This paper derives an approximate formula for probability density function(PDF) of received signal-to-interference-and-noise ratio(SINR) at user terminal when matched filter(MF) is adopted at a base station(BS).This d...This paper derives an approximate formula for probability density function(PDF) of received signal-to-interference-and-noise ratio(SINR) at user terminal when matched filter(MF) is adopted at a base station(BS).This distribution of SINR can be used to make an analysis of average sum-rate,outage probability,and symbol error rate of massive MIMO downlink with MF at BS.From simulation,it is found that the derived approximate analytical expression for PDF of SINR is consistent with the simulated exact PDF from the definition of SINR in medium-scale and large-scale MIMO systems.展开更多
In order to obtain the change law of the fatigue reliability of cement concrete for highway pavement under high stress ratios, first, the probability densities of monotonic random variables including concrete fatigue ...In order to obtain the change law of the fatigue reliability of cement concrete for highway pavement under high stress ratios, first, the probability densities of monotonic random variables including concrete fatigue life are deduced. And then, the fatigue damage probability densities of the Miner and Chaboche-Zhao models are deduced. By virtue of laboratory fatigue test results, the fatigue damage probability density functions of the two models can be obtained, considering different stress ratios. Finally, substituting load cycles into them, the change law of cement concrete fatigue reliability about load cycles can be acquired. The results show that under the same stress ratio, with the increase in the load cycle, the fatigue reliability declines from almost 100% to 0% gradually. No matter under what stress ratio, during the initial stage of the load action, there is always a relatively stable phase for fatigue reliability. With the increase in the stress ratio, the stable phase gradually shortens and the load cycle corresponding to the reliability of 0% also decreases. In the descent phase of reliability, the higher the stress ratio is, the lower the concrete reliability is for the same load cycle. Besides, compared with the Chaboche-Zhao fatigue damage model, the Miner fatigue damage model is safer.展开更多
针对当前不同的非白噪声背景研究很少,根据噪音、语音和音乐的性质并且结合统计学理论,提出一种在不同噪声背景下低信噪比的语音/音乐分割算法。以往的检测算法很少考虑低信噪比的环境,首先从音频数据中提取新的特征参数概率密度比(prob...针对当前不同的非白噪声背景研究很少,根据噪音、语音和音乐的性质并且结合统计学理论,提出一种在不同噪声背景下低信噪比的语音/音乐分割算法。以往的检测算法很少考虑低信噪比的环境,首先从音频数据中提取新的特征参数概率密度比(probability density ratio,PR)和概率密度比过零率(probability density ratio crossing rate,PRCR),特征参数在低信噪比环境下亦能明显表征语音和音乐的不同特性,然后根据音频的特性对PRCR进行修正,再基于此修正的特征参数对语音和音乐进行改变点检测,最后得到分割结果。实验结果显示,在信噪比达到5dB时分割点准确率达到85%以上,具有良好的鲁棒性。展开更多
In the present paper we derived, with direct method, the exact expressions for the sampling probability density function of the Gini concentration ratio for samples from a uniform population of size n = 6, 7, 8, 9 and...In the present paper we derived, with direct method, the exact expressions for the sampling probability density function of the Gini concentration ratio for samples from a uniform population of size n = 6, 7, 8, 9 and 10. Moreover, we found some regularities of such distributions valid for any sample size.展开更多
现有的距离度量学习算法都是假设训练数据和测试数据服从相同的分布,但是该假设在实际中不一定成立。当训练数据和测试数据的分布不同时,利用训练数据学习得到的度量函数可能难以适用于测试数据。针对上述问题,本文在NCA(Neighbourhood ...现有的距离度量学习算法都是假设训练数据和测试数据服从相同的分布,但是该假设在实际中不一定成立。当训练数据和测试数据的分布不同时,利用训练数据学习得到的度量函数可能难以适用于测试数据。针对上述问题,本文在NCA(Neighbourhood Components Analysis)度量学习方法的基础上,通过引入概率密度比值对目标函数加权,提出了一种采用概率密度比值估计的距离度量学习方法(Distance metric learning with ProbabilityDensity Ratio Estimation,DML-PDR)。在UCI数据集和Corel图像库上的KNN分类实验表明,新方法克服了传统度量学习方法的不一致问题,提高了分类的准确率。展开更多
基金Supported by the National Natural Science Foundation of China(No.61271230,61301107)the Fundamental Research Funds for the Central Universities(No.30920130122004)Open Research Fund of National Mobile Communications Research Laboratory,Southeast University(No.2013D02)
文摘This paper derives an approximate formula for probability density function(PDF) of received signal-to-interference-and-noise ratio(SINR) at user terminal when matched filter(MF) is adopted at a base station(BS).This distribution of SINR can be used to make an analysis of average sum-rate,outage probability,and symbol error rate of massive MIMO downlink with MF at BS.From simulation,it is found that the derived approximate analytical expression for PDF of SINR is consistent with the simulated exact PDF from the definition of SINR in medium-scale and large-scale MIMO systems.
