakdown under MRT and ZF precoding depends on the choice among PHYDYAS, Type-I, and Type-II prototype filters.
- Balian-Low theorem comparison positions FBMC/QAM as an intermediate option between CP-OFDM and FBMC/OQAM for full-duplex operation.
Where Pith is reading between the lines
- The same channel-characterization approach could be reused to derive power-control rules for other filter-bank waveforms that share similar intrinsic-interference structure.
- Hardware implementations could test whether the closed-form updates remain stable when the stochastic approximation window is shortened for faster adaptation.
- The interference-power breakdown tables supply a direct metric that system designers could use to select prototype filters before running full link simulations.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript presents a technical report on transceiver design and optimization for full-duplex FBMC/QAM multi-user MISO systems. It outlines uplink and downlink signal processing chains, characterizes the end-to-end effective channel including inter-carrier interference, inter-symbol interference, intrinsic interference, and residual self-interference, compares FBMC/QAM to CP-OFDM and FBMC/OQAM via the Balian-Low theorem, analyzes prototype filters (PHYDYAS, Type-I, Type-II) and interference power under MRT/ZF precoding, introduces an online stochastic successive convex approximation framework for ergodic sum-rate maximization with closed-form power updates, and reports simulation results claiming BER and network spectral efficiency advantages over CP-OFDM under residual carrier frequency offset.
Significance. If the end-to-end channel model, optimization framework, and simulation results hold, the work could provide useful insights into the robustness of FBMC/QAM in full-duplex multi-user MISO settings relative to CP-OFDM, particularly regarding residual CFO effects. However, the absence of any mathematical derivations, equations, algorithm pseudocode, or simulation details makes it impossible to evaluate whether these contributions are substantiated or novel within the field.
major comments (3)
- [Abstract] Abstract: the end-to-end effective channel characterization (including inter-carrier, inter-symbol, intrinsic, and residual self-interference) is asserted without any equations, matrix definitions, or derivation steps, so the validity of the model for real-world full-duplex FBMC/QAM MISO systems cannot be assessed.
- [Abstract] Abstract: the online stochastic successive convex approximation framework is described as yielding closed-form power updates and converging to a stationary point, but no objective function, approximation steps, or update rules are provided, preventing verification of the claimed properties or comparison to offline Monte Carlo methods.
- [Abstract] Abstract: simulation results are stated to demonstrate BER and spectral efficiency advantages of FBMC/QAM over CP-OFDM under residual CFO, yet no simulation parameters, channel models, Monte Carlo trial counts, or quantitative results (e.g., SNR values, BER curves) are included, rendering the central empirical claim unverifiable.
Simulated Author's Rebuttal
We thank the referee for the detailed review of our technical supplement report. We acknowledge that the current abstract provides only a high-level overview and lacks the explicit equations, derivations, and simulation parameters needed for independent verification. We will revise the manuscript to incorporate these elements.
read point-by-point responses
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Referee: [Abstract] Abstract: the end-to-end effective channel characterization (including inter-carrier, inter-symbol, intrinsic, and residual self-interference) is asserted without any equations, matrix definitions, or derivation steps, so the validity of the model for real-world full-duplex FBMC/QAM MISO systems cannot be assessed.
Authors: The full technical report contains the end-to-end channel model with matrix definitions and step-by-step derivations for inter-carrier, inter-symbol, intrinsic, and residual self-interference terms. The abstract summarizes this work at a high level. We will revise by adding a concise outline of the key channel equations or an explicit reference to the relevant section within the abstract. revision: yes
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Referee: [Abstract] Abstract: the online stochastic successive convex approximation framework is described as yielding closed-form power updates and converging to a stationary point, but no objective function, approximation steps, or update rules are provided, preventing verification of the claimed properties or comparison to offline Monte Carlo methods.
