In this study,it is proposed that the diffusion least mean square(LMS)algorithm can be improved by applying the fractional order signal processing methodologies.Application of Caputo’s fractional derivatives are cons...In this study,it is proposed that the diffusion least mean square(LMS)algorithm can be improved by applying the fractional order signal processing methodologies.Application of Caputo’s fractional derivatives are considered in the optimization of cost function.It is suggested to derive a fractional order variant of the diffusion LMS algorithm.The applicability is tested for the estimation of channel parameters in a distributed environment consisting of randomly distributed sensors communicating through wireless medium.The topology of the network is selected such that a smaller number of nodes are informed.In the network,a random sleep strategy is followed to conserve the transmission power at the nodes.The proposed fractional ordermodified diffusionLMS algorithms are applied in the two configurations of combine-then-adapt and adapt-then-combine.The average squared error performance of the proposed algorithms along with its traditional counterparts are evaluated for the estimation of the Rayleigh channel parameters.Amathematical proof of convergence is provided showing that the addition of the nonlinear term resulting from fractional derivatives helps adjusts the autocorrelation matrix in such a way that the spread of its eigenvalues decreases.This increases the convergence as well as the steady state response even for the larger step sizes.Experimental results are shown for different number of nodes and fractional orders.The simulation results establish that the accuracy of the proposed scheme is far better than its classical counterparts,therefore,helps better solves the channel gains estimation problem in a distributed wireless environment.The algorithm has the potential to be applied in other applications related to learning and adaptation.展开更多
The inhomogenous ocean waveguide, which leads the amplitude and phase of the signal arriving at a hydrophone array to fluctuate, is one of the causes that make the array gain deviate from its ideal value. The relation...The inhomogenous ocean waveguide, which leads the amplitude and phase of the signal arriving at a hydrophone array to fluctuate, is one of the causes that make the array gain deviate from its ideal value. The relationship between the array gain and the fluctuant acoustic channel is studied theoretically. The analytical expression of the array gain is derived via an acoustic channel transfer function on the assumption that the ambient noise field is isotropic. The expression is expanded via the Euler formula to give an insight into the effect of the fluctuant acoustic channel on the array gain. The result demonstrates that the amplitude fluctuation of the acoustic channel transfer functions has a slight effect on the array gain; however, the uniformity of the phase difference between the weighting coefficient and the channel transfer function on all the hydrophones in the array is a major factor that leads the array gain to further deviate from its ideal value. The numerical verification is conducted in the downslope waveguide, in which the gain of a horizontal uniform linear array(HLA) with a wide-aperture operating in the continental slope area is considered. Numerical result is consistent with the theoretical analysis.展开更多
