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High-fidelity full-color self-interference incoherent digital holography via quarter-wave geometric phase optics
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作者 Jae-Won Lee Jin-Hyeok Seo +4 位作者 Jung-Yeop Shin Jing-Wen Bu Kihong Choi Keehoon Hong Hak-Rin Kim 《Opto-Electronic Advances》 2026年第1期49-64,共16页
We present a compact self-interference incoherent digital holography(SIDH)system that incorporates a quarter-waveplate(QWP)-based geometric phase(GP)lens to achieve high-fidelity,full-color holographic imaging under b... We present a compact self-interference incoherent digital holography(SIDH)system that incorporates a quarter-waveplate(QWP)-based geometric phase(GP)lens to achieve high-fidelity,full-color holographic imaging under broadband incoherent illumination.Traditional SIDH systems that utilize half-waveplate(HWP)-based GP lenses are hindered by unavoidable triple-wavefront polarization interference,stemming from chromatic dispersion in phase retardation.This interference introduces color-dependent artifacts in the reconstructed images.In contrast,our QWP-based design inherently suppresses such interference by using the non-diffracted beam as the reference,enabling stable dual-wavefront modulation.This approach produces phase-encoded polarization interference patterns that remain spectrally consistent across the red,green,and blue(RGB)channels.Experimental results demonstrate substantial noise suppression and significantly improved full-color image fidelity,supported by channelspecific noise analysis and structural similarity metrics.The system also preserves a simplified optical configuration without active polarization control,allowing for compact integration and cost-effective fabrication.These advantages position the proposed QWP-GP SIDH architecture as a promising solution for portable,real-time digital holographic 3D imaging,with scalable potential in applications such as augmented reality,optical diagnostics,and spectral holography. 展开更多
关键词 self-interference incoherent digital holography digital holography geometric phase lens polarization interference holographic imaging
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Full-Duplex Massive MIMO Self-Interference Suppression Based on Beamforming
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作者 ZHANG Boyu ZHANG Ling +1 位作者 LI Zijing SHEN Ying 《ZTE Communications》 2025年第4期97-109,共13页
The complexities of hardware and signal processing make it especially challenging to develop self-interference cancellation(SIC)techniques for full-duplex(FD)massive multiple-input-multiple-output(MIMO)systems.This pa... The complexities of hardware and signal processing make it especially challenging to develop self-interference cancellation(SIC)techniques for full-duplex(FD)massive multiple-input-multiple-output(MIMO)systems.This paper examines an FD massive MIMO system featuring multi-stream transmission.Specifically,it adopts an architecture where a single transmit or receive radio frequency(RF)channel is connected to three antennas in the same polarization direction,effectively reducing the number of transmit and receive RF channels by half.The SoftNull algorithm serves as the primary method for SI suppression,leveraging digital precoding during transmission.Additionally,this study outlines a design strategy to enhance SIC in the proposed system.Simulation results highlight the efficacy of the SoftNull algorithm,which achieves a remarkable total SIC of up to 64 dB.Furthermore,combined with measures such as antenna isolation and increased trans⁃ceiver array spacing,the resulting sum rate can be twice that of a half-duplex system. 展开更多