Authors: The ergodic sum-rate objective, stochastic approximation procedure, and closed-form power updates are derived in the body of the report, along with convergence arguments and comparisons to offline methods. The abstract highlights the framework properties. We will revise the abstract to include a brief description of the update rules or a direct pointer to the derivation section. revision: yes
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Referee: [Abstract] Abstract: simulation results are stated to demonstrate BER and spectral efficiency advantages of FBMC/QAM over CP-OFDM under residual CFO, yet no simulation parameters, channel models, Monte Carlo trial counts, or quantitative results (e.g., SNR values, BER curves) are included, rendering the central empirical claim unverifiable.
Authors: The simulation section details the channel models, Monte Carlo trial counts, SNR ranges, and quantitative BER and spectral efficiency results. The abstract summarizes the outcomes. We agree that key parameters should be referenced in the abstract and will revise to include a short summary of simulation settings and example quantitative findings. revision: yes
Circularity Check
No significant circularity detected
full rationale
The paper describes standard derivations including end-to-end effective channel characterization (inter-carrier, inter-symbol, intrinsic, and residual self-interference), Balian-Low theorem comparison, prototype filter analysis (PHYDYAS, Type-I/II), MRT/ZF interference breakdown, and an online stochastic successive convex approximation framework for ergodic sum-rate maximization with closed-form power updates. These are presented as established methods consistent with known SCA theory and simulation-based evidence. No self-definitional reductions, fitted inputs renamed as predictions, or load-bearing self-citation chains appear in the stated construction; the framework converges to a stationary point without reducing to its own inputs by definition.
Axiom & Free-Parameter Ledger
read the original abstract
This technical report presents the design and analysis of filter bank multicarrier (FBMC)/QAM multi-user MISO systems. We describe the complete uplink and downlink signal processing chains and characterize the end-to-end effective channel, including inter-carrier interference, inter-symbol interference, intrinsic interference, and residual self-interference. We compare FBMC/QAM with CP-OFDM and FBMC/OQAM through the lens of the Balian-Low theorem, and analyze prototype filter choices (PHYDYAS, Type-I, and Type-II), including the interference power breakdown under MRT and ZF precoding. Furthermore, we present an online stochastic successive convex approximation framework for ergodic sum-rate maximization with closed-form power updates, and contrast it with offline Monte Carlo-based approaches. Simulation results demonstrate the BER and network spectral efficiency advantages of FBMC/QAM over CP-OFDM under residual carrier frequency offset.
Figures
Reference graph
Works this paper leans on
-
[1]
A new waveform enabling enhanced
Yun, Yeo Hun and Kim, Chanhong and Kim, Kyeongyeon and Ho, Zuleita and Lee, Byunghwan and Seol, Ji-Yun , booktitle=. A new waveform enabling enhanced. 2015 , organization=
2015
-
[2]
