Haiyang Ding

dblp:25/4799 · DBLP profile ↗
← Back
60ranked-venue papers
15as first author
36since 2021 · last 2026
—ORCID · conflict

Domains — the database's venue-derived domains; a paper can count in several

Computer networks · 40 · 13 first-author · 21 since 2021Security and privacy · 6 · 5 since 2021Applied, interdisciplinary, general and emerging computing · 5 · 4 since 2021Artificial intelligence and machine learning · 1 · 1 since 2021Systems, architecture and hardware · 1Human-computer interaction and ubiquitous computing · 1 · 1 first-author
YearPublicationVenuePosition
2026 Fluid-Antenna-Aided AAV Secure Communications in Eavesdropper Uncertain Location
abstract
For autonomous aerial vehicle (AAV) secure communications, traditional designs based on fixed position antenna (FPA) lack sufficient spatial degrees of freedom (DoF), which leaves the line-of-sight-dominated AAV links vulnerable to eavesdropping. To overcome this problem, this paper proposes a framework that effectively incorporates the fluid antenna (FA) and the artificial noise (AN) techniques. Specifically, the minimum secrecy rate (MSR) among multiple eavesdroppers is maximized by jointly optimizing AAV deployment, signal precoder, AN precoder, and FA positions. In particular, the worst-case MSR is considered by taking the channel uncertainties due to the uncertainty about eavesdropping locations into account. To tackle the highly coupled optimization variables and the channel uncertainties in the formulated problem, an efficient and robust algorithm is proposed. Particularly, the uncertain regions of eavesdroppers, whose shapes can be arbitrary, are disposed by constructing convex hull. In addition, two movement modes of FAs are considered, namely, free movement mode and zonal movement mode, for which different optimization techniques are applied, respectively. Also, both single-user and multi-user scenarios are considered. Numerical results show that, the proposed FA schemes boost security by exploiting additional spatial DoF rather than transmit power, while AN provides remarkable gains under high transmit power. The synergy between FA and AN results in a secure advantage that exceeds the sum of their individual contributions, achieving a balance between security and reliability under limited resources.
Junshan Luo, Shilian Wang, Fanggang Wang 0001, Haiyang Ding
IEEE Internet Things J.6
2026 YOLOv8-DSRI: An improved YOLOV8 instance segmentation algorithm for identifying silkworms in dense environments
Chunming Wen, Haiyang Ding, Bingxu Hou, Wenxuan Cui, Xiang Liang, Wenjun Liang, Chengni Pang, Zimian Lan, Jiansheng Peng
Pattern Recognit.2
2026 RIS-Enabled Symbiotic Modulation: An S-UFCP Approach
Guoxi Song, Haiyang Ding, Gang Yang 0005, Maged Elkashlan, Jules Merlin Mouatcho Moualeu, Haifan Yin
IEEE Trans. Commun.2
2026 Joint Trajectory and RIS-NOMA Optimization for Multi-User UAV Secure Communications
Tongxing Zheng, Yetneberk Zenebe Melesew, Wenjie Wang 0001, Chongwen Huang, Zhi Lin 0001, Haiyang Ding, Jia Shi 0001, Zan Li 0001
IEEE Trans. Commun.6
2026 Secure Wireless-Powered zeRIS Communications
abstract
This paper introduces the concept of wireless-powered zero-energy reconfigurable intelligent surface (zeRIS), and investigates a wireless-powered zeRIS aided communication system in terms of security, reliability and energy efficiency. In particular, we propose three new wireless-powered zeRIS modes: 1) in mode-I,Nreconfigurable reflecting elements are adjusted to the optimal phase shift design of information user to maximize the reliability of the system; 2) in mode-II,Nreconfigurable reflecting elements are adjusted to the optimal phase shift design of cooperative jamming user to maximize the security of the system; 3) in mode-III,N1andN2(N1+N2=N) reconfigurable reflecting elements are respectively adjusted to the optimal phase shift designs of information user and cooperative jamming user to balance the reliability and security of the system. Then, we propose three new metrics, i.e., joint outage probability (JOP), joint intercept probability (JIP), and secrecy energy efficiency (SEE), and analyze their closed-form expressions in three modes, respectively. The results show that under high transmission power, all the diversity gains of three modes are 1. Among three modes, mode-I achieves the best JOP, while mode-II achieves the best JIP. We exploit two security-reliability trade-off (SRT) metrics, i.e., JOP versus JIP, and normalized joint intercept and outage probability (JIOP), to reveal the SRT performance of the proposed three modes. Interestingly, mode-III achieves the lowest normalized JIOP with increasing time allocation factor, and the highest SEE with increasing transmission power. However, mode-I has the highest SEE with increasing predefined data rate. The optimal zeRIS deployment for mode-I and mode-III is near the PS, while that for mode-II is near the AP.
Jingyu Chen 0001, Kunrui Cao, Panagiotis D. Diamantoulakis, Lu Lv 0001, Liang Yang 0001, Haolian Chi, Haiyang Ding
IEEE Trans. Wirel. Commun.7
2026 Three-Dimensional Fluid Antenna-Assisted Covert Communications With Friendly Jamming
abstract
This paper studies jammer-assisted covert transmission with both transmitter and the jammer equipping with fluid antenna arrays. Performance analyses of reliability and covertness are conducted, based on which both transmitter’s and jammer’s transmit powers, beamforming vectors, and antennas’ positions are jointly designed to optimize covertness under the reliability constraint for two scenarios. In the first scenario, warden’s position is known. The global optimal solutions of the aforementioned variables are obtained, based on which the advantages of fluid antennas over fixed-position antennas are analytically revealed, and a series of Pareto optimal solutions for balancing reliability and covertness are demonstrated. In the second scenario, warden’s position is uncertain and is modeled by a general distribution function. The resultant intractable optimization problem is addressed by invoking the constrained stochastic successive convex approximation method. Numerical results show significant performance gains from fluid antennas.
Junshan Luo, Haiyang Ding, Shilian Wang, Fengkui Gong
IEEE Trans. Wirel. Commun.3
2026 Riding Over Two-Way Carrier: A Dual-Sided RIS-Enabled Symbiotic Backscatter System
abstract
In this paper, we investigate a two-way backscatter communication system assisted by a dual-sided reconfigurable intelligent surface (RIS) which consists of active or passive elements. By altering the switch status within each RIS element, different transmission and reflection coefficients can be achieved, thus enabling a binary backscatter modulation. To begin with, we propose a maximum likelihood (ML) detector and a maximal-ratio-combining (MRC)-based detector for the proposed dual-sided RIS-assisted two-way communication system to decode the backscatter signal as well as the end-users’ respective signal. Moreover, we compare the underlying system with and without backscatter modulation at the dual-sided RIS. Subsequently, we analyze the corresponding symbol error rate (SER) and throughput to highlight the performance differences of the various communication modes under perfect channel state information (CSI) and imperfect CSI. Finally, numerical results reveal that: (1) the ML detector significantly outperforms the MRC-based detector in terms of SER and throughput; (2) the throughput performance can be significantly improved by adopting a backscatter modulation, especially in the medium and high signal-to-noise ratio regimes; (3) the phase shift of the dual-sided RIS element should be aligned with the signal to be decoded first, to guarantee an improvement in the SER performance.
Xiaoyi Huang, Haiyang Ding, Gang Yang 0005, Maged Elkashlan, Jules Merlin Mouatcho Moualeu, Chau Yuen
IEEE Trans. Wirel. Commun.2
2025 Amplitude-Phase Decoupling for RIS-Enabled Backscatter Systems
abstract
This paper proposes an amplitude-phase decoupling scheme for reconfigurable intelligent surface (RIS)-enabled backscatter systems, which aims to achieve the standard quadrature amplitude modulation (QAM) constellation on the harmonics by considering the amplitude-phase coupling effects in the non-linear modulation procedure. To begin with, we derive closed-form expressions of the symbol error rate (SER) and throughput of the underlying system with and without decoupling. Moreover, we formulate the maximum amplitude expression of the lthorder harmonic for the coupling amplitude-phase curve. Finally, numerical results show that the proposed amplitude-phase decoupling scheme significantly improves the system performance in terms of SER and throughput, very close to the performance of the ideal one with perfect fitting function.
Haiyang Ding, Wankai Tang, Maged Elkashlan, Chau Yuen, Jules Merlin Mouatcho Moualeu, Zhongwei Liu, Chenglin Feng, Weipu Fan
GLOBECOM2
2025 Performance Analysis of IRS-Assisted Multi-Link FSO System Under UAV-Enabled Jamming
abstract
In this paper, we present a comprehensive performance analysis of an Intelligent Reflecting Surface (IRS)-assisted multi-link Free Space Optical (FSO) system under conditions of Unmanned Aerial Vehicle (UAV)-enabled jamming. Our proposed system model takes into account atmospheric turbulence, pointing errors, and the effects of IRS on signal reflection. By utilizing the Gamma-Gamma fading model, theoretical and asymptotic expressions for the average bit error rate (ABER) of the system are derived, considering both jamming and nonjamming scenarios. In addition, we model the impact of UAVenabled jammers and analyze the resulting ABER. Numerical results based on Monte Carlo simulations validate our theoretical findings, demonstrating that an increase in the number of IRS reflecting elements significantly enhances ABER performance. However, higher jamming probabilities and an increased number of jammers have an adverse effect on the system's performance. Our findings indicate that increasing the number of IRS reflecting elements and optimizing the IRS position can significantly improve the system's performance under jamming conditions.