In order to save energy consumption of two-way amplifier forward(AF) relaying with channel estimation error, an energy efficiency enhancement scheme is proposed in this work. Firstly, through the analysis of two-way A...In order to save energy consumption of two-way amplifier forward(AF) relaying with channel estimation error, an energy efficiency enhancement scheme is proposed in this work. Firstly, through the analysis of two-way AF relaying mode with channel estimation error, the resultant instantaneous SNRs at end nodes is obtained. Then, by using a high SNR approximation, outage possibility is acquired and its simple closed-form expression is represented. Specially, for using the energy resource more efficiently, a low-complexity power allocation and transmission mode selection policy is proposed to enhance the energy efficiency of two-way AF relay system. Finally, relay priority region is identified in which cooperative diversity energy gain can be achieved. The computer simulations are presented to verify our analytical results, indicating that the proposed policy outperforms direct transmission by an energy gain of 3 dB at the relative channel estimation error less than 0.001. The results also show that the two-way AF relaying transmission loses the two-way AF relaying transmission loses its superiority to direct transmission in terms of energy efficiency when channel estimation error reaches 0.03.展开更多
In this paper,we propose a novel deep learning(DL)-based receiver design for orthogonal frequency division multiplexing(OFDM)systems.The entire process of channel estimation,equalization,and signal detection is replac...In this paper,we propose a novel deep learning(DL)-based receiver design for orthogonal frequency division multiplexing(OFDM)systems.The entire process of channel estimation,equalization,and signal detection is replaced by a neural network(NN),and hence,the detector is called a NN detector(N^(2)D).First,an OFDM signal model is established.We analyze both temporal and spectral characteristics of OFDM signals,which are the motivation for DL.Then,the generated data based on the simulation of channel statistics is used for offline training of bi-directional long short-term memory(Bi-LSTM)NN.Especially,a discriminator(F)is added to the input of Bi-LSTM NN to look for subcarrier transmission data with optimal channel gain(OCG),which can greatly improve the performance of the detector.Finally,the trained N^(2)D is used for online recovery of OFDM symbols.The performance of the proposed N^(2)D is analyzed theoretically in terms of bit error rate(BER)by Monte Carlo simulation under different parameter scenarios.The simulation results demonstrate that the BER of N^(2)D is obviously lower than other algorithms,especially at high signal-to-noise ratios(SNRs).Meanwhile,the proposed N^(2)D is robust to the fluctuation of parameter values.展开更多
The effect of channel-width chirping on near- and far-field intensity patterns of the six supermodes was investigated. The supermode discrimination was evaluated in various channel-chirped index guided laser arrays. T...The effect of channel-width chirping on near- and far-field intensity patterns of the six supermodes was investigated. The supermode discrimination was evaluated in various channel-chirped index guided laser arrays. The results show that the linearly channel-chirped laser array has very good supermode discrimination which is better than that of a uniform laser array, the V channel-chirped laser array has the smallest radiation angle of the fundamental supermode among the calculated arrays, and the asymmetrically V channel-chirped array has a very small radiation angle of the fundamental supermode, which is smaller than that of the uniform array and also allows for very good fundamental supermode discrimination against the higher-order supermodes, which is better than that of the V channel-chirped laser array.展开更多
针对现有密钥分发协议在水声信道环境下的信息泄露问题,提出了一种基于细粒度极化的隐蔽密钥分发(Covert Secret-key distribution based on Fine-grained Polarization,CSFP)方案.首先,采用一致最大功效检验方法建立敌手模型,并给出隐...针对现有密钥分发协议在水声信道环境下的信息泄露问题,提出了一种基于细粒度极化的隐蔽密钥分发(Covert Secret-key distribution based on Fine-grained Polarization,CSFP)方案.首先,采用一致最大功效检验方法建立敌手模型,并给出隐蔽密钥分发方案的形式化定义.考虑到水声信道的非对称性和衰落效应,根据注水原理推导出信息传输速率达到香农极限时最优码字符号分布对应的带宽以及信道容量,并利用莱布尼兹积分法则和黎曼积分的保号性推导出信道容量与信道增益的函数关系,通过计算水声信道增益对极化子信道的容量进行排序实现极化码的码字构造,确保信息传输速率达到香农极限.其次,对信息比特索引集合进行细粒度极化,采用链式结构将多个消息块依次链接实现信息比特索引序列的对齐,设计出多轮通信下隐蔽密钥分发的编码和解码算法,利用合法发送方和接收方共享的随机种子对首轮传输的消息块进行初始化,并从当前生成的密钥中提取出随机种子对后续消息块进行随机化,确保密钥分发过程的隐蔽性.最后,通过信息理论证明了CSFP方案的可靠性、随机性、保密性和隐蔽性,利用最大熵原理推导出水声信道环境下隐蔽性约束的可达性条件和隐蔽密钥生成速率.仿真结果表明,与现有方案相比,CSFP方案的隐蔽密钥生成速率平均提高了18.78%,隐蔽概率平均提高了38.29%.此外,CSFP方案生成的密钥成功通过了SP 800-22测试平台的随机性检测.展开更多
