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Echo state network based symbol detection in chaotic baseband wireless communication
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作者 Huiping Yin chao bai Haipeng Ren 《Digital Communications and Networks》 SCIE CSCD 2023年第6期1319-1330,共12页
The Chaotic Baseband Wireless Communication System(CBWCS)is expected to eliminate the Inter-Symbol Interference(ISI)caused by multipath propagation by using the optimal decoding threshold that is the sum of the ISI ca... The Chaotic Baseband Wireless Communication System(CBWCS)is expected to eliminate the Inter-Symbol Interference(ISI)caused by multipath propagation by using the optimal decoding threshold that is the sum of the ISI caused by past decoded bits and the ISI caused by future transmitting bits.However,the current technique is only capable of removing partial effects of the ISI,because only past decoded bits are available for the suboptimal decoding threshold calculation.The unavailability of the future information needed for the optimal decoding threshold is an obstacle to further improve the Bit Error Rate(BER)performance.In contrast to the previous method using Echo State Network(ESN)to predict one future bit,the proposed method in this paper predicts the optimal decoding threshold directly using ESN.The proposed ESN-based threshold prediction method simplifies the symbol decoding operation by avoiding the iterative prediction of the output waveform points using ESN and accumulated error caused by the iterative operation.With this approach,the calculation complexity is reduced compared to the previous ESN-based approach.The proposed method achieves better BER performance compared to the previous method.The reason for this superior result is twofold.First,the proposed ESN is capable of using more future symbols information conveyed by the ESN input to obtain more accurate threshold rather than the previous method in which only one future symbol was available.Second,the proposed method here does not need to estimate the channel information using Least Squared(LS)method,which avoids the extra error caused by inaccurate channel information estimation.Simulation results and experiment based on a wireless open-access research platform under a practical wireless channel show the effectiveness and superiority of the proposed method. 展开更多
关键词 Chaotic baseband wireless communication system(CBWCS) Inter-symbol interference(ISI) Echo state network(ESN) Threshold prediction
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7个林木大小多样性指数表达能力比较 被引量:11
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作者 娄明华 白超 +1 位作者 惠刚盈 汤孟平 《生物多样性》 CAS CSCD 北大核心 2019年第4期449-456,共8页
林木大小多样性直接反映森林生态系统的健康与稳定,客观恰当地表达大小多样性对于评价天然林或人工林的经济、生态、社会价值及其经营效果至关重要。本研究选用7个林木大小多样性指数,其中4个与距离无关(Simpson大小多样性指数D_N、Shan... 林木大小多样性直接反映森林生态系统的健康与稳定,客观恰当地表达大小多样性对于评价天然林或人工林的经济、生态、社会价值及其经营效果至关重要。本研究选用7个林木大小多样性指数,其中4个与距离无关(Simpson大小多样性指数D_N、Shannon大小多样性指数H_N、断面积Gini系数GC和直径变异系数CV_d),3个与距离有关(Simpson大小分化度指数D_T、Shannon大小分化度指数H_T和大小分化度均值指数■),通过6组模拟林分和4块实测林分比较分析了它们的表达能力。结果表明:不考虑极端情况(极端情况为对比林分林木大小混交不同但林木直径构成完全相同),GC、CV_d、■、D_T和H_T能客观恰当地表达不同径级分布林分的林木大小多样性差异,其中CV_d区分能力最强,GC次之。若考虑极端情况,只有■、D_T和H_T能区分出不同大小混交程度林分的林木大小多样性差异。本研究认为CV_d和CC因计算简单,易于实际应用,在营林活动中可作为分析林木大小多样性的首选指数;■因能识别不同大小混交程度林分的空间差异,即对林分更新变化敏感,适用于动态分析林分的结构特征。 展开更多
关键词 林木大小多样性 直径分布 大小分化度 大小混交 大小隔离
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Novel luminescent europium-centered hybrid material covalently grafted with organically modified titania via 2-substituted imidazophenanthroline for fluorescence sensing 被引量:2
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作者 Fenghan Wei chao bai +3 位作者 Huai-Ming Hu Shi He Xiaofang Wang Ganglin Xue 《Journal of Rare Earths》 SCIE EI CAS CSCD 2021年第6期666-673,I0002,共9页
By employing a rational approach,we prepared a novel kind of luminescent europium-centered hybrid material named Eu(tta)_(3)NCP-TiO_(2).The resulting material was characterized by FT-IR spectra,SEM,X-ray diffraction,t... By employing a rational approach,we prepared a novel kind of luminescent europium-centered hybrid material named Eu(tta)_(3)NCP-TiO_(2).The resulting material was characterized by FT-IR spectra,SEM,X-ray diffraction,thermogravimetric analysis,and photoluminescence spectra.The hybrid material features the combined advantages of the europium complex and the titania host,exhibiting not only good thermostability,but also long luminescence lifetime.Owing to the excellent luminescence of this material,the application in detecting organic small molecule solvents and metal ions was explored systematically.Significantly,Eu(tta)_(3)NCP-TiO_(2) exhibits superior detection for nitrobenzene molecule and Cu^(2+) ion in DMF(N,N-dimethylformamide) medium.Furthermore,the limit of detection(LOD) of Eu(tta)_(3)NCP-TiO_(2) for nitrobenzene and Cu^(2+) ion can be counted as 5.593× 10^(-5) and 9.566 ×10^(-5) mol/L,respectively.The results demonstrate that Eu(tta)_(3)NCP-TiO_(2) can serve as an efficient fluorescence probe for the detection of sensing of nitrobenzene and Cu^(2+) ion. 展开更多
关键词 Hybrid material Ternary europium complex Imidazophenanthroline TITANIA Fluorescence sensing Rare earths
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