Dingshan Gao, Haiyang Ding, Jianji Dong
ICC3
2025 On-Off Backscatter: An On-Off RIS-Enabled Symbiotic Backscatter NOMA System
abstract
Existing reconfigurable intelligent surface (RIS)-enabled symbiotic systems generally rely on a dynamic adjustment of the amplitude of the RIS’s reflection coefficient to continuously change from 0 to 1 to support the underlying symbiotic trans-missions, which is however infeasible for practical RIS hardware. To address this, we propose a novel on-off digitalized symbiotic backscatter non-orthogonal multiple access (NOMA) system that employs an on-off mechanism of the RIS’s reflecting elements. In particular, the adjustment of the on-off state of reflecting elements in batches is adaptively invoked to control the power gain of the backscatter channel, thereby changing the amplitude of backscatter signals to establish symbiotic transmissions. In order to evaluate the practicability of the proposed on-off symbiotic mechanism, an analytical expression of coexistence outage probability at high SNR has been derived. Moreover, the adjustment of RIS’s elements on-off state is discussed and extended to the scenarios of one-shot and one-by-one activation modes. Finally, representative numerical results show that when a sufficient number of reflecting elements is deployed on the RIS, our proposed on-off mechanism can fully support the symbiotic transmissions of the underlying systems.
Haiyang Ding, Shilian Wang, Xiaoyi Huang, Dong Li 0009, Maged Elkashlan, Jules Merlin Mouatcho Moualeu, Chau Yuen
VTC2025-Fall2
2025 Untie Multiplicative Interference within RIS-Enabled Symbiotic Backscatter NOMA System: A UFCP Approach
abstract
This paper proposes a reconfigurable intelligent surface (RIS) enabled symbiotic backscatter non-orthogonal multiple access (NOMA) system based on uniquely factorable constellation pair (UFCP) rule, where the RIS elements are used to passively modulate the backscatter signal over the primary NOMA signal. According to the coding design of UFCP, the backscatter signal modulated at the RIS and the primary NOMA signal emitted by the source, are jointly constructed to form a UFCP for each primary NOMA signal, thereby facilitating the decoding of the primary NOMA signal and backscatter signal at the receiver. To recover the backscatter signal modulated at the RIS as well as the primary NOMA signal, a successive interference cancellation (SIC) based detector is proposed and a closed-form expression of the symbol error rate (SER) is derived. Finally, extensive numerical results show that the proposed system possesses a signal-to-noise-ratio (SNR) gain of more than 10 dB at the SER level of 10−2in comparison with its counterpart without the UFCP design.
Guoxi Song, Haiyang Ding, Gang Yang 0005, Chau Yuen, Jules Merlin Mouatcho Moualeu, Chenglin Feng
VTC2025-Fall2
2025 Riding Over Two-Way Carrier: A Dual-Sided RIS-Enabled Symbiotic Backscatter System
abstract
In this paper, we propose a two-way backscatter communication system assisted by an active and passive dualsided reconfigurable intelligent surface (RIS) where the active RIS element contains an amplifier while the passive one does not. By altering the switch status within each RIS element, different transmission and reflection coefficients can be achieved, enabling a binary backscatter modulation. Moreover, a maximal-ratio-combining (MRC)-based detector is proposed to decode the backscatter signal and the end-user's signal, and the corresponding symbol error rate (SER) and throughput are subsequently analyzed. Numerical results show that by avoiding the additive thermal noise within each RIS element, passive dual-sided RISenabled communications outperform the active dual-sided RISenabled communications in terms of SER, and it is also revealed that the throughput can be significantly improved through backscatter modulation.
Xiaoyi Huang, Haiyang Ding, Gang Yang 0005, Maged Elkashlan, Jules Merlin Mouatcho Moualeu, Chau Yuen
WCNC2
2025 Performance Analysis for STAR-RIS-Assisted Wireless Powered Communications With Cooperative Jamming
abstract
This article investigates the simultaneously transmitting and reflecting reconfigurable intelligent surface (STAR-RIS) assisted secure transmissions in wireless powered communication (WPC) systems. According to the conditions of communication links, three scenarios are considered. Correspondingly, two transmission schemes are proposed for outdoor and indoor users to enhance the reliability and security of the communication system in each scenario. To be specific, for the scenario-I with blocked energy harvesting links, the scenario-I based information transmission of outdoor-user and cooperative jamming of indoor-user (IbTOJI) scheme, and cooperative jamming of outdoor-user and information transmission of indoor-user (IbJOTI) scheme are proposed, respectively. For the scenario-II with blocked information transmission (IT) links, scenario-II-based IT of outdoor-user and cooperative jamming of indoor-user (IIbTOJI) scheme, and cooperative jamming of outdoor-user and IT of indoor-user (IIbJOTI) scheme are proposed, respectively. For the scenario-III which deploys a hybrid access point (HAP), the direct links of the energy harvesting and IT are blocked. Scenario-III-based IT of outdoor-user and cooperative jamming of indoor-user (IIIbTOJI) scheme, and cooperative jamming of outdoor-user and IT of indoor-user (IIIbJOTI) scheme are proposed, respectively. We analyze the closed-form expressions of outage probability and intercept probability for each scheme. The result shows that IIIbTOJI scheme has the best reliable performance among the proposed schemes, and IbJOTI and IIIbJOTI schemes perform best in security.
Haolian Chi, Kunrui Cao, Haiyang Ding, Lu Lv 0001, Jingyu Chen 0001, Danyu Diao, Buhong Wang, Fengkui Gong
IEEE Internet Things J.3
2025 Covert Communications in D2D Underlaying Cellular Networks With Dual Uncertainties at the Warden
abstract
Covert device-to-device (D2D) communication aims to hide the existence of D2D transmission behavior from the warden, which plays a pivotal role in bolstering D2D communication security. The existing research on covert D2D communication either considered the interference’s assistance with perfect channel state information (CSI) available at the warden, or considered channel distribution information at the warden without the assistance of interference. These setups facilitate the performance analyses and the parameters design, which, however, did not fully exploit the potential of covert D2D communication, since both channel uncertainty and interference uncertainty exist in practice. In this article, two covert schemes are proposed for covert D2D communication with dual uncertainties at the warden, where the warden has imperfect CSI. The base station transmits artificial noise to assist covert communication in the first scheme. In the second scheme, the cellular user adopts variable power to confuse the warden. For both schemes, the closed-form expressions of the warden’s approximate minimum detection error probability and the achievable D2D communication rate are derived. The achievable D2D communication rate is maximized by jointly optimizing the transmit power of different links with given covertness requirement. The results suggest that the proposed schemes achieve higher communication performance by considering dual uncertainties. Moreover, the scheme with variable cellular user’s transmit power performs better when the covert receiver can not well handle the interference from artificial noise.
Zhiyi Du, Junshan Luo, Haiyang Ding, Shilian Wang, Zhengbo Sun
IEEE Internet Things J.4
2025 Reconfigurable-Intelligent-Surface-Enabled Green and Secure Offloading for Mobile Edge Computing Networks
abstract
This paper investigates a multi-user uplink mobile edge computing (MEC) network, where the users offload partial tasks securely to an access point under the non-orthogonal multiple access policy with the aid of a reconfigurable intelligent surface (RIS) against a multi-antenna eavesdropper. We formulate a non-convex optimization problem of minimizing the total energy consumption subject to secure offloading requirement, and we build an efficient block coordinate descent framework to iteratively optimize the number of local computation bits and transmit power at the users, the RIS phase shifts, and the multi-user detection matrix at the access point. Specifically, we successively adopt successive convex approximation, semi-definite programming, and semidefinite relaxation to solve the problem with perfect eavesdropper’s channel state information (CSI), and we then employ S-procedure and penalty convex-concave to achieve robust design for the imperfect CSI case. We provide extensive numerical results to validate the convergence and effectiveness of the proposed algorithms. We demonstrate that RIS plays a significant role in realizing a secure and energy-efficient MEC network, and deploying a well-designed RIS can save energy consumption by up to 60% compared to that without RIS. We further reveal impacts of various key factors on the secrecy energy efficiency, including RIS element number and deployment position, user number, task scale and duration, and CSI imperfection.