Optical channel pre-emphasis equalization is experimentally researched for a 270 km 40×40 Gbit/s wavelength division multiplexing (WDM) transmission system with three Erbium-doped fiber amplifiers (EDFAs) and Ram...Optical channel pre-emphasis equalization is experimentally researched for a 270 km 40×40 Gbit/s wavelength division multiplexing (WDM) transmission system with three Erbium-doped fiber amplifiers (EDFAs) and Raman amplifiers concatenated as booster amplifier. The channel imbalance of the overall system changes with different sets of power launched into EDFAs. By appropriately choosing the power input to concatenated EDFAs, the output spectrum of 40 channel signal can be equalized to the most extent. The merit of benefit can be around 5.5 dB by this pre-emphasis equalization. The requirement for the gain equalizer is therefore greatly released. Then the gain imbalance of the overall system and the power imbalance of 40 channels are compared and the two almost matches, but the significant difference lies on some channels. Finally, the pump power into Raman amplifier is also optimized, and another 1.3 dB improvement of channel equalization can be further achieved.展开更多
针对超短波信道快衰落、远近效应、多径效应等特点,针对现有渔船超短波通信系统噪声高、通信距离下降的问题,提出一种适用于渔船超短波通信系统的前端功率控制算法:利用双chirp前导信号实现发送端信号功率控制和接收端自动增益控制,先...针对超短波信道快衰落、远近效应、多径效应等特点,针对现有渔船超短波通信系统噪声高、通信距离下降的问题,提出一种适用于渔船超短波通信系统的前端功率控制算法:利用双chirp前导信号实现发送端信号功率控制和接收端自动增益控制,先通过一次检测chirp波相关峰值,获得信道的增益初估计,反馈调整AD前端的自动增益放大器,使信号达到合适的处理增益;通过检测第2个chirp波相关峰值,获得第2次增益估计;最后通过AR模型实现增益的精确估计与调整。仿真结果表明,该算法对接收端可以实现40 d B以上的增益调整,发送端可以节省30%以上的功耗。该算法的应用,可以降低超短波信道的背景噪声,改善渔业超短波信道环境,网络性能可得到提高。展开更多
针对多径环境中均匀线阵(uniform linear array,ULA)的幅相误差的校正问题,在不破坏阵列幅相误差矩阵的前提下,提出了一种多径条件下基于辅助阵元的波达方向(direction of arrival,DOA)估计及幅相误差自校正算法。利用阵列平移的方法对...针对多径环境中均匀线阵(uniform linear array,ULA)的幅相误差的校正问题,在不破坏阵列幅相误差矩阵的前提下,提出了一种多径条件下基于辅助阵元的波达方向(direction of arrival,DOA)估计及幅相误差自校正算法。利用阵列平移的方法对相干信号进行解相干预处理,再利用辅助阵元依据子空间原理构建代阶函数实现相干信源的方位估计,进而对阵列幅相误差进行估计。计算机仿真结果表明,该算法对多径环境下的相干信源具有准确的方位估计与幅相误差自校正性能。展开更多
文摘In this study,it is proposed that the diffusion least mean square(LMS)algorithm can be improved by applying the fractional order signal processing methodologies.Application of Caputo’s fractional derivatives are considered in the optimization of cost function.It is suggested to derive a fractional order variant of the diffusion LMS algorithm.The applicability is tested for the estimation of channel parameters in a distributed environment consisting of randomly distributed sensors communicating through wireless medium.The topology of the network is selected such that a smaller number of nodes are informed.In the network,a random sleep strategy is followed to conserve the transmission power at the nodes.The proposed fractional ordermodified diffusionLMS algorithms are applied in the two configurations of combine-then-adapt and adapt-then-combine.The average squared error performance of the proposed algorithms along with its traditional counterparts are evaluated for the estimation of the Rayleigh channel parameters.Amathematical proof of convergence is provided showing that the addition of the nonlinear term resulting from fractional derivatives helps adjusts the autocorrelation matrix in such a way that the spread of its eigenvalues decreases.This increases the convergence as well as the steady state response even for the larger step sizes.Experimental results are shown for different number of nodes and fractional orders.The simulation results establish that the accuracy of the proposed scheme is far better than its classical counterparts,therefore,helps better solves the channel gains estimation problem in a distributed wireless environment.The algorithm has the potential to be applied in other applications related to learning and adaptation.
