针对软测量方法实际应用中查询样本可能出现奇异点这一问题,提出一种带奇异点检测和补偿的高斯过程回归(Gaussian process regression,GPR)在线软测量方法。该方法首先对训练样本利用高斯过程回归方法进行建模,得到软测量模型;然后对新...针对软测量方法实际应用中查询样本可能出现奇异点这一问题,提出一种带奇异点检测和补偿的高斯过程回归(Gaussian process regression,GPR)在线软测量方法。该方法首先对训练样本利用高斯过程回归方法进行建模,得到软测量模型;然后对新来查询样本采用改进拉依达准则进行奇异点检测,当新来查询样本被确定为奇异点时,利用辅助模型进行修补,然后再利用软测量模型对修补后查询样本点进行预测;否则,直接对新来查询样本点使用软测量模型进行预测,此方法能够有效确保新来查询样本点的有效性。通过对实际硫回收过程的数据进行实验仿真,进一步验证了所提方法的有效性。展开更多
To exploit the effect of modulation schemes on the best relay selection,a novel Jointing Modulation schemes max-min criterion(JM-max-min) is proposed firstly for Two-Way De-Noise-and-Forward(DNF) Opportunistic Relayin...To exploit the effect of modulation schemes on the best relay selection,a novel Jointing Modulation schemes max-min criterion(JM-max-min) is proposed firstly for Two-Way De-Noise-and-Forward(DNF) Opportunistic Relaying systems(TW-DNF-OR) by aiming at minimizing the Pairwise Error Probability(PEP) of Multi-Access(MA) phase which dominates the error per-formance of TW-DNF-OR due to the presence of MA interference.The proposed JM-max-min criterion integrates perfectly the minimum distances of constellations and the relay links gains.Then,with the proposed JM-max-min criterion,we analyze the Symbol Error Probabilities(SEPs) of MA phase and BroadCast(BC) phase by using the approximated mathematics analysis,and present the corresponding closed-form expressions to SEPs.The numerical analysis shows,for a given modulations combination at both sources,the TW-DNF-OR systems with the proposed JM-max-min criterion outperform the one with the conventional max-min criterion.展开更多
文摘针对软测量方法实际应用中查询样本可能出现奇异点这一问题,提出一种带奇异点检测和补偿的高斯过程回归(Gaussian process regression,GPR)在线软测量方法。该方法首先对训练样本利用高斯过程回归方法进行建模,得到软测量模型;然后对新来查询样本采用改进拉依达准则进行奇异点检测,当新来查询样本被确定为奇异点时,利用辅助模型进行修补,然后再利用软测量模型对修补后查询样本点进行预测;否则,直接对新来查询样本点使用软测量模型进行预测,此方法能够有效确保新来查询样本点的有效性。通过对实际硫回收过程的数据进行实验仿真,进一步验证了所提方法的有效性。
基金Supported by the National Natural Science Foundations of China (No. 61071090,No. 61171093)the Postgraduate Innovation Programs of Scientific Research of Jiangsu Province (CX10B-184Z,CXZZ11_0388)the Project 11KJA510001 and PAPD
文摘To exploit the effect of modulation schemes on the best relay selection,a novel Jointing Modulation schemes max-min criterion(JM-max-min) is proposed firstly for Two-Way De-Noise-and-Forward(DNF) Opportunistic Relaying systems(TW-DNF-OR) by aiming at minimizing the Pairwise Error Probability(PEP) of Multi-Access(MA) phase which dominates the error per-formance of TW-DNF-OR due to the presence of MA interference.The proposed JM-max-min criterion integrates perfectly the minimum distances of constellations and the relay links gains.Then,with the proposed JM-max-min criterion,we analyze the Symbol Error Probabilities(SEPs) of MA phase and BroadCast(BC) phase by using the approximated mathematics analysis,and present the corresponding closed-form expressions to SEPs.The numerical analysis shows,for a given modulations combination at both sources,the TW-DNF-OR systems with the proposed JM-max-min criterion outperform the one with the conventional max-min criterion.