关键词 full-duplex massive MIMO self-interference BEAMFORMING PRECODING
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Digitally-Assisted Analog Self-Interference Cancellation for STAR System
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作者 Pan Wensheng Shi Chengzhe +2 位作者 Li Tong Shen Ying Shao Shihai 《China Communications》 2025年第3期36-53,共18页
To enable simultaneous transmit and receive(STAR)on the same frequency in a densely deployed space with multi-interference sources,this work proposes a digitally-assisted analog selfinterference cancellation method,wh... To enable simultaneous transmit and receive(STAR)on the same frequency in a densely deployed space with multi-interference sources,this work proposes a digitally-assisted analog selfinterference cancellation method,which can acquire reference signals through flexible wired/wireless switching access.Based on this method,the Minimum Mean Square Error algorithm with known channel state information is derived in detail,determining the upper limit of the cancellation performance,and the Adaptive Dithered Linear Search algorithm for real-time engineering cancellation is given.The correctness of theoretical analysis is verified by the practical self-interference channel measured by a vector network analyzer.Furthermore,we have designed and implemented the corresponding multiinterference cancellation prototype with the digitallyassisted structure,capable of handling multiple interferences(up to three)and supporting a large receive bandwidth of 100 MHz as well as a wide frequency coverage from 30 MHz to 3000 MHz.Prototype test results demonstrate that in the presence of three interferences,when the single interference bandwidth is 0.2/2/20 MHz(corresponding to the receive bandwidth of 2/20/100 MHz),the cancellation performance can reach 46/32/22 dB or more. 展开更多
关键词 analog self-interference cancellation channel measurement digitally-assisted multiinterference prototype design simultaneous transmit and receive
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Variable Projection Order Adaptive Filtering Algorithm for Self-interference Cancellation in Airborne Radars
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作者 LI Haorui GAO Ying +1 位作者 GUO Xinyu OU Shifeng 《Transactions of Nanjing University of Aeronautics and Astronautics》 2025年第4期497-508,共12页
The adaptive filtering algorithm with a fixed projection order is unable to adjust its performance in response to changes in the external environment of airborne radars.To overcome this limitation,a new approach is in... The adaptive filtering algorithm with a fixed projection order is unable to adjust its performance in response to changes in the external environment of airborne radars.To overcome this limitation,a new approach is introduced,which is the variable projection order Ekblom norm-promoted adaptive algorithm(VPO-EPAA).The method begins by examining the mean squared deviation(MSD)of the EPAA,deriving a formula for its MSD.Next,it compares the MSD of EPAA at two different projection orders and selects the one that minimizes the MSD as the parameter for the current iteration.Furthermore,the algorithm’s computational complexity is analyzed theoretically.Simulation results from system identification and self-interference cancellation show that the proposed algorithm performs exceptionally well in airborne radar signal self-interference cancellation,even under various noise intensities and types of interference. 展开更多