基金Project supported by the National Natural Science Foundation of China(Grant No.11534009)
文摘The inhomogenous ocean waveguide, which leads the amplitude and phase of the signal arriving at a hydrophone array to fluctuate, is one of the causes that make the array gain deviate from its ideal value. The relationship between the array gain and the fluctuant acoustic channel is studied theoretically. The analytical expression of the array gain is derived via an acoustic channel transfer function on the assumption that the ambient noise field is isotropic. The expression is expanded via the Euler formula to give an insight into the effect of the fluctuant acoustic channel on the array gain. The result demonstrates that the amplitude fluctuation of the acoustic channel transfer functions has a slight effect on the array gain; however, the uniformity of the phase difference between the weighting coefficient and the channel transfer function on all the hydrophones in the array is a major factor that leads the array gain to further deviate from its ideal value. The numerical verification is conducted in the downslope waveguide, in which the gain of a horizontal uniform linear array(HLA) with a wide-aperture operating in the continental slope area is considered. Numerical result is consistent with the theoretical analysis.
基金Project(IRT0852) supported by the Program for Changjiang Scholars and Innovative Research Team in University,ChinaProject(2012CB316100) supported by the National Basic Research Program of China+2 种基金Projects(61101144,61101145) supported by the National Natural Science Foundation of ChinaProject(B08038) supported by the "111" Project,ChinaProject(K50510010017) supported by the Fundamental Research Funds for the Central Universities,China
文摘In order to save energy consumption of two-way amplifier forward(AF) relaying with channel estimation error, an energy efficiency enhancement scheme is proposed in this work. Firstly, through the analysis of two-way AF relaying mode with channel estimation error, the resultant instantaneous SNRs at end nodes is obtained. Then, by using a high SNR approximation, outage possibility is acquired and its simple closed-form expression is represented. Specially, for using the energy resource more efficiently, a low-complexity power allocation and transmission mode selection policy is proposed to enhance the energy efficiency of two-way AF relay system. Finally, relay priority region is identified in which cooperative diversity energy gain can be achieved. The computer simulations are presented to verify our analytical results, indicating that the proposed policy outperforms direct transmission by an energy gain of 3 dB at the relative channel estimation error less than 0.001. The results also show that the two-way AF relaying transmission loses the two-way AF relaying transmission loses its superiority to direct transmission in terms of energy efficiency when channel estimation error reaches 0.03.
基金supported in part by the National Natural Science Foundation of China No.62001220the Natural Science Foundation of Jiangsu Province BK20200440the Fundamental Research Funds for the Central Universities No.1004-YAH20016,No.NT2020009。
文摘In this paper,we propose a novel deep learning(DL)-based receiver design for orthogonal frequency division multiplexing(OFDM)systems.The entire process of channel estimation,equalization,and signal detection is replaced by a neural network(NN),and hence,the detector is called a NN detector(N^(2)D).First,an OFDM signal model is established.We analyze both temporal and spectral characteristics of OFDM signals,which are the motivation for DL.Then,the generated data based on the simulation of channel statistics is used for offline training of bi-directional long short-term memory(Bi-LSTM)NN.Especially,a discriminator(F)is added to the input of Bi-LSTM NN to look for subcarrier transmission data with optimal channel gain(OCG),which can greatly improve the performance of the detector.Finally,the trained N^(2)D is used for online recovery of OFDM symbols.The performance of the proposed N^(2)D is analyzed theoretically in terms of bit error rate(BER)by Monte Carlo simulation under different parameter scenarios.The simulation results demonstrate that the BER of N^(2)D is obviously lower than other algorithms,especially at high signal-to-noise ratios(SNRs).Meanwhile,the proposed N^(2)D is robust to the fluctuation of parameter values.
文摘The effect of channel-width chirping on near- and far-field intensity patterns of the six supermodes was investigated. The supermode discrimination was evaluated in various channel-chirped index guided laser arrays. The results show that the linearly channel-chirped laser array has very good supermode discrimination which is better than that of a uniform laser array, the V channel-chirped laser array has the smallest radiation angle of the fundamental supermode among the calculated arrays, and the asymmetrically V channel-chirped array has a very small radiation angle of the fundamental supermode, which is smaller than that of the uniform array and also allows for very good fundamental supermode discrimination against the higher-order supermodes, which is better than that of the V channel-chirped laser array.