Fractional Programming for Communication Systems—Part
Shen, Kaiming and Yu, Wei , journal=. Fractional Programming for Communication Systems—Part. 2018 , volume=
2018
-
[3]
A Design of Spectrally-Efficient Low-Complexity
Jang, Taejun and Kim, Jubum and Cho, Joon Ho , journal=. A Design of Spectrally-Efficient Low-Complexity. 2022 , volume=
2022
-
[4]
2025 IEEE 102nd Vehicular Technology Conference (VTC2025-Fall) , year=
Prototype Filter Optimization for FBMC/QAM in Spectrally-Constrained LAE Networks , author=. 2025 IEEE 102nd Vehicular Technology Conference (VTC2025-Fall) , year=
2025
-
[5]
Ho, Zuleita and Kim, Kyeongyeon and Kim, Chanhong and Yun, Yeo Hun and Cho, Yong-Ho and Seol, Ji-Yun , booktitle=. A. 2015 , volume=
2015
-
[6]
Performance Evaluation Based on Effective Channel Analysis for
Sim, Dongkyu and Lee, Chungyong , journal=. Performance Evaluation Based on Effective Channel Analysis for. 2019 , volume=
2019
-
[7]
2010 , note =
Michel Bellanger , title =. 2010 , note =
2010
-
[8]
Scattered Reference Symbol-Based Channel Estimation and Equalization for
Kwon, Beom and Kim, Seonghyun and Lee, Sanghoon , journal=. Scattered Reference Symbol-Based Channel Estimation and Equalization for. 2017 , volume=
2017
-
[9]
A new filter-bank multicarrier system for
Nam, Hyungju and Choi, Moonchang and Kim, Chanhong and Hong, Daesik and Choi, Sooyong , booktitle=. A new filter-bank multicarrier system for. 2014 , organization=
2014
-
[10]
A New Filter-Bank Multicarrier System With Two Prototype Filters for
Nam, Hyungju and Choi, Moonchang and Han, Seongbae and Kim, Chanhong and Choi, Sooyong and Hong, Daesik , journal=. A New Filter-Bank Multicarrier System With Two Prototype Filters for. 2016 , volume=
2016
-
[11]
Willem and Kokkeler, André B
Korevaar, C. Willem and Kokkeler, André B. J. and Boer, Pieter-Tjerk de and Smit, Gerard J. M. , journal=. Spectrum Efficient, Localized, Orthogonal Waveforms: Closing the Gap With the Balian-Low Theorem , year=
-
[12]
Channel Estimation Techniques for Millimeter-Wave Communication Systems: Achievements and Challenges , year=
Hassan, Kais and Masarra, Mohammad and Zwingelstein, Marie and Dayoub, Iyad , journal=. Channel Estimation Techniques for Millimeter-Wave Communication Systems: Achievements and Challenges , year=
-
[13]
2019 , volume=
Hu, Xiaoling and Zhong, Caijun and Chen, Xiaoming and Xu, Weiqiang and Zhang, Zhaoyang , journal=IEEE_J_JSAC, title=. 2019 , volume=
2019
-
[14]
Downlink and Uplink NOMA-ISAC with Signal Alignment , year=
Zhao, Boqun and Ouyang, Chongjun and Zhang, Xingqi and Liu, Yuanwei , journal=. Downlink and Uplink NOMA-ISAC with Signal Alignment , year=
-
[15]
Proportional Fair Scheduling for Downlink mmWave Multi-User MISO-NOMA Systems , year=
Zhang, Mingshan and Guo, Yongna and Salaün, Lou and Sung, Chi Wan and Chen, Chung Shue , journal=. Proportional Fair Scheduling for Downlink mmWave Multi-User MISO-NOMA Systems , year=
-
[16]
Hardware-Impaired Rician-Faded Massive MIMO FD Relay: Analysis and Optimization , year=
Dey, Sauradeep and Sharma, Ekant and Budhiraja, Rohit , journal=. Hardware-Impaired Rician-Faded Massive MIMO FD Relay: Analysis and Optimization , year=
-
[17]
(SUPERSEDED) , year=
The impact of RF-EMF exposure limits stricter than the ICNIRP or IEEE guidelines on 4G and 5G mobile network deployment. (SUPERSEDED) , year=
