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GHz photon-number resolving detection with high detection efficiency and low noise by ultra-narrowband interference circuits
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作者 Tingting Shi Yuanbin Fan +3 位作者 Zhengyu Yan Lai Zhou Yang Ji Zhiliang Yuan 《Journal of Semiconductors》 EI CAS CSCD 2024年第3期71-75,共5页
We demonstrate the photon-number resolution(PNR)capability of a 1.25 GHz gated InGaAs single-photon avalanche photodiode(APD)that is equipped with a simple,low-distortion ultra-narrowband interference circuit for the ... We demonstrate the photon-number resolution(PNR)capability of a 1.25 GHz gated InGaAs single-photon avalanche photodiode(APD)that is equipped with a simple,low-distortion ultra-narrowband interference circuit for the rejection of its background capacitive response.Through discriminating the avalanche current amplitude,we are able to resolve up to four detected photons in a single detection gate with a detection efficiency as high as 45%.The PNR capability is limited by the avalanche current saturation,and can be increased to five photons at a lower detection efficiency of 34%.The PNR capability,combined with high efficiency and low noise,will find applications in quantum information processing technique based on photonic qubits. 展开更多
关键词 single photon avalanche diode(APD) photon number resolution(PNR) detection efficiency
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Peak Electricity Demand Management and Energy Efficiency among Large Steel Manufacturing Firms in Nairobi Region, Kenya
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作者 Teresia Wanja Jackson Peter Musau Cyrus Wabuge Wekesa 《Journal of Power and Energy Engineering》 2023年第12期82-94,共13页
To reduce peak electricity demand and hence reduce capacity costs due to added investment of generating additional power to meet short intervals of peak demand, can enhance energy efficiency. Where it is possible to a... To reduce peak electricity demand and hence reduce capacity costs due to added investment of generating additional power to meet short intervals of peak demand, can enhance energy efficiency. Where it is possible to adjust timing and the quantity of electricity consumption and at the same time achieve the same useful effect, the value of the energy service itself remains unchanged. Peak demand management is viewed as the balance between demand and generation of energy hence an important requirement for stabilized operation of power system. Therefore, the purpose of this study was to establish the correlation between peak electricity demand management strategies and energy efficiency among large steel manufacturing firms in Nairobi, Kenya. The strategies investigated were demand scheduling, Peak shrinking and Peak shaving. Demand scheduling involves shifting predetermined loads to low peak periods thereby flattening the demand curve. Peak shrinking on the other hand involves installation of energy efficient equipment thereby shifting the overall demand curve downwards. Peak shaving is the deployment of secondary generation on site to temporarily power some loads during peak hours thereby reducing demand during the peak periods of the plant. The specific objectives were to test the relationship between demand scheduling and energy efficiency among large steel manufacturing firms in Nairobi Region;to test the correlation between peak shrinking and energy efficiency among large steel manufacturing firms in Nairobi Region;and to test the association between peak shaving and energy efficiency among large steel manufacturing firms in Nairobi Region. The study adopted a descriptive research design to determine the relationship between each independent variable namely demand scheduling, peak shrinking, peak shaving and the dependent variable, the energy efficiency. The target population was large steel manufacturing firms in Nairobi Region, Kenya. The study used both primary and secondary data. The primary data was from structured questionnaires while secondary data was from historical electricity consumption data for the firms under study. The results revealed that both peak shrinking and peak shaving were statistically significant in influencing energy efficiency among the steel manufacturing firms in Nairobi Region, each with Pearson correlation coefficient of 0.903, thus a strong linear relationship between the investigated strategy and the dependent variable, energy efficiency. The obtained results are significant at probability value of 0.005 (p 0.05). The conclusion is that peak shrinking and peak shaving have an impact on energy efficiency in the population under study, and if properly implemented, may lead to efficient utilization of the available energy. The study further recommended that peak demand management practices need to be implemented efficiently as a way of improving the overall plant load factor and energy efficiency. 展开更多