文摘针对现有密钥分发协议在水声信道环境下的信息泄露问题,提出了一种基于细粒度极化的隐蔽密钥分发(Covert Secret-key distribution based on Fine-grained Polarization,CSFP)方案.首先,采用一致最大功效检验方法建立敌手模型,并给出隐蔽密钥分发方案的形式化定义.考虑到水声信道的非对称性和衰落效应,根据注水原理推导出信息传输速率达到香农极限时最优码字符号分布对应的带宽以及信道容量,并利用莱布尼兹积分法则和黎曼积分的保号性推导出信道容量与信道增益的函数关系,通过计算水声信道增益对极化子信道的容量进行排序实现极化码的码字构造,确保信息传输速率达到香农极限.其次,对信息比特索引集合进行细粒度极化,采用链式结构将多个消息块依次链接实现信息比特索引序列的对齐,设计出多轮通信下隐蔽密钥分发的编码和解码算法,利用合法发送方和接收方共享的随机种子对首轮传输的消息块进行初始化,并从当前生成的密钥中提取出随机种子对后续消息块进行随机化,确保密钥分发过程的隐蔽性.最后,通过信息理论证明了CSFP方案的可靠性、随机性、保密性和隐蔽性,利用最大熵原理推导出水声信道环境下隐蔽性约束的可达性条件和隐蔽密钥生成速率.仿真结果表明,与现有方案相比,CSFP方案的隐蔽密钥生成速率平均提高了18.78%,隐蔽概率平均提高了38.29%.此外,CSFP方案生成的密钥成功通过了SP 800-22测试平台的随机性检测.
基金the National Natural Science Foundation of China (60777024)
文摘Optical channel pre-emphasis equalization is experimentally researched for a 270 km 40×40 Gbit/s wavelength division multiplexing (WDM) transmission system with three Erbium-doped fiber amplifiers (EDFAs) and Raman amplifiers concatenated as booster amplifier. The channel imbalance of the overall system changes with different sets of power launched into EDFAs. By appropriately choosing the power input to concatenated EDFAs, the output spectrum of 40 channel signal can be equalized to the most extent. The merit of benefit can be around 5.5 dB by this pre-emphasis equalization. The requirement for the gain equalizer is therefore greatly released. Then the gain imbalance of the overall system and the power imbalance of 40 channels are compared and the two almost matches, but the significant difference lies on some channels. Finally, the pump power into Raman amplifier is also optimized, and another 1.3 dB improvement of channel equalization can be further achieved.
文摘针对超短波信道快衰落、远近效应、多径效应等特点,针对现有渔船超短波通信系统噪声高、通信距离下降的问题,提出一种适用于渔船超短波通信系统的前端功率控制算法:利用双chirp前导信号实现发送端信号功率控制和接收端自动增益控制,先通过一次检测chirp波相关峰值,获得信道的增益初估计,反馈调整AD前端的自动增益放大器,使信号达到合适的处理增益;通过检测第2个chirp波相关峰值,获得第2次增益估计;最后通过AR模型实现增益的精确估计与调整。仿真结果表明,该算法对接收端可以实现40 d B以上的增益调整,发送端可以节省30%以上的功耗。该算法的应用,可以降低超短波信道的背景噪声,改善渔业超短波信道环境,网络性能可得到提高。
文摘针对多径环境中均匀线阵(uniform linear array,ULA)的幅相误差的校正问题,在不破坏阵列幅相误差矩阵的前提下,提出了一种多径条件下基于辅助阵元的波达方向(direction of arrival,DOA)估计及幅相误差自校正算法。利用阵列平移的方法对相干信号进行解相干预处理,再利用辅助阵元依据子空间原理构建代阶函数实现相干信源的方位估计,进而对阵列幅相误差进行估计。计算机仿真结果表明,该算法对多径环境下的相干信源具有准确的方位估计与幅相误差自校正性能。