基金The National Natural Science Foundation of China(No. 51008071 )the Natural Science Foundation of Jiangsu Province(No. BK2010413)
文摘In order to obtain the change law of the fatigue reliability of cement concrete for highway pavement under high stress ratios, first, the probability densities of monotonic random variables including concrete fatigue life are deduced. And then, the fatigue damage probability densities of the Miner and Chaboche-Zhao models are deduced. By virtue of laboratory fatigue test results, the fatigue damage probability density functions of the two models can be obtained, considering different stress ratios. Finally, substituting load cycles into them, the change law of cement concrete fatigue reliability about load cycles can be acquired. The results show that under the same stress ratio, with the increase in the load cycle, the fatigue reliability declines from almost 100% to 0% gradually. No matter under what stress ratio, during the initial stage of the load action, there is always a relatively stable phase for fatigue reliability. With the increase in the stress ratio, the stable phase gradually shortens and the load cycle corresponding to the reliability of 0% also decreases. In the descent phase of reliability, the higher the stress ratio is, the lower the concrete reliability is for the same load cycle. Besides, compared with the Chaboche-Zhao fatigue damage model, the Miner fatigue damage model is safer.
文摘针对当前不同的非白噪声背景研究很少,根据噪音、语音和音乐的性质并且结合统计学理论,提出一种在不同噪声背景下低信噪比的语音/音乐分割算法。以往的检测算法很少考虑低信噪比的环境,首先从音频数据中提取新的特征参数概率密度比(probability density ratio,PR)和概率密度比过零率(probability density ratio crossing rate,PRCR),特征参数在低信噪比环境下亦能明显表征语音和音乐的不同特性,然后根据音频的特性对PRCR进行修正,再基于此修正的特征参数对语音和音乐进行改变点检测,最后得到分割结果。实验结果显示,在信噪比达到5dB时分割点准确率达到85%以上,具有良好的鲁棒性。
文摘In the present paper we derived, with direct method, the exact expressions for the sampling probability density function of the Gini concentration ratio for samples from a uniform population of size n = 6, 7, 8, 9 and 10. Moreover, we found some regularities of such distributions valid for any sample size.
文摘现有的距离度量学习算法都是假设训练数据和测试数据服从相同的分布,但是该假设在实际中不一定成立。当训练数据和测试数据的分布不同时,利用训练数据学习得到的度量函数可能难以适用于测试数据。针对上述问题,本文在NCA(Neighbourhood Components Analysis)度量学习方法的基础上,通过引入概率密度比值对目标函数加权,提出了一种采用概率密度比值估计的距离度量学习方法(Distance metric learning with ProbabilityDensity Ratio Estimation,DML-PDR)。在UCI数据集和Corel图像库上的KNN分类实验表明,新方法克服了传统度量学习方法的不一致问题,提高了分类的准确率。