关键词 adaptive filtering algorithm airborne radar variable projection order mean squared deviation self-interference cancellation
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RF CMOS、BiCMOS的新进展(五)——移相器、RF开关、集成无源元件和相控阵(续)
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作者 李永 赵正平 《半导体技术》 北大核心 2026年第2期109-118,共10页
当今信息社会已进入通用人工智能时代,大数据呈指数规律增长,不但要求数据处理速度高速增长,同时也要求数据的传输带宽更宽,推动数据载波的频率向射频(RF)的高端发展。Si基RF CMOS和RF BiCMOS集成电路(IC)具有体积小、功耗低、易于集成... 当今信息社会已进入通用人工智能时代,大数据呈指数规律增长,不但要求数据处理速度高速增长,同时也要求数据的传输带宽更宽,推动数据载波的频率向射频(RF)的高端发展。Si基RF CMOS和RF BiCMOS集成电路(IC)具有体积小、功耗低、易于集成等优点,相应呈现高速发展的态势。综述了Si基RF CMOS和RF BiCMOS的最新进展和发展态势,主要包括低噪声放大器与接收前端,射频-直流整流器与射频能量收集器,功率放大器、RF信号放大器与发射机,振荡器、混频器与频率综合器,移相器、开关、集成无源元件和相控阵,RF专用集成电路(ASIC)和微系统集成等七个RF IC发展的主要方面,凝练了各类RF IC的发展趋势和关键技术创新点。 展开更多
关键词 射频(rf)CMOS rf BiCMOS 放大器 收/发机 rf能量收集器 压控振荡器 频率综合器 移相器 相控阵 微系统集成
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RF CMOS、BiCMOS的新进展(六)——RF ASIC和微系统集成
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作者 李永 赵正平 《半导体技术》 北大核心 2026年第3期205-214,共10页
当今信息社会已进入通用人工智能时代,大数据呈指数规律增长,不但要求数据处理速度高速增长,同时也要求数据的传输带宽更宽,推动数据载波的频率向射频(RF)的高端发展。Si基RF CMOS和RF BiCMOS集成电路(IC)具有体积小、功耗低、易于集成... 当今信息社会已进入通用人工智能时代,大数据呈指数规律增长,不但要求数据处理速度高速增长,同时也要求数据的传输带宽更宽,推动数据载波的频率向射频(RF)的高端发展。Si基RF CMOS和RF BiCMOS集成电路(IC)具有体积小、功耗低、易于集成等优点,相应呈现高速发展的态势。综述了Si基RF CMOS和RF BiCMOS的最新进展和发展态势,主要包括低噪声放大器与接收前端,射频-直流整流器与射频能量收集器,功率放大器、RF信号放大器与发射机,振荡器、混频器与频率综合器,移相器、开关、集成无源元件和相控阵,RF专用集成电路(ASIC)和微系统集成等七个RF IC发展的主要方面,凝练了各类RF IC的发展趋势和关键技术创新点。 展开更多
关键词 射频(rf)CMOS rf BiCMOS 放大器 收/发机 rf能量收集器 压控振荡器 频率综合器 移相器 相控阵 微系统集成
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RF CMOS、BiCMOS的新进展(五)——移相器、RF开关、集成无源元件和相控阵
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作者 李永 赵正平 《半导体技术》 北大核心 2026年第1期1-12,共12页
当今信息社会已进入通用人工智能时代,大数据呈指数规律增长,不但要求数据处理速度高速增长,同时也要求数据的传输带宽更宽,推动数据载波的频率向射频(RF)的高端发展。Si基RF CMOS和RF BiCMOS集成电路(IC)具有体积小、功耗低、易于集成... 当今信息社会已进入通用人工智能时代,大数据呈指数规律增长,不但要求数据处理速度高速增长,同时也要求数据的传输带宽更宽,推动数据载波的频率向射频(RF)的高端发展。Si基RF CMOS和RF BiCMOS集成电路(IC)具有体积小、功耗低、易于集成等优点,相应呈现高速发展的态势。综述了Si基RF CMOS和RF BiCMOS的最新进展和发展态势,主要包括低噪声放大器与接收前端,射频-直流整流器与射频能量收集器,功率放大器、RF信号放大器与发射机,振荡器、混频器与频率综合器,移相器、开关、集成无源元件和相控阵,RF专用集成电路(ASIC)和微系统集成等七个RF IC发展的主要方面,凝练了各类RF IC的发展趋势和关键技术创新点。 展开更多
关键词 射频(rf)CMOS rf BiCMOS 放大器 收/发机 rf能量收集器 压控振荡器 频率综合器 移相器 相控阵 微系统集成`
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基于AHC-PSO-RF代理模型的大型集装箱船参数横摇运动快速预报
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作者 孙强 谭杰 周耀华 《中国舰船研究》 北大核心 2026年第1期104-113,共10页
[目的]针对传统基于水动力学的数值模拟方法计算船舶参数横摇存在计算成本高、操作要求高且无法覆盖所有装载工况等问题,提出一种融合特征物理化重构、凝聚层次聚类(AHC)与改进随机森林(RF)的集成机器学习替代模型,用于高效预测船舶参... [目的]针对传统基于水动力学的数值模拟方法计算船舶参数横摇存在计算成本高、操作要求高且无法覆盖所有装载工况等问题,提出一种融合特征物理化重构、凝聚层次聚类(AHC)与改进随机森林(RF)的集成机器学习替代模型,用于高效预测船舶参数横摇幅值。[方法]利用AHC压缩特征维度,降低模型复杂度和计算开销;采用粒子群算法(PSO)对RF超参数进行全局寻优。[结果]基于某大型集装箱船多工况水动力数值模拟结果数据的验证结果表明:与广义回归神经网络(GRNN)及未优化RF模型相比,在迎浪和艉随浪工况下,该模型(AHC–PSO–RF)在横摇有义值预测中的决定系数(R2)平均提升5.84%与0.27%,均方根误差(RMSE)平均降低59.28%与10.69%,预测精度较高。此外,模型在单个装载工况的平均计算耗时相比于水动力数值模拟方法减少84.5%。[结论]该模型在批量预测任务中具备显著效率优势,证明了其作为高效替代方案的工程实用价值。 展开更多
关键词 船舶稳性 参数横摇 代理模型 凝聚层次聚类−粒子群优化−随机森林模型 集装箱船 动稳性预报