-
[18]
4: Global wireless exposure metric definition , author=
D2. 4: Global wireless exposure metric definition , author=. INFSO-ICT-318273 LEXNET (Low EMF Exposure Future Networks), Tech. Rep , year=
-
[19]
and Chiaraviglio, Luca and Alouini, Mohamed-Slim , journal=
Chen, Lin and Elzanaty, Ahmed and Kishk, Mustafa A. and Chiaraviglio, Luca and Alouini, Mohamed-Slim , journal=. Joint Uplink and Downlink EMF Exposure: Performance Analysis and Design Insights , year=
-
[20]
and Bories, Serge and Martens, Luc and Wiedemann, Peter M
Tesanovic, Milos and Conil, Emmanuelle and De Domenico, Antonio and Aguero, Ramon and Freudenstein, Frederik and Correia, Luis M. and Bories, Serge and Martens, Luc and Wiedemann, Peter M. and Wiart, Joe , journal=. The LEXNET Project: Wireless Networks and EMF: Paving the Way for Low-EMF Networks of the Future , year=
-
[21]
EMF-Aware Energy Efficient MU-SIMO Systems With Multiple RISs , year=
Aghashahi, Samaneh and Tadaion, Aliakbar and Zeinalpour-Yazdi, Zolfa and Mashhadi, Mahdi Boloursaz and Elzanaty, Ahmed , journal=. EMF-Aware Energy Efficient MU-SIMO Systems With Multiple RISs , year=
-
[22]
and Al-Imari, Mohammed and Héliot, Fabien and Imran, Muhammad Ali , booktitle=
Sambo, Yusuf A. and Al-Imari, Mohammed and Héliot, Fabien and Imran, Muhammad Ali , booktitle=. Electromagnetic emission-aware resource allocation for the uplink of OFDM wireless communication systems , year=
-
[23]
Frame Repetition: A Solution to Imaginary Interference Cancellation in
Kong, Dejin and Zheng, Xing and Zhang, Yue and Jiang, Tao , journal=. Frame Repetition: A Solution to Imaginary Interference Cancellation in. 2020 , volume=
2020
-
[24]
An Imaginary Interference-Free Method for
Xu, You and Feng, Zhongxiu and Zou, Jing and Kong, Dejin and Xin, Yu and Jiang, Tao , journal=. An Imaginary Interference-Free Method for. 2021 , volume=
2021
-
[25]
Enabling Low-Complexity
Nissel, Ronald and Rupp, Markus , booktitle=. Enabling Low-Complexity. 2016 , volume=
2016
-
[26]
Block frequency spreading: A method for low-complexity
Nissel, Ronald and Blumenstein, Jiri and Rupp, Markus , booktitle=. Block frequency spreading: A method for low-complexity. 2017 , volume=
2017
-
[27]
A Novel Filter-Bank Multicarrier Scheme to Mitigate the Intrinsic Interference: Application to
Zakaria, Rostom and Le Ruyet, Didier , journal=. A Novel Filter-Bank Multicarrier Scheme to Mitigate the Intrinsic Interference: Application to. 2012 , volume=
2012
-
[28]
Introduction to
Kim, Chanhong and Yun, Yeo Hun and Kim, Kyeongyeon and Seol, Ji-Yun , journal=. Introduction to. 2016 , volume=
2016
-
[29]
Willem and Kokkeler, André B
Korevaar, C. Willem and Kokkeler, André B. J. and Boer, Pieter-Tjerk de and Smit, Gerard J. M. , journal=. Spectrum Efficient, Localized, Orthogonal Waveforms: Closing the Gap With the. 2016 , volume=
2016
-
[30]
2017 , publisher=
Filter bank multicarrier modulation schemes for future mobile communications , author=. 2017 , publisher=
2017
-
[31]
2011 , volume=
Farhang-Boroujeny, Behrouz , journal=IEEE_M_SP, title=. 2011 , volume=
2011
-
[32]
2016 , volume=
Farhang-Boroujeny, Behrouz and Moradi, Hussein , journal=. 2016 , volume=
2016
-
[33]
Low-Complexity Symbol Reconstruction Based on Direct Symbol Decision for