Tongxing Zheng, Xinji Wang, Xin Chen 0098, Di Mao, Jia Shi 0001, Cunhua Pan, Chongwen Huang, Haiyang Ding, Zan Li 0001
IEEE Internet Things J.8
2025 Double-RIS Enabled Physical Layer Security for Wireless-Powered Communication Systems Over Rayleigh Fading Channels
abstract
This paper investigates the physical layer security for a double-reconfigurable intelligent surface (DRIS) aided wireless-powered communication (WPC) system in the presence of an eavesdropper, where one RIS (termed as RIS-1) is deployed between power station (PS) and information user (U) while the other RIS (termed as RIS-2) is deployed between U and access point (AP). Moreover, an idle user acts as a cooperative jamming user (J) to emit the artificial noise to improve the transmission security of U. According to different types in energy harvesting (EH) and information transmission (IT)/noise transmission (NT) of U/J, we propose four DRIS enabled wireless-powered cooperative jamming transmission schemes based on jointly enhancing EH and IT of U (namely DRIS-1), jointly enhancing EH of U and NT of J (namely DRIS-2), jointly enhancing EH of J and IT of U (namely DRIS-3), and jointly enhancing EH and NT of J (namely DRIS-4), respectively. We analyze connection outage probability (COP), secrecy outage probability (SOP), and effective secrecy throughput (EST) of the proposed four schemes, respectively. The results show that DRIS-1 scheme has the highest diversity gain among the four schemes. Besides, the gain of the number of reflecting elements at RIS-1 has the same order as that at RIS-2 in DRIS-1 scheme and DRIS-4 scheme. In DRIS-2 scheme, the gains of the number of reflecting elements at RIS-1 and RIS-2 are two powers and one power, respectively, while the opposite is true in DRIS-3 scheme. In addition, DRIS-1 scheme achieves the best COP, while DRIS-4 scheme achieves the best SOP. DRIS-1 scheme, DRIS-3 scheme, and DRIS-4 scheme respectively achieve the best EST in the low, middle, and high region of transmission power or number of RIS elements.
Jingyu Chen 0001, Kunrui Cao, Haiyang Ding, Lu Lv 0001, Yinghui Ye, Haolian Chi, Tao Wang 0111, Liang Yang 0001
IEEE Trans. Commun.3
2025 Jammer-Aided Covert Collaborative AAV Communications Against Directional Beam
abstract
Jamming is regarded as an effective and popular way to assist covert wireless communications. However, if the warden uses a directional beam for detection, the effects of jamming may be alleviated or even be eliminated. This paper studies the jammer-assisted covert communication schemes against directional beam. Two specific collaborative unmanned aerial vehicle (UAV) communication scenarios are considered. In scenario 1, the warden’s beam direction and beamwidth are unknown. In scenario 2, the warden’s beamwidth is known, but his location is unknown. For both scenarios, the jammer deployment strategies for confronting directional beam are proposed. Closed-form expressions are developed to evaluate the warden’s detection performance, based on which conclusions regarding the optimal deployment of the UAVs are proved. The UAVs’ locations and transmit power are jointly optimized to enhance reception while satisfying covert constraints. Furthermore, scenario 1 is extended to the case where the warden’s location is imperfectly known. Both theoretical and numerical results reveal that collaborative beamforming can provide covert performance gains via dispersing the power over the space domain, which is similar to the role of direct sequence spread spectrum in frequency domain.
Haiyang Ding, Shilian Wang, Junshan Luo, Fengkui Gong
IEEE Trans. Commun.2
2025 Adaptive Spatially Variant Apodization for 2-D Sidelobe Suppression in Near-Field SAR Images
abstract
In synthetic aperture radar (SAR), sidelobes inevitably exist in the matched filtering-based imaging results, which severely affect the image interpretation. Unfortunately, under the near-field condition, the wavenumber spectrum is spatially variant, which means that there is no window function that can effectively weight the wavenumber spectra of all targets at the same time, making sidelobe suppression particularly challenging. To address this issue, an adaptive spatially variant apodization method is proposed in this article. In the proposed method, wavenumber domain weighting is equivalently implemented by a nine-point convolver in the image domain. By adjusting this image domain convolver with pixel position, the method achieves adaptive change of the weighted region, thereby effectively weighting the wavenumber spectra of different targets. In order to avoid the mainlobe broadening caused by weighting, multi-apodization technique is applied to the results after convolution. By transforming multi-apodization into solving a constrained minimization problem, the method achieves the goal of effectively suppressing the sidelobes without reducing the imaging resolution. Experiments on both numerical simulation and measured data verify that the proposed method can suppress the sidelobes by about 10 dB without sacrificing the image resolution.
Rongqiang Zhu, Jianxiong Zhou, Shiqi Chen 0001, Haiyang Ding
IEEE Trans. Geosci. Remote. Sens.4
2025 Angle and Distance Discrimination by Utilizing Frequency Conversion Capability of STC-IRS for Covert Communications
abstract
Covert communication is an important approach to ensure information security by hiding the transmission behavior. Space-domain-coding intelligent reflecting surface (SDC-IRS) can adjust the phase of the reflection signal for passive beamforming in angle domains, which is widely employed in covert communications. However, the gains by SDC-IRS vanish when the warder is proximal to the receiver in angle domains. To overcome this limitation, in this paper, the space-time-coding IRS (STC-IRS) is considered, which can adjust both the phase and the frequency of the reflection signal for passive beamforming in angle-distance domains. Specifically, system performance under STC-IRS and SDC-IRS is compared, revealing the essence that angle and distance discrimination for the receiver is achieved with STC-IRS. Further, to fully exploit STC-IRS, optimization problems are formulated to maximize the covert rate in both line-of-sight scenarios and Rician fading scenarios. To solve the above problems, penalty-based algorithms are proposed where the transmit power, the phase shift and the frequency shift at STC-IRS are optimized jointly with majorization-minimization and block successive upper bound minimization techniques. Considering more general and adverse cases, the proposed algorithms are also extended to the scenario with multiple warders. Simulation results demonstrate the superiority of the proposed scheme compared with other benchmarks. Especially, when the warder and the receiver overlap in angle domains, covert rates with STC-IRS exceed 3 bps by distance domain discrimination, whereas covert rates with SDC-IRS are less than 0.01 bps.
Manlin Wang, Yao Yao 0001, Haiyang Ding, Shihai Shao, Bin Xia 0001, Jiangzhou Wang
IEEE Trans. Inf. Forensics Secur.3
2025 Cut to the Chase: A Fast-Decoding Scheme for Symbiotic Backscatter Multi-User NOMA Systems
abstract
This paper proposes a fast-decoding scheme based on the successive interference cancellation (SIC) framework for symbiotic backscatter multi-user non-orthogonal multiple access (NOMA) systems, which aims to decode the desired primary NOMA signal and the backscatter signal for the end-users in an efficient manner. Under the proposed decoding framework, we derive a closed-form expression of the coexistence outage probability (COP) with perfect SIC for the end-users over Nakagami-m fading channel. More importantly, the diversity order is determined by the bottleneck fading parameter of the two-hop backscatter channels in most general cases, but is dominated by the bottleneck fading parameter of the primary and backscatter channels in a rare special case. Due to the influence of the residual interference, the COP with imperfect SIC would converge to an error floor. Moreover, we formulate the symbiotic constraints to guarantee the minimum decoding times and a shorter decoding time than the conventional solutions, and further derive the corresponding successful fast-decoding probability at high transmit signal-to-noise ratio (SNR). The results show that by keeping a weak primary channel statistics or lowering the threshold to decode the backscatter signal, the proposed fast-decoding scheme outperforms conventional schemes in terms of decoding times.
Haiyang Ding, Maged Elkashlan, Dong Li 0009, Chau Yuen, Jules Merlin Mouatcho Moualeu, Zhongwei Liu
IEEE Trans. Wirel. Commun.2
2024 Ergodic Capacity Analysis for a STAR-RIS-Segmented Symbiotic Backscatter NOMA System
abstract
This paper proposes a simultaneous transmitting and reflecting reconfigurable intelligent surface (STAR-RIS) segmented symbiotic backscatter non-orthogonal multiple access (NOMA) system. Specifically, the STAR-RIS is divided into an enchancing primary signal (EP) zone and a backscatter device (BD) zone. To characterize the overall transmission effectiveness, the metric of sum ergodic capacity (EC) of the considered symbiotic system is established and the corresponding suboptimal approximation solutions are derived in closed-form for three typical NOMA channel conditions. Our results show that the sum EC obeys the scaling law of $\log \left(P_{s}\right)$ where $P_{s}$ is the total transmit power, and is dominated by the weaker one of the transmission and reflection channels. Moreover, our simulation results show that both the instantaneous sum rate and the sum EC derived by the proposed suboptimal solution are very close to the optimal one obtained through exhaustive search. More importantly, the transmission effectiveness of the proposed system is superior to the STAR-RIS-assisted NOMA system and the STAR-RIS-segmented symbiotic backscatter orthogonal multiple access (OMA) system. Additionally, it is shown that as the quantification order of the imperfect channel state information (ipCSI) increases, the sum EC performance gradually improves.