关键词 peak Demand Demand Scheduling peak Shrinking peak Shaving Energy efficiency
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Efficiency-determined method for thermal neutron detection with inorganic scintillator 被引量:1
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作者 FU Zaiwei HENG Yuekun +1 位作者 GU Shenjie TIAN Lin 《Nuclear Science and Techniques》 SCIE CAS CSCD 2013年第4期23-27,共5页
Because of 3He shortage,sintillator is a promising alternative choice for neutron detection in the field of thermal neutron scattering and imaging.Also,the neutron detection efficiency is difficult to be determined.In... Because of 3He shortage,sintillator is a promising alternative choice for neutron detection in the field of thermal neutron scattering and imaging.Also,the neutron detection efficiency is difficult to be determined.In this paper,the efficiency for thermal neutron detection is presented by inorganic scintillator using probability principles,supposed that the material of scintillator is uniform in element distribution,and that attenuation length of scintillation light is longer than that of its thickness in the scintillator.The efficiencies for two pieces of lithium glass are determined by this method,indicating the method is useful for determining efficiency of thermal neutron detections. 展开更多
关键词 中子探测效率 无机闪烁体 测定方法 热中子散射 元素分布 检测效率 氦-3 长度比
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Neutron response functions and detection efficiency of a spherical proton recoil proportional counter 被引量:2
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作者 Wang Xinhua He Tie +4 位作者 Guo Haiping An Li Zhen Pu Mou Yunfeng Yang Jian 《Nuclear Science and Techniques》 SCIE CAS CSCD 2010年第6期330-333,共4页
The neutron response function and detection efficiency of a spherical proton recoil proportional counter (SP) play key roles in precise measurement of neutron spectra of the interior materials.In this paper,the respon... The neutron response function and detection efficiency of a spherical proton recoil proportional counter (SP) play key roles in precise measurement of neutron spectra of the interior materials.In this paper,the response functions and detection efficiency of three SPs developed at CAEP are simulated by Geant4.The simulated spectra are compared with pulse-height spectra measured at 0.165,0.575,1.4,and 14.1 MeV of incident neutrons.And the calculated detector efficiencies agree within 5%with the data obtained by neutron activation. 展开更多
关键词 正比计数器 响应函数 探测效率 反冲质子 中子谱 球形 GEANT4 检测效率
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Determination of Full Energy Peak Efficiency of NaI(Tl) Detector Depending on Efficiency Transfer Principle for Conversion Form Experimental Values
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作者 Mohamed Abd-Elzaher Mohamed Salem Badawi +1 位作者 Ahmed El-Khatib Abouzeid Ahmed Thabet 《World Journal of Nuclear Science and Technology》 2012年第3期65-72,共8页
In this work we calibrated the NaI(Tl) scintillation detectors (5.08 × 5.08 cm2 and 7.62 × 7.62 cm2) and the Full Energy Peak Efficiency (FEPE) for these detectors have been calculated for point sources plac... In this work we calibrated the NaI(Tl) scintillation detectors (5.08 × 5.08 cm2 and 7.62 × 7.62 cm2) and the Full Energy Peak Efficiency (FEPE) for these detectors have been calculated for point sources placed at different positions on the detector axis using the analytical approach of the effective solid angle ratio. This approach is based on the direct mathematical method reported by Selim and Abbas [1,2] and has been used successfully before to calibrate the cylindrical, parallelepiped, and 4π NaI(Tl) detectors by using point, plane and volumetric sources. In addition, the present method is free of some major inconveniences of the conventional methods. 展开更多
关键词 Full ENERGY peak efficiency NaI(Tl) Scintillation efficiency TRANSFER
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Direct Analytical Method to Calculate Photopeak Efficiency and Photopeak Attenuation Coefficient of NaI(Tl) Well-Type Detector
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作者 K. S. Al-Mugren Mahmoud I. Abbas +1 位作者 Eman M. El-Bayoumi N. S. Aly 《World Journal of Nuclear Science and Technology》 2016年第2期115-124,共10页