Chen, Da and Luo, Kai and Peng, Wei and Wang, Wei , journal=. Low-Complexity Symbol Reconstruction Based on Direct Symbol Decision for. 2023 , volume=
2023
-
[34]
Efficient Channel Equalization and Performance Analysis for Uplink
Qi, Yuhao and Dang, Jian and Zhang, Zaichen and Wu, Liang and Wu, Yongpeng , journal=. Efficient Channel Equalization and Performance Analysis for Uplink. 2023 , volume=
2023
-
[35]
A Family of
Lai, Kuei-Chiang and Huang, Yung-Jie and Chen, Chun-Ting and Lin, Cheng-Feng , journal=. A Family of. 2019 , volume=
2019
-
[36]
and Farhang-Boroujeny, Behrouz , booktitle=
Farhang, Arman and Marchetti, Nicola and Doyle, Linda E. and Farhang-Boroujeny, Behrouz , booktitle=. 2014 , volume=
2014
-
[37]
2018 , volume=
Rottenberg, François and Mestre, Xavier and Horlin, François and Louveaux, Jérôme , journal=. 2018 , volume=
2018
-
[38]
2018 , volume=
Aminjavaheri, Amir and Farhang, Arman and Farhang-Boroujeny, Behrouz , journal=. 2018 , volume=
2018
-
[39]
and Farhang-Boroujeny, Behrouz , booktitle=
Aminjavaheri, Amir and Farhang, Arman and Doyle, Linda E. and Farhang-Boroujeny, Behrouz , booktitle=. 2017 , volume=
2017
-
[40]
2022 , volume=
Hosseiny, Hamed and Farhang, Arman and Farhang-Boroujeny, Behrouz , journal=. 2022 , volume=
2022
-
[41]
and Jagannatham, Aditya K
Singh, Prem and Mishra, Himanshu B. and Jagannatham, Aditya K. and Vasudevan, K. and Hanzo, Lajos , journal=. 2020 , volume=
2020
-
[42]
and Mishra, Himanshu B
Singh, Shivani and Singh, Prem and Sahu, Saurabh and Vasudevan, K. and Mishra, Himanshu B. , booktitle=. 2021 , volume=
2021
-
[43]
2022 , volume=
Hamdar, Fatima and Nadal, Jeremy and Nour, Charbel Abdel and Baghdadi, Amer , booktitle=. 2022 , volume=
2022
-
[44]
2017 , volume=
Bazin, Alexis and Jahan, Bruno and Hélard, Maryline , booktitle=. 2017 , volume=
2017
-
[45]
, journal=
Mahama, Sumaila and Asiedu, Derek Kwaku Pobi and Harbi, Yahya Jasim and Lee, Kyoung-Jae and Grace, David and Burr, Alister G. , journal=. 2021 , volume=
2021
-
[46]
2017 , volume=
Denis, Juwendo and Pischella, Mylene and Le Ruyet, Didier , journal=. 2017 , volume=
2017
-
[47]
Julia Fernández-Getino and García Armada, Ana , journal=
Estrada-Jiménez, Juan Carlos and Chen-Hu, Kun and García, M. Julia Fernández-Getino and García Armada, Ana , journal=. 2019 , volume=
2019
-
[48]
2022 , volume=
Masarra, Mohammad and Hassan, Kais and Zwingelstein, Marie and Dayoub, Iyad , booktitle=. 2022 , volume=
2022
-
[49]
2018 , volume=
Wang, Han and Xu, Lingwei and Wang, Xianpeng and Taheri, Sohail , journal=. 2018 , volume=
2018
-
[50]
and Jagannatham, Aditya K
Singh, Prem and Mishra, Himanshu B. and Jagannatham, Aditya K. and Vasudevan, K. , journal=. 2019 , volume=
2019
-
[51]
2013 , volume =
Eleftherios Kofidis and Dimitrios Katselis and Athanasios Rontogiannis and Sergios Theodoridis , journal =. 2013 , volume =
2013
-
[52]
2011 , volume=
Kobayashi, Mari and Jindal, Nihar and Caire, Giuseppe , journal=. 2011 , volume=
2011
-
[53]
, booktitle=
Cleveland, R.F. , booktitle=. 2004 , volume=
2004
-
[54]
2021 , volume=
Xiong, Jiayuan and You, Li and Ng, Derrick Wing Kwan and Wang, Wenjin and Gao, Xiqi , journal=. 2021 , volume=
2021
-
[55]
2022 , volume=
Jiang, Hanyu and You, Li and Wang, Wenjin and Gao, Xiqi , journal=. 2022 , volume=