Haiyang Ding, Maged Elkashlan, Chau Yuen, Jules Merlin Mouatcho Moualeu
PIMRC2
2024 Riding over Multiuser NOMA Carrier: A Spectrally-Efficient RIS-Enabled Symbiotic Backscatter System
abstract
This paper puts forth a proposal for a reconfigurable intelligent surface (RIS) enabled symbiotic backscatter system riding over a multiuser non-orthogonal multiple access (NOMA) carrier, where the RIS is employed as a substitute for the conventional backscatter device (BD) with the objective of enhancing both primary NOMA transmission and backscatter communications. In particular, a symbiotic mechanism is proposed to control the mutual interference by means of an adaptive adjustment of the reflection coefficient at the RIS. Moreover, a novel and effective multiuser decoding scheme is proposed, based on successive interference cancellation (SIC), with the objective of ensuring the successful transmission of the symbiotic system. To this end, analytical expressions re derived for the closed-form outage lower bounds, asymptotic outage behavior and outage error floors are derived. Furthermore, the upper bounds of the ergodic capacity and its asymptote at high signal-to-noise ratio (SNR) are developed in order to illustrate the spectral efficiency of the proposed symbiotic system. Theoretical analysis and numerical results demonstrate that a stronger backscatter channel with a greater number of elements deployed on a segmented RIS results in a reduction in transmission outage and an increase in system capacity. Additionally, numerical results illustrate the spectral efficiency advantage of the proposed symbiotic system over the conventional solutions.
Haiyang Ding, Maged Elkashlan, Chau Yuen, Jules Merlin Mouatcho Moualeu, Shilian Wang, Fambirai Takawira
VTC Fall2
2024 Beamforming design for covert broadcast communication with hidden adversary
Haiyang Ding, Shilian Wang, Junshan Luo, Fengkui Gong
Sci. China Inf. Sci.2
2024 Outage Analysis for a STAR-RIS-Segmented Symbiotic Backscatter NOMA System
abstract
This paper proposes a simultaneous transmitting and reflecting reconfigurable intelligent surface (STAR-RIS) segmented symbiotic backscatter non-orthogonal multiple access (NOMA) system, where the STAR-RIS is composed of an enhancing primary signal (EP) zone and a backscatter device (BD) zone. To evaluate the overall system transmission reliability, we derive a tight lower bound of the coexistence outage probability (COP), where an imperfect/realistic successive interference cancellation (SIC) is considered. It is shown analytically that the error floor of the COP in both the near field and far field coverages would appear as long as the residual interference due to SIC is non-negligible, resulting in a diversity order of zero. Such an error floor is mainly dominated by the residual interference parameters, the decoding thresholds, and the power allocation ratios. More importantly, unlike the Gamma approximation approach, the adopted Laplace approach can capture the true diversity order with perfect SIC in the near-field/far-field coverage, which is dominated by the bottleneck number of the STAR-RIS elements belonging to the EP and BD zones, regardless of the dual-hop channel statistics. In addition, it is shown that the COP performance improves with either the quantification order or the concentration parameter of the imperfect channel state information.
Haiyang Ding, Maged Elkashlan, Chau Yuen, Jules Merlin Mouatcho Moualeu, Jiyang Liu, Kewei Xin
IEEE Trans. Commun.2
2024 STAR-RIS Assisted Reliable and Secure Transmissions in Wireless-Powered Communications
abstract
This article investigates a reliable and secure wireless-powered communication system assisted by a simultaneous transmitting and reflecting reconfigurable intelligent surface (STAR-RIS) serving indoor and outdoor users. To align with practical application, we consider two eavesdropping conditions: mixed and indirect eavesdropping links. To improve the reliability and security of downlink energy transfer (ET) and uplink information transmission (IT), we propose four STAR-RIS schemes utilizing time-switching (TS) and energy-splitting (ES) protocols: 1) The dual-TS (DTS) scheme employs the TS protocol for both downlink ET and uplink IT; 2) The mixed ES-TS (MET) scheme switches from the ES protocol in downlink ET to the TS protocol in uplink IT; 3) The dual-ES (DES) scheme employs the ES protocol for both downlink ET and uplink IT; 4) The mixed TS-ES (MTE) scheme switches from the TS protocol in downlink ET to the ES protocol in uplink IT. Further, accurate and asymptotic connection outage probability, secrecy outage probability, and effective secrecy throughput are analyzed for each proposed scheme. Theoretical analysis and simulation results demonstrate that: 1) At high transmission power or with a large number of STAR-RIS elements, the MTE scheme achieves the highest reliability. Conversely, the DES scheme provides the best reliability at lower transmission power or with fewer STAR-RIS elements; 2) Under indirect eavesdropping links, the DES scheme achieves the highest security, followed by the MTE, MET, and DTS schemes. However, this performance order is reversed under mixed eavesdropping links; 3) The DES scheme achieves the best overall performance, followed by the MTE, MET, and DTS schemes, all of which outperform the benchmark schemes.
Siwei Tang, Kunrui Cao, Lu Lv 0001, Haiyang Ding, Beixiong Zheng, Jingyu Chen 0001, Danyu Diao, Buhong Wang
IEEE Trans. Wirel. Commun.4
2023 Physical-Layer Security for Intelligent-Reflecting-Surface-Aided Wireless-Powered Communication Systems
abstract
This article investigates physical-layer security (PLS) of a typical wireless-powered communication (WPC) system with the aid of intelligent reflecting surface (IRS) in the presence of a passive eavesdropper for Internet of Things (IoT), and proposes three IRS-aided secure WPC modes. Specifically, in mode-I, the IRS is deployed between hybrid access point (HAP) and wireless user (U) for co-located power station (PS) and access point (AP). In mode-II, the IRS is deployed between AP and U for separate PS and AP, while in mode-III, the IRS is deployed between PS and U for separate PS and AP. For each mode, the optimal phase shift is designed to maximize the reception of energy and information at the legitimate receiver. We comprehensively analyze the performance of each mode, and derive the closed-form expressions of connection outage probability (COP), secrecy outage probability (SOP), and effective secrecy throughput (EST) for each mode, respectively. The theoretical analysis and simulation results reveal that from the perspective of reliability, mode-I can achieve the best COP with the increased number of IRS elements, while mode-II and mode-III have a similar COP. From the perspective of security, mode-II can achieve the best SOP with the increased number of IRS elements, while mode-I and mode-III have a similar SOP. Moreover, under the condition of small transmission power at HAP/PS or small number of IRS elements, mode-I has the best EST, while as the power or the number increases, the EST of mode-II becomes the best one.
Kunrui Cao, Haiyang Ding, Lu Lv 0001, Zhou Su 0001, Fengkui Gong, Buhong Wang
IEEE Internet Things J.2
2023 On the Limits of Covert Backscatter Communication Over Undecodable Ambient Signals
abstract
This paper investigates the limit covert rate of the backscatter communication systems based on undecodable ambient radio frequency (RF) signals over additive white Gaussian noise channel. In the considered network, source node Alice expects to transmit information to receiver Bob without being detected by warden Willie, by backscattering undecodable ambient RF signals. In this case, it is challenging for Bob to recover the information from Alice, since the undecodable signals result in both unknown additive and multiplicative interference. A subtle communication strategy is proposed to alleviate the influences of the interference, by which we prove that no matter Willie can or cannot decode the information from the RF source and then eliminate its interference, the limit covert rate is subject to the well-known square root law (i.e.,O(√n) bits pernchannel uses). This interesting result means that even if the RF source is a cooperative node of Willie (e.g., a jammer deployed by Willie to restrict Alice from active transmission), Alice can still covertly and reliably transmit information to Bob by backscattering the ambient RF signals (e.g., the malicious jamming signals).
Haiyang Ding, Shilian Wang, Fengkui Gong, Guojiang Xia
IEEE Trans. Inf. Forensics Secur.2
2022 Symbiotic Backscatter System over Cascaded Fading Channels
abstract
Cascaded fading plays a vital role in backscatter communications but its effect on the transmission robustness of symbiotic backscatter system has not been well understood yet. In this paper, we investigate this effect under three symbiotic mechanisms, namely commensal, parasitic and competitive schemes. Our analysis indicates that: 1) For the commensal scheme, cascaded backscatter fading incurs an inferior outage performance of the backscatter system in comparison with the counterpart over single-hop backscatter fading; 2) For the parasitic scheme, cascaded backscatter fading leads to a superior outage performance of the primary system in comparison with the counterpart over single-hop backscatter fading; 3) For the backscatter system, regardless of single-hop or cascaded backscatter fading, the exact outage probability of the parasitic scheme overlaps with the asymptotic of the commensal scheme; 4) For the competitive scheme, as the decoding threshold of the primary system approaches zero, the asymptotic outage performance of the primary system in cascaded and single-hop backscatter fading tend to be the same; and 5) Unlike single-hop backscatter fading, as the decoding threshold of backscatter signal approaches zero, the outage probability of the competitive and parasitic schemes for the backscatter system in cascaded backscatter fading approaches that of the competitive scheme for the primary system.