In this paper full-energy peak (photopeak) efficiency and photopeak attenuation coefficient of 3'' × 3'' NaI(Tl) well-type scintillation detector were calculated using gamma-rayisotropic radiating... In this paper full-energy peak (photopeak) efficiency and photopeak attenuation coefficient of 3'' × 3'' NaI(Tl) well-type scintillation detector were calculated using gamma-rayisotropic radiating point sources (with photon energy: 0.245, 0.344, 0.662, 0.779, 0.964, 1.1732, 1.333 and 1.408 MeV) placed outside the detector well. These energies were obtained from <sup>152</sup>Eu, <sup>137</sup>Cs and <sup>60</sup>Co. The relations between the full energy peak efficiency and photopeak attenuation coefficients, were plotted vs. photon energy at different sources to detector distance, and it found that the full energy peak efficiency decreased by increasing the distance between the source and the detector. 展开更多
关键词 NaI(Tl) Well-Type Scintillation detector Full-Energy peak efficiency Photopeak Attenuation Coefficient Gamma-Ray Point Sources
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Quantum Cat Swarm Optimization Based Clustering with Intrusion Detection Technique for Future Internet of Things Environment
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作者 Mohammed Basheri Mahmoud Ragab 《Computer Systems Science & Engineering》 SCIE EI 2023年第9期3783-3798,共16页
The Internet of Things(IoT)is one of the emergent technologies with advanced developments in several applications like creating smart environments,enabling Industry 4.0,etc.As IoT devices operate via an inbuilt and li... The Internet of Things(IoT)is one of the emergent technologies with advanced developments in several applications like creating smart environments,enabling Industry 4.0,etc.As IoT devices operate via an inbuilt and limited power supply,the effective utilization of available energy plays a vital role in designing the IoT environment.At the same time,the communication of IoT devices in wireless mediums poses security as a challenging issue.Recently,intrusion detection systems(IDS)have paved the way to detect the presence of intrusions in the IoT environment.With this motivation,this article introduces a novel QuantumCat SwarmOptimization based Clustering with Intrusion Detection Technique(QCSOBC-IDT)for IoT environment.The QCSOBC-IDT model aims to achieve energy efficiency by clustering the nodes and security by intrusion detection.Primarily,the QCSOBC-IDT model presents a new QCSO algorithm for effectively choosing cluster heads(CHs)and organizing a set of clusters in the IoT environment.Besides,the QCSO algorithm computes a fitness function involving four parameters,namely energy efficiency,inter-cluster distance,intra-cluster distance,and node density.A harmony search algorithm(HSA)with a cascaded recurrent neural network(CRNN)model can be used for an effective intrusion detection process.The design of HSA assists in the optimal selection of hyperparameters related to the CRNN model.A detailed experimental analysis of the QCSOBC-IDT model ensured its promising efficiency compared to existing models. 展开更多
关键词 Internet of things energy efficiency CLUSTERING intrusion detection deep learning security
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Verification of modified sum-peak method in Monte Carlo simulation of full energy peak and sum-peak efficiencies of a HPGe detector 被引量:1
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作者 Tsukasa Aso Yoshimune Ogata Hidesuke Itadzu 《辐射防护》 CAS CSCD 北大核心 2020年第6期527-532,共6页
The modified sum-peak method estimates radioactivity by using only the peak and the sum-peak count rates.To verify the modified sum-peak method,the dependence of the full energy peak efficiency on the source-to-detect... The modified sum-peak method estimates radioactivity by using only the peak and the sum-peak count rates.To verify the modified sum-peak method,the dependence of the full energy peak efficiency on the source-to-detector distance in a high-purity germanium detector system was studied using a Geant4 Monte Carlo simulation.The effect of the deadlayer in the germanium crystal was estimated by reference to experiments on 241 Am and the relative efficiency of the detector.The peak efficiency dependence on the source-to-detector distance was compared between the simulation and measurements.The modified sum-peak method is discussed with respect to these peak efficiencies. 展开更多
关键词 Geant4 Monte Carlo simulation sum-peak method peak efficiency HPGE 60Co
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Peak Detection Implementation for Real-Time Signal Analysis Based on FPGA 被引量:1
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作者 Alperen Mustafa Colak Taito Manabe +1 位作者 Yuichiro Shibata Fujio Kurokawa 《Circuits and Systems》 2018年第10期148-167,共20页