2022
-
[56]
2021 , volume=
Lou, Zhengying and Elzanaty, Ahmed and Alouini, Mohamed-Slim , journal=. 2021 , volume=
2021
-
[57]
Jamshed, Muhammad Ali and Héliot, Fabien and Brown, Tim W. C. , journal=. 2021 , volume=
2021
-
[58]
2022 , volume=
Jiang, Hanyu and You, Li and Wang, Jue and Wang, Wenjin and Gao, Xiqi , journal=. 2022 , volume=
2022
-
[59]
Héliot, Fabien and Brown, Tim W. C. , journal=. 2022 , volume=
2022
-
[60]
2022 , volume=
Jamshed, Muhammad Ali and Khan, Wali Ullah and Pervaiz, Haris and Imran, Muhammad Ali and Ur-Rehman, Masood , booktitle=. 2022 , volume=
2022
-
[61]
2022 , volume=
Zappone, Alessio and Renzo, Marco Di , journal=. 2022 , volume=
2022
-
[62]
and Alouini, Mohamed-Slim , journal=
Ibraiwish, Hussam and Elzanaty, Ahmed and Al-Badarneh, Yazan H. and Alouini, Mohamed-Slim , journal=. 2022 , volume=
2022
-
[63]
and Hochwald, Bertrand M
Ying, Dawei and Love, David J. and Hochwald, Bertrand M. , journal=. 2015 , volume=
2015
-
[64]
2020 , volume=
Mandawaria, Vikalp and Sharma, Ekant and Budhiraja, Rohit , journal=. 2020 , volume=
2020
-
[65]
and Marzetta, Thomas L
Ngo, Hien Quoc and Larsson, Erik G. and Marzetta, Thomas L. , journal=. 2013 , volume=
2013
-
[66]
2018 , volume=
Kim, Jintae and Park, Yosub and Weon, Sungwoo and Jeong, Jinkyo and Choi, Sooyong and Hong, Daesik , journal=. 2018 , volume=
2018
-
[67]
, journal=
Jamal, Hosseinali and Matolak, David W. , journal=. 2019 , volume=
2019
-
[68]
2022 , volume=
Hosseiny, Hamed and Farhang, Arman and Farhang-Boroujeny, Behrouz , booktitle=. 2022 , volume=
2022
-
[69]
2017 , volume=
Yuan, Jide and Matthaiou, Michail and Jin, Shi and Gao, Feifei , journal=. 2017 , volume=
2017
-
[70]
Foundations and Trends
Bj. Foundations and Trends. 2017 , publisher=
2017
-
[71]
Foundations and Trends
Tulino, Antonia M and Verd. Foundations and Trends. 2004 , publisher=
2004
-
[72]
2018 , volume=
Shen, Kaiming and Yu, Wei , journal=. 2018 , volume=
2018
-
[73]
1967 , publisher=
Dinkelbach, Werner , journal=. 1967 , publisher=
1967
-
[74]
Michael Grant and Stephen Boyd , title =
-
[75]
Recent Advances in Learning and Control , series =
Michael Grant and Stephen Boyd , title =. Recent Advances in Learning and Control , series =
-
[76]
1993 , publisher=
Fundamentals of statistical signal processing: estimation theory , author=. 1993 , publisher=
1993
-
[77]
and Larsson, Erik G
Wang, Cheng-Xiang and You, Xiaohu and Gao, Xiqi and Zhu, Xiuming and Li, Zixin and Zhang, Chuan and Wang, Haiming and Huang, Yongming and Chen, Yunfei and Haas, Harald and Thompson, John S. and Larsson, Erik G. and Renzo, Marco Di and Tong, Wen and Zhu, Peiying and Shen, Xuemin and Poor, H. Vincent and Hanzo, Lajos , journal=. On the Road to. 2023 , volume=
2023
-
[78]
You, Xiaohu and Wang, Cheng-Xiang and Huang, Jie and Gao, Xiqi and Zhang, Zaichen and Wang, Mao and Huang, Yongming and Zhang, Chuan and Jiang, Yanxiang and Wang, Jiaheng and Zhu, Min and Sheng, Bin and Wang, Dongming and Pan, Zhiwen and Zhu, Pengcheng and Yang, Yang and Liu, Zening and Zhang, Ping and Tao, Xiaofeng and Li, Shaoqian and Chen, Zhi and Ma, ...
-
[79]
Five facets of
Shen, Li-Hsiang and Feng, Kai-Ten and Hanzo, Lajos , journal=. Five facets of. 2023 , publisher=
2023
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