Haiyang Ding, Maged Elkashlan, Hancheng Yang, Kewei Xin
VTC Fall1
2022 Secure coordinated direct and untrusted relay transmissions via interference engineering
Lu Lv 0001, Zan Li 0001, Haiyang Ding, Yuchen Zhou 0001, Jian Chen 0002
Sci. China Inf. Sci.3
2022 Research and design of CRT-based homomorphic ciphertext database system
abstract
The cloud’s storage and query of private information have the cryptographic scholar due to the proliferation of cloud computing. In the traditional query mode, the private information stored in the cloud is at risk of being leaked. In order to solve this problem, a cloud ciphertext database system based on homomorphic encryption is a valid workaround. This paper presents a new cloud ciphertext database system model, which is based on the existing ciphertext database mode research and homomorphic properties. This paper also implements a ciphertext database system based on a CRT-based additive homomorphic scheme according to the model. Through theoretical analysis, the model is CPA-level safe and correct. The experimental results show that users can correctly query and download the data in the ciphertext database on the untrusted cloud server through the model, and it has efficiency advantages.
De Zhao, Haiyang Ding, Zichen Li
High Confid. Comput.3
2022 Enhancing Physical-Layer Security for IoT With Nonorthogonal Multiple Access Assisted Semi-Grant-Free Transmission
abstract
Nonorthogonal multiple access (NOMA) assisted semi-grant-free transmission admits grant-free users to access the channels otherwise solely occupied by grant-based users, and has been recently attracting considerable attention in terms of accommodating massive connectivity and reducing access delay in Internet of Things (IoT). In this work, we investigate the security of semi-grant-free NOMA transmission in the presence of passive and active eavesdropping attacks. In particular, for the scenario-I with strong grant-based user and weak grant-free users, the scenario-I-based maximal user scheduling (IbMUS) and scenario-I-based optimal user scheduling (IbOUS) schemes are proposed to combat the passive and active eavesdropping, respectively. For the scenario-II with weak grant-based user and strong grant-free users, two parallel schemes, namely, the scenario-II-based maximal user scheduling (IIbMUS) and scenario-II-based optimal user scheduling (IIbOUS) schemes, are proposed to combat the passive and active eavesdropping, respectively. These proposed schemes enhance the security by scheduling a grant-free user with maximal main channel capacity/maximal secrecy capacity to access the NOMA channel on the premise of ensuring the grant-based user’s Quality of Service. Based on these proposed schemes, the exact secrecy outage probability (SOP) are analyzed to evaluate the system performance. The simulation results validates the theoretic analysis and the superiority of the proposed schemes. The IbOUS and IIbOUS schemes can achieve better performance than the IbMUS and IIbMUS schemes owing to the use of active eavesdropper’s channel state information (CSI). The SOP achieved by the proposed schemes can be further improved with the increasing number of grant-free users and decreasing target rate (or target secrecy rate).
Kunrui Cao, Haiyang Ding, Buhong Wang, Lu Lv 0001, Jiwei Tian, Qingmei Wei, Fengkui Gong
IEEE Internet Things J.2
2022 Symbiotic Ambient Backscatter Systems: Outage Behavior and Ergodic Capacity
abstract
This article investigates a symbiotic ambient backscatter communication (AmBC) system, where for the primary system, a source node T1 transmits information to a destination node T2. Whereas for the backscatter system, by riding on T1’s signal, the backscatter device passively conveys its own information$c(n)$to T1 and T2 via backscattering. For such, the coexistence outage probability (COP) and ergodic capacity (EC) of the AmBC system are characterized for three cases of coexistence constraints, i.e., 1) both T1 and T2 decode$c(n)$(Case I); 2) only T2 decodes$c(n)$(Case II); and 3) only T1 decodes$c(n)$(Case III). It is analytically shown that for sufficiently high transmit signal-to-noise ratio (SNR), the COP obeys the scaling law of$({1}/{\sqrt {P_{s}}})$(with$P_{s}$denoting T1’s transmit power) for Cases I and III, whereas its scaling law is determined by$([{\mathrm {log}(P_{s})}]/{P_{s}})$as well as$({1}/{P_{s}})$for Case II. In addition, it is shown that the restriction condition of decoding$c(n)$at T1 results in a dominating term$({1}/{\sqrt {P_{s}}})$for the COP at high SNR, whereas the restriction condition of decoding$c(n)$at T2 results in an infinitesimal relative to$({1}/{\sqrt {P_{s}}})$. It is also shown that for different cases, the effects of the T1–T2 channel statistics on the COP are significantly different. However, unlike the metric of COP, for the EC, the impacts of decoding constraints of$c(n)$gradually disappear at high SNR and the ECs of the backscatter channels for Cases II and III approach, respectively, toward the counterpart for Case I.
Haiyang Ding, Mohamed-Slim Alouini, Kewei Xin, Shengzhi Xu
IEEE Internet Things J.1
2022 Achieving Covert Wireless Communication With a Multi-Antenna Relay
abstract
We investigate covert wireless communication in a multi-antenna relay network, where the relay transmits its own covert message to the destination when assisting the source’s information delivery, and the source acts as a warden to detect this covert transmission. Based on whether the channel state information of the relay-destination link is available at the source or not, we propose two relay beamforming schemes, namely random beamforming and maximum-ratio transmission (MRT) beamforming schemes, to guarantee the reception reliability at the destination while deliberately introducing uncertainty to the source to degrade its detection. Under the worst-case covert communication scenario where the source is capable of optimizing its detection threshold, analytical expressions for the minimum detection error probability achieved by each of the proposed schemes are derived to evaluate the detection limits of the source. By utilizing the above analytical results as the covertness constraint, an optimization problem of transmit power allocation for each scheme is formulated and solved to maximize the covert rate. The impact of imperfect channel state information on the covert communication performance is also examined. Simulation results are performed to confirm the accuracy of the derived analytical results and quantify the communication covertness enhancement of the proposed schemes. Our results also show that the MRT beamforming scheme offers a higher covert rate than that of the random beamforming scheme, especially when the covertness constraint becomes loose and/or the number of antennas at the relay increases.
Lu Lv 0001, Zan Li 0001, Haiyang Ding, Naofal Al-Dhahir, Jian Chen 0002
IEEE Trans. Inf. Forensics Secur.3
2021 Secure NOMA and OMA coordinated transmission schemes in untrusted relay networks
Lu Lv 0001, Zan Li 0001, Haiyang Ding, Jian Chen 0002
Sci. China Inf. Sci.3
2021 Improving Physical Layer Security of Uplink NOMA via Energy Harvesting Jammers
abstract
We investigate the secrecy transmission of uplink non-orthogonal multiple access (NOMA) with the aid of energy harvesting (EH) jammers. During each time frame, communication is divided into two phases. At the first phase, the base station (BS) transfers wireless power to EH receivers (EHRs). At the second phase, users perform uplink NOMA transmission to BS, while one of EHRs is selected as a friendly jammer that uses the energy harvested from the previous phase to emit the artificial noise for confusing the eavesdropper. In terms of the requirement of channel state information (CSI), we propose three friendly EH jammer selection schemes, namely random EH jammer selection (REJS) scheme without the requirement of any CSI, maximal EH jammer selection (MEJS) scheme with the CSI between BS and each EHR, and optimal EH jammer selection (OEJS) scheme where both the CSIs from BS to EHRs and from EHRs to the eavesdropper need to be known. Analytical closed-form expressions for the connection outage probability (COP), secrecy outage probability (SOP) and effective secrecy throughput (EST) are derived to evaluate the system performance achieved by the proposed schemes, respectively. Also, the asymptotic analysis is provided to gain further insights. The analytical and numerical results indicate that the proposed schemes can realize better secrecy performance than conventional scheme without an EH jammer. Both the secrecy diversity orders of the REJS and MEJS schemes are one while the OEJS scheme can achieve a full secrecy diversity order. Furthermore, owing to the impact of connection outage, the three schemes converge to the same EST floor with the increase of signal-to-noise ratio (SNR).