In this paper a real-time peak detection method based on modified Automatic Multiscale Field Detection (AMPD) algorithm and Field Programmable Gate Arrays (FPGA) technologies of a time series data is studied, and opti... In this paper a real-time peak detection method based on modified Automatic Multiscale Field Detection (AMPD) algorithm and Field Programmable Gate Arrays (FPGA) technologies of a time series data is studied, and optimum scaling is highlighted after testing several scales. To validate the results obtained from modified algorithm, they are compared with the results of original AMPD method. As data of this study, three-phase voltage values of a power station are used. A detail detective sensitivity analysis of phase-to-phase voltage values is tried at different scales. Moreover, the original algorithm is tested regarding the off-line mode to obtain optimum scaling for real-time peak point detection. It is concluded that the peak detection of minimum and maximum points of data series achieved by modified algorithm is very close to the results of original AMPD algorithm. 展开更多
关键词 AMPD ALGORITHM OFF-LINE Method FPGA peak detection
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Improved Density Peaking Algorithm for Community Detection Based on Graph Representation Learning
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作者 Jiaming Wang Xiaolan Xie +1 位作者 Xiaochun Cheng Yuhan Wang 《Computer Systems Science & Engineering》 SCIE EI 2022年第12期997-1008,共12页
There is a large amount of information in the network data that we canexploit. It is difficult for classical community detection algorithms to handle network data with sparse topology. Representation learning of netw... There is a large amount of information in the network data that we canexploit. It is difficult for classical community detection algorithms to handle network data with sparse topology. Representation learning of network data is usually paired with clustering algorithms to solve the community detection problem.Meanwhile, there is always an unpredictable distribution of class clusters outputby graph representation learning. Therefore, we propose an improved densitypeak clustering algorithm (ILDPC) for the community detection problem, whichimproves the local density mechanism in the original algorithm and can betteraccommodate class clusters of different shapes. And we study the communitydetection in network data. The algorithm is paired with the benchmark modelGraph sample and aggregate (GraphSAGE) to show the adaptability of ILDPCfor community detection. The plotted decision diagram shows that the ILDPCalgorithm is more discriminative in selecting density peak points compared tothe original algorithm. Finally, the performance of K-means and other clusteringalgorithms on this benchmark model is compared, and the algorithm is proved tobe more suitable for community detection in sparse networks with the benchmarkmodel on the evaluation criterion F1-score. The sensitivity of the parameters ofthe ILDPC algorithm to the low-dimensional vector set output by the benchmarkmodel GraphSAGE is also analyzed. 展开更多
关键词 Representation learning data mining low-dimensional embedding community detection density peaking algorithm
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PRIMARY SIDE DETECTION AND PEAK CURRENT MODE CONTROL IN FLYBACK CONVERTER
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作者 FangJian LuZhiping YangJian LiZhaoji 《Journal of Electronics(China)》 2004年第1期72-77,共6页
A new cycle-by-cycle control flyback converter with primary side detection and peak current mode control is proposed and its dynamic characteristics are analyzed. The flyback converter is verified by the OrCAD simulat... A new cycle-by-cycle control flyback converter with primary side detection and peak current mode control is proposed and its dynamic characteristics are analyzed. The flyback converter is verified by the OrCAD simulator. The main advantages of this converter over the conventional one are simplicity, small size, rapid regulating and no sensing control signals over the isolation barrier. The circuit is suitable for digital control implementations. 展开更多
关键词 逆向变换器 峰值电流 初级检波 数字控制
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A Novel Low-Complexity Low-Latency Power Efficient Collision Detection Algorithm for Wireless Sensor Networks
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作者 Fawaz Alassery Walid K. M. Ahmed +1 位作者 Mohsen Sarraf Victor Lawrence 《Wireless Sensor Network》 2015年第6期43-75,共33页