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On the Performance of Active Analog Self-Interference Cancellation Techniques for Beyond 5G Systems 被引量:6
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作者 Haifeng Luo Mark Holm Tharmalingam Ratnarajah 《China Communications》 SCIE CSCD 2021年第10期158-168,共11页
The in-band full-duplex(IBFD)mechanism is of interest in beyond 5 G systems due to its potential to enhance spectral efficiency and reduce delay.To achieve the maximum gain of IBFD systems,the significant self-interfe... The in-band full-duplex(IBFD)mechanism is of interest in beyond 5 G systems due to its potential to enhance spectral efficiency and reduce delay.To achieve the maximum gain of IBFD systems,the significant self-interference(SI)must be efficiently suppressed.The challenges of wideband selfinterference cancellation(SIC)lie in the radio frequency(RF)domain,where the performance will be limited by the hardware.This paper reviews current RF cancellation mechanisms and investigates an efficient mechanism for future wideband systems with minimum complexity.The working principle and implementation details of multi-tap cancellers are first introduced,then an optical domain-based RF canceller is reviewed,and a novel low-cost design is proposed.To minimize the cost and complexity of the canceller,the minimum required number of taps are analyzed.Simulation results show that with the commonly used 12-bits analog-to-digital converter(ADC)at the receiver,the novel optical domain-based canceller can enable efficient SIC in the 3 GPP LTE specifications compatible system within 400 MHz bandwidth. 展开更多
关键词 full-duplex beyond 5G system self-interference cancellation optical domain-based canceller
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RF self-interference cancellation by using photonic technology [Invited] 被引量:4
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作者 Xiuyou Han Xinxin Su +4 位作者 Shuanglin Fu Yiying Gu Zhenlin Wu Xiaozhou Li Mingshan Zhao 《Chinese Optics Letters》 SCIE EI CAS CSCD 2021年第7期116-125,共10页
Radio frequency(RF) self-interference is a key issue for the application of in-band full-duplex communication in beyond fifth generation and sixth generation communications.Compared with electronic technology, photoni... Radio frequency(RF) self-interference is a key issue for the application of in-band full-duplex communication in beyond fifth generation and sixth generation communications.Compared with electronic technology, photonic technology has the advantages of wide bandwidth and high tuning precision, exhibiting great potential to realize high interference cancellation depth over broad band.In this paper, a comprehensive overview of photonic enabled RF self-interference cancellation(SIC)is presented.The operation principle of photonic RF SIC is introduced, and the advances in implementing photonic RF SIC according to the realization mechanism of phase reversal are summarized.For further realistic applications, the multipath RF SIC and the integrated photonic RF SIC are also surveyed.Finally, the challenges and opportunities of photonic RF SIC technology are discussed. 展开更多
关键词 in-band full-duplex radio frequency self-interference cancellation microwave photonics
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All-Digital Self-Interference Cancellation in Zero-IF Full-Duplex Transceivers 被引量:5
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作者 Lu Tian Shuai Wang +1 位作者 Zhiheng Cheng Xiangyuan Bu 《China Communications》 SCIE CSCD 2016年第11期27-34,共8页