Kunrui Cao, Buhong Wang, Haiyang Ding, Lu Lv 0001, Runze Dong, Tianhao Cheng, Fengkui Gong
IEEE Trans. Inf. Forensics Secur.3
2021 Backscatter Cooperation in NOMA Communications Systems
abstract
In this paper, a backscatter cooperation (BC) scheme is proposed for non-orthogonal multiple access (NOMA) downlink transmission. The key idea is to backscatter the surplus power of the received downlink signals at one user to enhance the reception of the user who cannot recover its information. To evaluate the performance of the proposed BC-NOMA scheme, three benchmark schemes are introduced, which include the non-cooperation (NC)-NOMA scheme, the conventional relaying (CR)-NOMA scheme, and the incremental relaying (IR)-NOMA scheme. For all these schemes, the outage performance, the expected rate, and the diversity-multiplexing trade-off (DMT) performance are analyzed. Additionally, the optimal power allocation to maximize the expected rate of the BC-NOMA scheme in the high signal-to-noise ratio region is derived. The theoretical results show that the proposed BC-NOMA can enhance both transmission reliability (outage performance) and transmission effectiveness (expected rate) compared with NC-NOMA. Furthermore, representative numerical results are presented to validate the theoretical results. It is shown that unlike the two relaying-based cooperative schemes (CR/IR-NOMA), which improve the outage performance at the cost of transmission rate, the proposed BC-NOMA scheme can enhance the transmission reliability without impairing the spectrum efficiency, which makes backscattering an appealing solution to cooperative NOMA downlinks.
Haiyang Ding, Shilian Wang, Daniel B. da Costa 0001, Fengkui Gong, Pedro Henrique Juliano Nardelli
IEEE Trans. Wirel. Commun.2
2020 Backscatter-Based Cooperative NOMA
abstract
A backscatter cooperation (BC) mechanism is pro-posed for power-domain non-orthogonal multiple access (NOMA) downlink transmission. The key idea is to enable one user to split and then backscatter part of its received signals to improve the reception at another user. To evaluate its performance, three benchmark schemes are introduced. They are non-cooperation (NC)-NOMA, conventional relaying (CR)-NOMA, and incremental relaying (IR)-NOMA. For all these schemes, the analytical expressions of the minimum total power to avoid information outage are derived, based on which their respective outage performance, expected rates, and diversity-multiplexing trade-off (DMT) are investigated. Analytical results show that the proposed BC-NOMA strictly outperforms NC-NOMA in terms of all the three metrics. Furthermore, theoretical analyses are validated via Monte-Carlo simulations. It is shown that compared with CR/IR-NOMA, only the proposed BC-NOMA scheme can enhance the transmission reliability without impairing the transmission rate.
Haiyang Ding, Shilian Wang, Daniel B. da Costa 0001, Fengkui Gong, Pedro Henrique Juliano Nardelli
PIMRC2
2020 A Case for Adaptive Resource Management in Alibaba Datacenter Using Neural Networks
Sa Wang, Yan-Hai Zhu, Shan-Pei Chen, Tianze Wu, Wen-Jie Li, Xusheng Zhan, Haiyang Ding, Weisong Shi, Yungang Bao
J. Comput. Sci. Technol.7
2020 On the Security Enhancement of Uplink NOMA Systems With Jammer Selection
abstract
We investigate physical layer security of an uplink NOMA system consisting of one base station, multiple users and one eavesdropper. During each uplink transmission, two users are paired to perform NOMA and another user is opportunistically selected from the remaining idle users to act as a friendly jammer to emit artificial noise for confusing the eavesdropper. To enhance the transmission security for the system, we propose two friendly jammer selection aided uplink NOMA transmission schemes, namely random jammer selection aided uplink NOMA transmission (RJS-UNT) scheme without knowing the eavesdropper's channel state information (CSI), and optimal jammer selection aided uplink NOMA transmission (OJS-UNT) scheme where the eavesdropper's CSI is available. For comparison purpose, a non-jammer selection aided uplink NOMA transmission (NJS-UNT) scheme is also considered. Analytical closed-form expressions for the secrecy outage probability (SOP) are derived to evaluate the secrecy performance achieved by the proposed schemes. Also, the asymptotic SOPs are provided to obtain further insights. The analysis and simulation results indicate that the schemes converge to SOP floors with the increasing SNR, while the floors achieved by the RJS-UNT and OJS-UNT schemes are significantly lower than that achieved by the NJS-UNT scheme, showing the security advantage of the proposed schemes.
Kunrui Cao, Buhong Wang, Haiyang Ding, Lu Lv 0001, Jiwei Tian, Fengkui Gong
IEEE Trans. Commun.3
2020 Secure Transmission Designs for NOMA Systems Against Internal and External Eavesdropping
abstract
The key idea of non-orthogonal multiple access (NOMA) is to serve multiple users in the same resource block to improve the spectral efficiency. Whereas due to the resource sharing, a security flaw of NOMA emerges in the presence of internal untrusted users, especially untrusted near users who are closer to the base station and can easily access the confidential information for paired far users. To mitigate the flaw, in this paper, we investigate the reliable and secure transmission of NOMA systems with untrusted near users, and propose joint beamforming and power allocation (JBP) scheme for the scenario. Meanwhile, from security point of view, we extend to a worse-case scenario where both untrusted near users and external eavesdroppers exist, and propose joint artificial noise aided beamforming and power allocation (JANBP) scheme to achieve a reliable and secure transmission for the scenario. The exact and asymptotic closed-form expressions of secrecy outage probability (SOP) for the two scenarios are derived to evaluate the secrecy performance achieved by the proposed schemes, respectively. The analysis and simulation results show the superiority of the proposed JBP and JANBP schemes in terms of combating internal and external eavesdropping, and also indicate the two schemes can achieve the same SOP at high SNR.
Kunrui Cao, Buhong Wang, Haiyang Ding, Tengyao Li, Jiwei Tian, Fengkui Gong
IEEE Trans. Inf. Forensics Secur.3
2020 Impartial SWIPT-Assisted User Cooperation Schemes
abstract
In this paper, an impartial simultaneous wireless information and power transfer (SWIPT)-assisted cooperation mechanism is proposed for a non-orthogonal multiple access (NOMA) downlink scenario. The key idea of the proposed impartial user cooperation mechanism (IUCM) is that not only the cell-center user but also the cell-edge user applies the power-splitting architecture and utilizes the harvested energy to forward the other user's information. Analytical results show that the proposed IUCM outperforms the traditional partial cooperation mechanism in terms of outage probability, diversity order and diversity-multiplexing trade-off (DMT). For comparison, the proposed IUCM is further incorporated into an orthogonal frequency-division multiple access (OFDMA) framework, which is shown to preserve the same diversity order, while has a worse but more flexible DMT performance compared with the IUCM in the NOMA framework. Furthermore, a classic non-linear energy harvesting model is introduced, based on which the outage probability, diversity order and DMT performance of the proposed IUCM and the conventional mechanism are analyzed. Finally, representative numerical results are given to validate our theoretical analysis.
Haiyang Ding, Shilian Wang, Daniel B. da Costa 0001, Fengkui Gong
IEEE Trans. Wirel. Commun.2
2019 Aladdin: Optimized Maximum Flow Management for Shared Production Clusters
abstract
The rise in popularity of long-lived applications (LLAs), such as deep learning and latency-sensitive online Web services, has brought new challenges for cluster schedulers in shared production environments. Scheduling LLAs needs to support complex placement constraints (e.g., to run multiple containers of an application on different machines) and larger degrees of parallelism to provide global optimization. But existing schedulers usually suffer severe constraint violations, high latency and low resource efficiency. This paper describes Aladdin, a novel cluster scheduler that can maximize resource efficiency while avoiding constraint violations: (i) it proposes a multidimensional and nonlinear capacity function to support constraint expressions; (ii) it applies an optimized maximum flow algorithm to improve resource efficiency. Experiments with an Alibaba workload trace from a 10,000-machine cluster show that Aladdin can reduce violated constraints by as mush as 20%. Meanwhile, it improves resource efficiency by 50% compared with state-of-the-art schedulers.
Heng Wu 0001, Wenbo Zhang 0006, Yuanjia Xu, Tao Huang 0001, Haiyang Ding
IPDPS6
2019 Who limits the resource efficiency of my datacenter: an analysis of Alibaba datacenter traces
abstract
Cloud platform provides great flexibility and cost-efficiency for end-users and cloud operators. However, low resource utilization in modern datacenters brings huge wastes of hardware resources and infrastructure investment. To improve resource utilization, a straightforward way is co-locating different workloads on the same hardware. To figure out the resource efficiency and understand the key characteristics of workloads in co-located cluster, we analyze an 8-day trace from Alibaba's production trace. We reveal three key findings as follows. First, memory becomes the new bottleneck and limits the resource efficiency in Alibaba's datacenter. Second, in order to protect latency-critical applications, batch-processing applications are treated as second-class citizens and restricted to utilize limited resources. Third, more than 90% of latency-critical applications are written in Java applications. Massive self-contained JVMs further complicate resource management and limit the resource efficiency in datacenters.