Collision detection mechanisms in Wireless Sensor Networks (WSNs) have largely been revolving around direct demodulation and decoding of received packets and deciding on a collision based on some form of a frame error... Collision detection mechanisms in Wireless Sensor Networks (WSNs) have largely been revolving around direct demodulation and decoding of received packets and deciding on a collision based on some form of a frame error detection mechanism, such as a CRC check. The obvious drawback of full detection of a received packet is the need to expend a significant amount of energy and processing complexity in order to fully decode a packet, only to discover the packet is illegible due to a collision. In this paper, we propose a suite of novel, yet simple and power-efficient algorithms to detect a collision without the need for full-decoding of the received packet. Our novel algorithms aim at detecting collision through fast examination of the signal statistics of a short snippet of the received packet via a relatively small number of computations over a small number of received IQ samples. Hence, the proposed algorithms operate directly at the output of the receiver's analog-to-digital converter and eliminate the need to pass the signal through the entire. In addition, we present a complexity and power-saving comparison between our novel algorithms and conventional full-decoding (for select coding schemes) to demonstrate the significant power and complexity saving advantage of our algorithms. 展开更多
关键词 WIRELESS SENSOR Networks WIRELESS SENSOR Protocols COLLISION detection ALGORITHMS Power-efficient Techniques Low COMPLEXITY ALGORITHMS
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Characteristic-knowledge-aided spectral detection of high frequency first-order sea echo 被引量:3
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作者 Li Yang Zhang Ning Yang Qiang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第4期718-725,共8页
To detect high frequency (HF) first-order sea echo spectra contaminated with ships, ionosphere interference, and other, a new characteristic-knowledge-aided detection method is proposed. With 2-D image features in r... To detect high frequency (HF) first-order sea echo spectra contaminated with ships, ionosphere interference, and other, a new characteristic-knowledge-aided detection method is proposed. With 2-D image features in range-Doppler spectrum, the trend of first-order sea echoes is extracted as indicative information by a multi-scale filter. Detection rules for both single and splitting first-order sea echoes are given based on the characteristic knowledge combining the indicative information with the global characteristics such as amplitude, symmetry, continuity, etc. Compared with the classical algorithms, the proposed method can detect and locate the first-order sea echo in the HF band more accurately especially in the environment with targets/clutters smearing. Experiments with real data verify the validity of the algorithm. 展开更多
关键词 spectral detection first-order sea echo characteristic knowledge aided HF surface wave radar Bragg peak splitting.
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Geant4 analysis and optimization of a double crystal phoswich detector for beta–gamma coincidence detection 被引量:2
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作者 Xing Fan Xian-Peng Zhang +1 位作者 Geng Tian Chao-Wen Yang 《Nuclear Science and Techniques》 SCIE CAS CSCD 2018年第4期92-97,共6页
In this study, a novel phoswich detector for beta–gamma coincidence detection is designed. Unlike the triple crystal phoswich detector designed by researchers at the University of Missouri, Columbia, this phoswich de... In this study, a novel phoswich detector for beta–gamma coincidence detection is designed. Unlike the triple crystal phoswich detector designed by researchers at the University of Missouri, Columbia, this phoswich detector is of the semi-well type, so it has a higher detection efficiency. The detector consists of BC-400 and NaI:Tl with decay time constants of 2.4 and 230 ns, respectively.The BC-400 scintillator detects beta particles, and the Na I:Tl cell is used for gamma detection. Geant4 simulations of this phoswich detector find that a 2-mm-thick BC-400 scintillator can absorb nearly all of the beta particles whose energies are below 700 keV. Further, for a 2.00-cmthick NaI:Tl crystal, the gamma source peak efficiency for photons ranges from a maximum of nearly 90% at 30 keV to 10% at 1 MeV. The self-absorption effect is also discussed in this paper in order to determine the carrier gas' s influence. 展开更多
关键词 GEANT4 PHOSWICH detector Beta–gamma COINCIDENCE detection detection efficiency
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Monte Carlo Simulation Study of Hot-Particle Detection in Voluminous Samples by Gamma Spectrometry 被引量:1
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作者 Liang T. Chu Adam G. Burn +1 位作者 Clayton J. Bradt Thomas M. Semkow 《Journal of Applied Mathematics and Physics》 2021年第7期1522-1540,共19页