In this paper,a general scheme in digital self-interference cancellation at baseband for zero-IF full-duplex transceivers is presented. We model the self-interference signals specifically with only the nonlinear disto... In this paper,a general scheme in digital self-interference cancellation at baseband for zero-IF full-duplex transceivers is presented. We model the self-interference signals specifically with only the nonlinear distortion signals falling in receiving band considered. A joint estimation algorithm is proposed for compensating the time delay and frequency offset taking into account the IQ amplitude and phase imbalances from mixers. The memory effect and nonlinear distortion are adaptively estimated by the de-correlated normalized least mean square(DNLMS) algorithm. Numerical simulation results demonstrate that the proposed self-interference cancellation scheme can efficiently compensate the self-interference and outperform the existing traditional solutions. 展开更多
关键词 communication systems full-duplex transceivers self-interference cancellation IQ imbalance de-correlated normalized least mean square algorithm
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Self-Interference Elimination by Physical Feedback Channel in CCFD for 3-D Beamforming Communication 被引量:2
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作者 Naveed Ali Kaimkhani Zhe Chen Fuliang Yin 《China Communications》 SCIE CSCD 2017年第9期62-71,共10页
The 3-D beamforming scheme has elite as evolving interest because of its efficiency to empower assorted techniques such as vertical and horizontal domains and emanation beamforming according to subscriber's provis... The 3-D beamforming scheme has elite as evolving interest because of its efficiency to empower assorted techniques such as vertical and horizontal domains and emanation beamforming according to subscriber's provisions. Usually, 3-D beamforming communication is set up on FDD/TDD approach those effects on the performance of spectrum and energy efficiency. Co-frequency and CoTime Full Duplex(CCFD) is an effective solution to improve the spectrum and energy efficiency by transmitting and receiving simultaneously in frequency and time domain. While, CCFD communication often face the self-interference issue when communication occurs, simultaneously. Consequently, in this paper a self-interference elimination by physical feedback channel in CCFD for 3-D Beamforming communication scheme is proposed to improve the over-all system performance in terms of energy and spectrum efficiency. The simulation and analytical outcomes demonstrated that the proposed system is superior than the traditional one. 展开更多
关键词 spectrum efficiency energy effi-ciency co-frequency and co-time full DUPLEX self-interference suppression 3-D beamform-ing
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Robust Digital Non-Linear Self-Interference Cancellation in Full Duplex Radios with Maximum Correntropy Criterion 被引量:3
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作者 Zhirong Luan Hua Qu +1 位作者 Jihong Zhao Badong Chen 《China Communications》 SCIE CSCD 2016年第9期53-59,共7页