Zihao Chang, Sa Wang, Haiyang Ding, Yihui Feng, Yungang Bao
IWQoS4
2018 Joint Interference Cancellation in Cache- and SIC-Enabled Networks
abstract
We consider a cache- and SIC-enabled wireless network, where the locations of the base stations (BSs) and users are modeled by the Poisson point process and Poisson cluster process, respectively. The BS serves two users simultaneously by transmitting a superimposed signal, and each user employs a joint scheme of cache-assisted interference cancellation (CAIC) and successive interference cancellation (SIC). Each user is classified as a caching or non-caching user depending on whether or not it caches data sent to its interferer in the same cell. The receiver operation of each user is classified into three possible cases: CAIC only, both CAIC and SIC, and SIC only. Then, the successful packet transmission probabilities of the caching and non-caching users are derived, based on which the average spectral efficiency (SE) and the average area SE (ASE) are obtained. The average SE and ASE are further optimized. Moreover, extensions to the scenario where the superimposed transmissions are within a finite radius around the BS are provided. Finally, the result for the general scenario of the BS serving multiple users simultaneously is obtained. The optimization problem of the general scenario is solved by converting it to the convex or the difference of convex problems in different subregions. Simulation results verify the analytical accuracy and the advantages of the proposed schemes.
Xiaodong Wang 0001, Bin Xia 0001, Haiyang Ding
IEEE Trans. Commun.4
2017 Credit scoring using ensemble classification based on variable weighting clustering
abstract
Credit scoring plays an important role in financial institutions and debt based crowdfunding platforms as well as peer to peer lending platforms. In the last few years, adopting ensemble methods for credit scoring has become much more popular. However, the performance of ensemble methods is easily affected by the parameter settings and the number of base classifiers. Ensemble classification based on clustering is able to determine the best number of base classifiers automatically by clustering and find optimal parameter settings for base classifiers by training them individually on the training subsets combined by clusters. By this way, the adverse effect of manually setting the parameters and the number of base classifiers can be avoided. However, the different contributions of attributes to the distance metrics are not considered in conventional clustering methods, which may decrease the performance of ensemble classifiers based on them. Moreover, unbalanced training subsets decrease the performance of base classifiers, which results in the bad performance of ensemble classifiers. In our approach, to address the above problems, we first assign different weights to different variables when measuring the distance between two instances in the clustering step, and then adopt Subagging resampling method to deal with unbalanced training subsets in the training process. Experimental results show that our approach can improve the performance of the ensemble classifier.
Haiyang Ding, Peng Zhang 0060, Tun Lu, Hansu Gu, Ning Gu 0001
CSCWD1
2017 Uniform Transmitter Selection in Clustered D2D Networks: An Interference Modeling Analysis
abstract
In this paper, the interference statistics in a clustered device-to-device network is studied and the cluster centers are modeled as a Poisson point process. For such, each active receiver device chooses its transmitter randomly following the uniform distribution. We first characterize the statistics of the number of intra/inter-cluster interferers and develop the simplified expressions for several special cases. With the aid of these derived probability distributions of the number of interferers, the Laplace transforms of intra/inter-cluster interference are formulated and simplified approximations for the special cases are also attained. Finally, several applications of the derived interference statistics are shown to illustrate the performance difference between the proposed interference model and the assumed one in the literature.
Haiyang Ding, Xiaodong Wang 0001, Daniel B. da Costa 0001, Jianhua Ge
GLOBECOM1
2017 Joint Interference Cancellation in Cache- and SIC-Enabled Networks
abstract
We consider a cache- and SIC-enabled wireless network where the locations of the base stations (BSs) and users are modeled by the Poisson point process (PPP) and Poisson cluster process, respectively. The BS serves two users simultaneously by transmitting a superimposed signal and each user employs a joint scheme of cache-assisted interference cancellation (CAIC) and successive interference cancellation (SIC). Each user is classified as a caching or non-caching user depending on whether or not it caches data sent to its interferer in the same cell. The receiver operation of each user is classified into three possible cases: CAIC only, both CAIC and SIC, and SIC only. Then the successful packet transmission probabilities of the caching and non-caching users are derived, based on which the spectral efficiency (SE) are obtained. The power allocation problems are further formulated to maximize the SE, which prove to be convex.
Xiaodong Wang 0001, Bin Xia 0001, Haiyang Ding
GLOBECOM4
2017 Adaptive Time-Switching Based Energy Harvesting Relaying Protocols
abstract
Considering a dual-hop energy-harvesting (EH) relaying system, this paper advocates novel relaying protocols based on adaptive time-switching (TS) for amplify-and-forward and decode-and-forward modes, respectively. The optimal TS factor is first studied, which is adaptively adjusted based on the dual-hop channel state information (CSI), accumulated energy, and threshold signal-to-noise ratio (SNR), to achieve the maximum throughput efficiency per block. To reduce the CSI overhead at the EH relay, a low-complexity TS factor design is presented, which only needs single-hop CSI to determine the TS factor. Theoretical results show that, in comparison with the conventional solutions, the proposed optimal/low-complexity TS factor can achieve higher limiting throughput efficiency for sufficiently small threshold SNR. As the threshold SNR approaches infinity, the throughput efficiency of the proposed optimal/low-complexity TS factor tends to zero in a much slower pace than that of the conventional solutions. Simulation results are presented to corroborate the proposed methodology.
Haiyang Ding, Xiaodong Wang 0001, Daniel B. da Costa 0001, Yunfei Chen 0001, Fengkui Gong
IEEE Trans. Commun.1
2017 Interference Modeling in Clustered Device-to-Device Networks With Uniform Transmitter Selection
abstract
This paper investigates the interference statistics in a clustered device-to-device network, where the cluster centers form a Poisson point process and each active receiver device selects the transmitter randomly following the uniform distribution. The statistics of the number of intra/inter-cluster interferers is first analyzed for both finite and infinite number of receivers per cluster. In addition, for the special cases where the numbers of transmitters and receivers differ significantly, simplified expressions are given. Then, using these derived probability distributions of the number of interferers, the Laplace transforms of intra/inter-cluster interference are established and simple approximations for the special cases are obtained as well. Our results show the following: 1) with the concurrent uniform transmitter selection, the distribution of the number of intra/inter-cluster interfering devices differs greatly from the truncated Poisson distribution assumed in the literature; 2) the model assumed in the literature underestimates the coverage probability specially for a small number of transmitters/receivers; and 3) unlike the model assumed in the literature, the ASE of the proposed model increases with the number of transmitters/receivers when the average number of active receivers is relatively small, while it does not monotonically vary with the number of transmitters/receivers when the average number of active receivers is large.
Haiyang Ding, Xiaodong Wang 0001, Daniel B. da Costa 0001, Jianhua Ge
IEEE Trans. Wirel. Commun.1
2016 Energy harvesting relay systems in mixed Rician and Rayleigh fading: The effects of LOS path component
abstract
In this paper, considering a mixed Rician and Rayleigh fading environment, we investigate the impact of line-of-sight (LOS) path component on the outage performance of dual-hop energy harvesting (EH) amplify-and-forward (AF) relay systems. To this end, a tight asymptotic outage lower bound expression is derived, which reveals that the system diversity order is limited to one and the outage behavior decays as log(SNR)/SNR, with SNR denoting the transmit signal-to-noise ratio (SNR) at the source. In contrast, when the LOS path component in the first-hop link becomes very strong (i.e., a large Rician K factor), our analytical results show that the easing-off factor log(SNR) can be effectively eliminated, becoming the decaying rate of outage curves steeper in this case and, consequently, improving the end-to-end transmission robustness since the outage curves scale as 1/SNR at high SNR regions.
Haiyang Ding, Daniel B. da Costa 0001, Xiaodong Wang 0001, Ugo Silva Dias, Rafael Timóteo de Sousa Júnior, Jianhua Ge
WCNC1
2016 Role Selection Cooperative Systems With Energy Harvesting Relays
abstract
In this paper, a three-node energy-harvesting (EH) cooperative system with ROle SElection (ROSE) mechanism, where the cooperative role of each node is dynamically adjusted based on the surrounding wireless fading environment is considered. We first study a benchmark scenario with the fixed role configuration, from which a tight lower bound for the asymptotic outage behavior is derived. For this case, the achievable diversity is limited to two and the system outage behavior at high signal-to-noise ratio (SNR) is affected by the easing-off factor log c0together with log(log c0) denoting the source transmit SNR. After that, a dynamic role selection policy is incorporated and the asymptotic analysis shows that the ROSE mechanism can enhance the system diversity order to three, and the decaying law of outage behavior is no longer affected by the c0and (log c0) factors. In addition, the power-splitting receiver achieves the same asymptotic outage performance as that of the ideal EH receiver. Our results reveal that the line-of-sight component is crucial to improve the performance of the EH-based ROSE cooperative system, and the role decision with imperfect channel information has a detrimental effect on the system's diversity gain.
Haiyang Ding, Daniel B. da Costa 0001, Himal A. Suraweera, Jianhua Ge
IEEE Trans. Wirel. Commun.1
2016 On the Effects of LOS Path and Opportunistic Scheduling in Energy Harvesting Relay Systems
abstract
In this paper, we investigate the effects of line-of-sight (LoS) path and opportunistic scheduling (OS) on dualhop energy harvesting (EH) relay systems, where the LoS path exists between source and EH relay. We first study a single-destination case and show that the system diversity order is one and the outage behavior decays as log(SNR)/SNR, with SNR denoting the transmit signal-to-noise ratio (SNR) at the source. In the presence of a strong LoS path, asymptotic results reveal that the easing-off factor log(SNR) can be eliminated and a faster decay rate, 1/SNR, is achieved. Afterward, the OS of the second hops (N destinations) is considered, and its separate as well as joint effects on the system outage behavior are examined. In addition, the choice of power-splitting factor is discussed and the impacts of EH constraint on the performance limit compared with conventional relay system are investigated, showing that under the same transmit-power consumption from the fixed energy supply, the EH relay system could achieve the same performance with that of conventional relay system if the wireless power transfer in the first hop is lossless and the energy conversion efficiency at EH relay tends to be unity.
Haiyang Ding, Daniel B. da Costa 0001, Xiaodong Wang 0001, Ugo Silva Dias, Rafael Timóteo de Sousa Júnior, Jianhua Ge
IEEE Trans. Wirel. Commun.1
2015 Role Selection for Energy Harvesting Cooperative Systems
abstract
This paper investigates the feasibility of deploying dynamic role selection (ROSE) mechanism in three-node energy harvesting (EH) cooperative relay systems. A benchmark case of fixed role configuration is first studied which shows that full diversity order can be achieved and the system outage probability at high signal-to-noise ratio (SNR) is determined by the scaling laws of log c0/c0^2 together with log(log c0)/c0^2, with c0 denoting the transmit SNR at the source. Then, the ROSE mechanism is merged into the EH cooperative system and it is analytically shown that the ROSE mechanism can enhance the system diversity order to three, and the high-SNR outage behavior is no longer affected by the log c0 and log(log c0) factors. Interestingly different from the conventional EH relay system with fixed role configuration, in the high SNR regime our results show that the energy conversion efficiency and the power-splitting factor at the relay have negligible effect on the outage behavior of ROSE cooperation.
Haiyang Ding, Daniel B. da Costa 0001, Himal A. Suraweera, Jianhua Ge
GLOBECOM1
2015 Distributed Role Selection With ANC and TDBC Protocols in Two-Way Relaying Systems
abstract
This paper advocates a distributed role selection strategy to coordinate two-way relaying transmissions among three cooperative nodes. For such, the local channel state information comparison and decision feedback mechanism are merged into classical analog network coding (ANC) and time division broadcast (TDBC) protocols such that the cooperative role of each node can be designated in a distributed fashion. We refer to this distributed role selection rule as d-ROSE. In both ANC-based and TDBC-based two-way relaying scenarios, strict proof for the equivalence of d-ROSE and optimal ROSE is given, which indicates that albeit the different form, their final role decision is essentially the same. Outage analysis for the d-ROSE strategy is carried out and the scaling law of the system outage behavior at high signal-to-noise ratio (SNR) is characterized, which manifests that d-ROSE can enhance the system diversity gain to one-order higher relative to the ANC and TDBC protocols. It is also shown that d-ROSE can reduce the signaling overhead upto 60% to perform the outage-optimal role selection. Finally, the impacts of node placement on the outage performance as well as the average signaling overhead of d-ROSE are numerically evaluated and some useful conclusions are drawn.
Haiyang Ding, Daniel B. da Costa 0001, Mohamed-Slim Alouini, Jianhua Ge, Fengkui Gong
IEEE Trans. Commun.1
2013 A centralized role selection scheme for two-user amplify-and-forward relaying systems
abstract
In this paper, an optimal and centralized role selection scheme for two-user amplify-and-forward relaying systems is proposed, where two users compete to transmit their own information to a common destination. Relying on the instantaneous channel conditions, either of the two users can opportunely play the role of an information source and the other user will serve as an amplify-and-forward relay. The proposed framework aims to maximize the received signal-to-noise ratio (SNR) at the destination, which enhances the transmission reliability. In order to reveal the inherent impacts of different link statistics on the system outage behavior, a closed-form lower-bound expression for the outage probability is derived. Moreover, an asymptotic outage analysis is carried out and points out that the high-SNR outage behavior of the proposed scheme is dominated by the user-destination links irrespective of the inter-user link. Our analytical results are corroborated by means of Monte Carlo simulations.
Haiyang Ding, Daniel B. da Costa 0001, Jianhua Ge
WCNC1
2013 Time and frequency synchronisation scheme for orthogonal frequency division multiplexing-based cooperative systems
abstract
In the cooperative relay system, different frames from different relays are not aligned in the time domain, and have different carrier frequency offsets (CFOs). Estimation of these timing offsets and CFOs is a crucial and challenging task. In this study, a new training structure is proposed, and a novel time and frequency synchronisation scheme is presented for orthogonal frequency division multiplexing‐based (OFDM‐based) cooperative systems. The coarse time synchronisation is accomplished by using the symmetric conjugate of the training symbol and the fine time synchronisation is accomplished by segment‐moving correlation. The fractional frequency offset is estimated by using the phase difference of the received signal and the integral frequency offset is estimated by utilising the good autocorrelation of the training symbol in frequency domain. The analysis and the simulation results show that, compared with the traditional scheme, the proposed scheme has better timing and frequency offset estimation performance and lower complexity for OFDM‐based cooperative systems.
Jianhua Ge, Haiyang Ding
IET Commun.4
2012 Outage analysis of two-way relaying in interference-limited AF cooperative networks over Nakagami-m fading
abstract
This paper investigates the outage performance of dual-hop amplify-and-forward (AF) two-way relaying systems with multiple co-channel interferers at the AF relay and two noisy end-sources. Assuming a Nakagami-m fading environment, a highly precise, easy-to-compute closed-form approximate expression for the outage probability is derived. Our analysis allows for general operating scenarios with distinct Nakagami-m fading parameters and unequal average fading powers between the hops. Monte Carlo simulation results are presented to corroborate the tightness of the proposed approximations.
Daniel B. da Costa 0001, Haiyang Ding, Michel Daoud Yacoub, Jianhua Ge
WCNC2
2012 Two Birds with One Stone: Exploiting Direct Links for Multiuser Two-Way Relaying Systems
abstract
This Letter proposes a mechanism to combine multiuser diversity (MUD) and incremental relaying in a multiuser two-way relaying system, where one end-source exchanges messages with one out of N available end-sources by using a half-duplex amplify-and-forward (AF) relay. Outage analysis for the proposed scheme is carried out and, compared with the time division broadcast (TDBC) protocol, reveals that it not only realizes full diversity order (N+1) but also achieves improved expected spectral efficiency. Also, it is indicated that the expected spectral efficiency of the proposed scheme approaches that of the analog network coding (ANC) protocol in high signal-to-noise ratio (SNR) regime. Furthermore, the finite-SNR diversity-multiplexing tradeoff (DMT) is examined, from which the superiority of the proposed scheme to TDBC is confirmed as well. Other insightful comparisons in terms of the outage performance are presented that show the practical usefulness of our multiuser two-way relaying framework.
Haiyang Ding, Jianhua Ge, Daniel B. da Costa 0001, Zhuoqin Jiang
IEEE Trans. Wirel. Commun.1
2006 Error Analysis of DS-BPSK UWB Multiple-Access Systems in Dense Multipath Channels
abstract
A bit error rate (BER) analysis of an asynchronous DS-BPSK UWB system in dense multipath channels by means of standard Gaussian approximation (SGA) and simplified improved Gaussian approximation (SIGA) is presented. The standard UWB channel (proposed by IEEE 802.15.3a task group) is employed in the analysis to reflect the actual channel conditions. Several key parameters that affect the BER performance are obtained by means of SGA. On the basis of SGA, the validity of improved Gaussian approximation (IGA) method is established in our systems and the accuracy of the bit error rate expression obtained via SIGA is demonstrated with Monte-Carlo simulations. Besides, the impacts of several different kinds of transmitted pulses on BER performance are investigated with numerical examples.
Haiyang Ding, Yanhua Zhang, Xuemei Wu
ICC1
2006 Performance evaluation of DS-BPSK UWB multiple-access systems in standard UWB channels
abstract
Performance evaluations of an asynchronous DS-BPSK UWB system in standard UWB channels by means of characteristic function (CF) method, standard Gaussian approximation (SGA) and simplified improved Gaussian approximation (SIGA) are presented. The standard UWB channel (proposed by IEEE 802.15.3a task group) is employed in the analysis to reflect the actual channel conditions. Firstly, a bit error rate (BER) expression obtained via CF method is presented and the availability of it is analyzed. Then, several key parameters that affect the BER performance are obtained by means of SGA. On the basis of SGA, the validity of IGA method is established in our systems and the accuracy of the BER expression obtained via SIGA is demonstrated with Monte-Carlo simulations. Besides, the impacts of several different kinds of transmitted pulses on BER performance are investigated.
Haiyang Ding, Yanhua Zhang, Xuemei Wu
IPCCC1