Full duplex radio increases the frequency efficiency but its performance is limited by the self-interference (SI). We first analyze the multiple noises in the full duplex radio system and model such noises as an α ... Full duplex radio increases the frequency efficiency but its performance is limited by the self-interference (SI). We first analyze the multiple noises in the full duplex radio system and model such noises as an α - stable distribution. Then we formulate a novel non-Gaussian SI problem. Under the maximum correntropy criterion (MCC), a robust digital non-linear self-interference cancellation algorithm is proposed for the SI channel estimation. A gradient descent based algorithm is derived to search the optimal solution. Simulation results show that the proposed algorithm can achieve a smaller estimation error and a higher pseudo signal to interference plus noise ratio (PSINR) than the well-known least mean square (LMS) algorithm and least square (LS) algorithm. 展开更多
关键词 full duplex radio robust estimation digital non-linear self-interference can- cellation a-stable noise correntropy
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Polarization Oblique Projection Based Self-Interference Cancellation against PA Nonlinear Distortion in MIMO Full Duplex System 被引量:2
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作者 Wen Zhao Chunyan Feng +1 位作者 Fangfang Liu Caili Guo 《China Communications》 SCIE CSCD 2016年第11期49-59,共11页
In MIMO full duplex system,power amplifier(PA) nonlinearity limits the self-interference(SI) cancellation seriously. Most existing methods need to model and estimate the PA nonlinearity in order to reconstruct the SI,... In MIMO full duplex system,power amplifier(PA) nonlinearity limits the self-interference(SI) cancellation seriously. Most existing methods need to model and estimate the PA nonlinearity in order to reconstruct the SI,however the estimation error caused by the mismatch between the estimated PA model and the actual PA property still impacts the cancellation ability,especially when the transmit power is high. In this paper we propose a polarization oblique projection based self-interference cancellation method which does not need to estimate the PA nonlinearity coefficients. It exploits the polarization state information of the signals which is immune to the PA nonlinearity,and establishes an oblique projection operator to cancel the SI. Numerical results and analysis demonstrate that it can cancel the nonlinear SI effectively. Moreover the signal to interfere plus noise ratio(SINR) and the achievable sum rate do not deteriorate when the transmit power is high. Further,the upper bound of the achievable sum rate can be more than twice that of the half duplex. 展开更多
关键词 full duplex self-interference cancellation PA nonlinearity polarization oblique projection
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Adaptive digital self-interference cancellation based on fractional order LMS in LFMCW radar 被引量:7
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作者 LUO Yongjiang BI Luhao ZHAO Dong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第3期573-583,共11页
Adaptive digital self-interference cancellation(ADSIC)is a significant method to suppress self-interference and improve the performance of the linear frequency modulated continuous wave(LFMCW)radar.Due to efficient im... Adaptive digital self-interference cancellation(ADSIC)is a significant method to suppress self-interference and improve the performance of the linear frequency modulated continuous wave(LFMCW)radar.Due to efficient implementation structure,the conventional method based on least mean square(LMS)is widely used,but its performance is not sufficient for LFMCW radar.To achieve a better self-interference cancellation(SIC)result and more optimal radar performance,we present an ADSIC method based on fractional order LMS(FOLMS),which utilizes the multi-path cancellation structure and adaptively updates the weight coefficients of the cancellation system.First,we derive the iterative expression of the weight coefficients by using the fractional order derivative and short-term memory principle.Then,to solve the problem that it is difficult to select the parameters of the proposed method due to the non-stationary characteristics of radar transmitted signals,we construct the performance evaluation model of LFMCW radar,and analyze the relationship between the mean square deviation and the parameters of FOLMS.Finally,the theoretical analysis and simulation results show that the proposed method has a better SIC performance than the conventional methods. 展开更多
关键词 adaptive digital self-interference cancellation(ADSIC) linear frequency modulated continuous wave(LFMCW)radar fractional order least mean square(LMS)
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A physical layer security scheme for full-duplex communication systems with residual self-interference and non-eavesdropping CSI 被引量:1
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作者 Weijia Lei Yang Zhou Xiuzhen Lin 《Digital Communications and Networks》 SCIE CSCD 2021年第3期352-361,共10页
We discuss the physical layer security scheme in the Full-Duplex(FD)MIMO point-to-point two-way communication system with residual self-interference,in which legitimate nodes send confidential information and null spa... We discuss the physical layer security scheme in the Full-Duplex(FD)MIMO point-to-point two-way communication system with residual self-interference,in which legitimate nodes send confidential information and null space Artificial Noise(AN)while receiving information.Because the Channel State Information(CSI)of the eavesdropper is unavailable,we optimize the covariance matrices of the information signal as well as the allocation of the antenna for transmitting and receiving to minimize the signal power consumption under the target rate constraint.As a result,the power of AN is maximized within the limit of total power,so the interception capability of the eavesdropper is suppressed as much as possible.Since self-interference cannot be completely eliminated,the optimization process of one legitimate node depends on the optimization result of the other.By substituting self-interference power in the secrecy rate formula with its average value,the joint optimization process at the two nodes is transformed into two separate and solvable optimization processes.Then,the Water-Filling Algorithm(WFA)and bisection algorithm are used to get the optimal covariance matrices of the signal.Furthermore,we derive the theoretical lower bound of ergodic achievable secrecy rate under rayleigh channels to evaluate the performance of the scheme.The simulation results show that the theoretical derivation is correct,and the actual achievable rate is very close to the target rate,which means that the approximation in the optimization is feasible.The results also show that secrecy transmission can be realized because a considerable secrecy rate can be achieved. 展开更多
关键词 Physical layer security Full-duplex self-interference Eavesdropping CSI MULTI-ANTENNA
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基于随机森林算法(RF)的深层煤岩气CO_(2)与N_(2)伴注压裂协同增效机制
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作者 方燕俊 罗懿 王帆 《非常规油气》 2026年第1期63-72,共10页
针对深层煤岩气藏吸附气解吸困难、压后产能低和递减快等问题,在CO_(2)与N_(2)对煤层作用机制的基础上,以鄂尔多斯盆地大牛地深层煤岩气为研究对象,通过开展甲烷解吸性能测试、岩心伤害测试以及返排液滞留测试等室内实验,进行地层条件... 针对深层煤岩气藏吸附气解吸困难、压后产能低和递减快等问题,在CO_(2)与N_(2)对煤层作用机制的基础上,以鄂尔多斯盆地大牛地深层煤岩气为研究对象,通过开展甲烷解吸性能测试、岩心伤害测试以及返排液滞留测试等室内实验,进行地层条件下不同注气压力、气液体积比和气体配比等伴注参数混合气伴注对煤岩润湿性能、微观结构、表面电荷性质以及对甲烷解吸性能的影响因素分析,同时结合随机森林算法(RF),明确了滑溜水压裂液对深层煤岩气解吸性能影响的主控因素和预测主控因素边界条件。研究表明,气体与液体共存条件下,压裂液对煤岩的伤害占主导地位,注气可以减缓压裂液对煤岩的伤害;Zeta电位、质量差、接触角和注气压力是煤岩气解吸影响的主控因素,当气液配比为1∶4、V(N_(2))∶V(CO_(2))=1∶3~1∶4(温度80℃,压力5 MPa),浸泡后煤样与水的接触角控制在30°~40°、Zeta电位控制在-60~-70mV,最有利于提高甲烷的解吸量,同时考虑CO_(2)成本高于N_(2),V(N_(2))∶V(CO_(2))=1∶3效益最佳。 展开更多
关键词 深层煤岩气 混合气伴注 解吸 CO_(2) N_(2) 随机森林算法(rf)
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基于RBFNN-RF的南水北调中线总干渠冰情预测模型
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作者 陈晓楠 刘爽 +3 位作者 陈宁 李晓倩 穆祥鹏 段春青 《水利水电快报》 2026年第1期1-7,共7页
为提升南水北调中线总干渠冰期输水能力,实现在保障冰期安全运行前提下尽可能多供水的目标,精准预测总干渠冰情有重要意义。利用南水北调中线工程通水以来的冰情原型观测数据,应用径向基神经网络(RBFNN)建立了当日平均水温、次日最高和... 为提升南水北调中线总干渠冰期输水能力,实现在保障冰期安全运行前提下尽可能多供水的目标,精准预测总干渠冰情有重要意义。利用南水北调中线工程通水以来的冰情原型观测数据,应用径向基神经网络(RBFNN)建立了当日平均水温、次日最高和最低气温、次日天气状况、次日水流流速与次日平均水温的非线性回归模型,利用随机森林(RF)模型建立了基于水温、气温、流速因子研判冰情状态的二分类模型,并结合两者形成了基于径向基神经网络和随机森林(RBFNN-RF)的冰情逐日预测模型。以南水北调中线总干渠北拒马河断面为典型代表,应用该模型分别针对1,3,5,7 d预见期的冰情进行测试。结果表明:1,3,5,7 d预测水温的均方根误差分别为0.17,0.36,0.52,0.64℃,而相应预见期下的冰情状态预测准确率分别为95.28%,92.68%,89.08%和85.22%,建立的冰情预测模型具有较高的精度。该冰情预测模型可为南水北调中线工程实施精准动态调度,充分发挥工程效益提供技术支撑,并为类似明渠长距离调水工程的冰期调度提供参考。 展开更多
关键词 冰情预测 RBFNN rf 南水北调中线总干渠
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基于RF-Transformer的测井曲线页岩岩相识别方法
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作者 苏俊磊 董旭 +4 位作者 唐嘉伟 曾渝 石雪莹 李佩璇 杨仁杰 《测井技术》 2026年第1期153-162,共10页
岩相识别是油气储层精细刻画的关键环节,其准确性直接影响储层评价结果的可靠性。现有识别方法在测井数据高频噪声抑制方面存在不足,且难以准确捕捉地层纵向长程依赖关系。因此,本文提出了一种融合随机森林(Random Forest,RF)与Transfor... 岩相识别是油气储层精细刻画的关键环节,其准确性直接影响储层评价结果的可靠性。现有识别方法在测井数据高频噪声抑制方面存在不足,且难以准确捕捉地层纵向长程依赖关系。因此,本文提出了一种融合随机森林(Random Forest,RF)与Transformer的深度学习模型(RF-Transformer),以提高非均质储层页岩岩相识别的准确性与效率,为储层精细刻画提供技术支撑。该模型首先利用随机森林模型评估测井曲线(如自然伽马、声波时差、电阻率等)特征权重,用以筛选关键参数进而压制高频噪声,构建高质量特征输入向量。随后用Transformer模块,借助其自注意力机制的全局上下文感知能力,并行计算测井曲线的关联权重,从而深度挖掘并重构地层纵向长程依赖关系。以川南页岩气田3800个实测样本(含6类典型岩相、8条常规测井曲线)为数据集,开展模型性能对比与实例应用分析。结果表明:①RF-Transformer模型准确率达91.51%,较Transformer、长短期记忆网络(Long Short-Term Memory,LSTM)和卷积神经网络(Convolutional Neural Network,CNN)模型分别提升了12.90%、23.60%和47.54%,优于K近邻(81.09%)、决策树(77.28%)等传统机器学习模型;②该模型仅需约25次迭代即可进入收敛态,收敛速度较现有模型提升8~10倍;③成功筛选出自然伽马、声波时差、浅侧向电阻率等6条关键测井曲线,有效剔除深侧向电阻率等冗余特征与非地质噪声;④实例应用中,预测页岩岩相剖面纵向连续性与平滑度高,与真实地质分层特征高度吻合,精准刻画页岩岩相过渡带边界。结论认为,该模型在兼顾高抗噪性与强时序捕捉能力的同时,实现页岩岩相的高效精准识别,为非均质储层精细描述提供了可靠技术支撑,后续需围绕测井解释软件适配性展开优化。 展开更多
关键词 测井曲线 岩相识别 随机森林(Random Forest rf) 深度学习 TRANSFORMER 页岩储层 长程依赖 噪声抑制
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基于RF-ProMPs的个性化步态模式预测
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作者 曾春鸿 陆康 +1 位作者 何志琴 吴钦木 《传感器与微系统》 北大核心 2026年第4期158-161,共4页
为更准确地生成用于被动康复训练的个性化参考步态,提出了一种结合随机森林(RF)和概率运动基元(ProMPs)的步态模式预测方法。首先使用RF根据个体身体特征参数和指定步速预测个体的步态特征,然后引入ProMPs学习正常人步态数据的概率分布... 为更准确地生成用于被动康复训练的个性化参考步态,提出了一种结合随机森林(RF)和概率运动基元(ProMPs)的步态模式预测方法。首先使用RF根据个体身体特征参数和指定步速预测个体的步态特征,然后引入ProMPs学习正常人步态数据的概率分布并基于预测的步态特征进行步态模式重构。实验结果表明:与现有方法相比,RF-ProMPs预测的髋膝关节步态模式平均绝对误差(MAD)分别降低了32%和18%,该方法可用于生成下肢被动康复训练的参考轨迹。 展开更多
关键词 下肢康复机器人 个性化步态模式预测 随机森林 概率运动基元
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