In this work, we addressed the inhomogeneity problem in gamma spectrometry caused by hot particles, which are dispersed into environment from large nuclear reactor accidents such as at Chernobyl and Fukushima. Using M... In this work, we addressed the inhomogeneity problem in gamma spectrometry caused by hot particles, which are dispersed into environment from large nuclear reactor accidents such as at Chernobyl and Fukushima. Using Monte Carlo simulation, we have determined the response of a gamma spectrometer to individual and grouped hot particles randomly distributed in a soil matrix of 1-L and 0.6-L sample containers. By exploring the fact that the peak-to-total ratio of efficiencies in gamma spectrometry is an empirical parameter, we derived and verified a power-law relationship between the peak efficiency and peak-to-total ratio. This enabled creation of a novel calibration model which was demonstrated to reduce the bias range and bias standard deviation, caused by measuring hot particles, by several times, as compared with the homogeneous calibration. The new model is independent of the number, location, and distribution of hot particles in the samples. In this work, we demonstrated successful performance of the model for a single-peak <sup>137</sup>Cs radionuclide. An extension to multi-peak radionuclide was also derived. 展开更多
关键词 CHERNOBYL FUKUSHIMA peak efficiency Total efficiency Signal detection Theory
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Research on Embedding Capacity and Efficiency of Information Hiding Based on Digital Images 被引量:4
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作者 Yanping Zhang Juan Jiang +2 位作者 Yongliang Zha Heng Zhang Shu Zhao 《International Journal of Intelligence Science》 2013年第2期77-85,共9页
Generally speaking, being an efficient information hiding scheme, what we want to achieve is high embedding capacity of the cover image and high visual quality of the stego image, high visual quality is also called em... Generally speaking, being an efficient information hiding scheme, what we want to achieve is high embedding capacity of the cover image and high visual quality of the stego image, high visual quality is also called embedding efficiency. This paper mainly studies on the information hiding technology based on gray-scale digital images and especially considers the improvement of embedding capacity and embedding efficiency. For the purpose of that, two algorithms for information hiding were proposed, one is called high capacity of information hiding algorithm (HCIH for short), which achieves high embedding rate, and the other is called high quality of information hiding algorithm (HQIH for short), which realizes high embedding efficiency. The simulation experiments show that our proposed algorithms achieve better performance. 展开更多
关键词 Information Hiding EMBEDDING Capacity EMBEDDING efficiency Security peak-Signal-to-Noise-Rate(PSNR)
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100 Gbit/s Nyquist-WDM PDM 16-QAM Transmission over 1200 km SMF-28 with Ultrahigh Spectrum Efficiency
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作者 Ze Dong 《ZTE Communications》 2012年第3期22-27,共6页
Nyquist wavelength-division multiplexing (N-WDM) allows high spectral efficiency (SE) in long-haul transmission systems. Compared to polarization-division multiplexing quadrature phase-shift keying (PDM-QPSK), m... Nyquist wavelength-division multiplexing (N-WDM) allows high spectral efficiency (SE) in long-haul transmission systems. Compared to polarization-division multiplexing quadrature phase-shift keying (PDM-QPSK), multilevel modulation, such as PDM 16 quadrature-amplitude modulation (16-QAM), is much more sensitive to intrachannel noise and interchannel linear crosstalk caused by N-WDM. We experimentally generate and transmit a 6 x 128 Gbit/s N-WDM PDM 16-QAM signal over 1200 km single-mode fiber (SMF)-28 with amplification provided by an erbium-doped fiber amplifier (EDFA) only. The net SE is 7.47 bit/s/Hz, which to the best of our knowledge is the highest SE for a signal with a bit rate beyond 100 Gbit/s using the PDM 16-QAM. Such SE was achieved by DSP pre-equalization of transmitter-side impairments and DSP post-equalization of channel and receiver-side impairments. Nyquist-band can be used in pre-equalization to enhance the tolerance of PDM 16-QAM to aggressive spectral shaping. The bit-error ratio (BER) for each of the 6 channels is smaller than the forward error correction (FEC) limit of 3.8 × 10-3 after 1200 km SMF-28 transmission. 展开更多
关键词 16-QAM coherent detection Nyquist wavelength-division multiplexing Nyquist-band PRE-EQUALIZATION spectral efficiency signaltransmission
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Comparison and Adaptation of Two Strategies for Anomaly Detection in Load Profiles Based on Methods from the Fields of Machine Learning and Statistics
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作者 Patrick Krawiec Mark Junge Jens Hesselbach 《Open Journal of Energy Efficiency》 2021年第2期37-49,共13页
<span style="font-family:Verdana;font-size:12px;">The Federal Office for Economic Affairs and Export Control (BAFA) of</span><span style="font-family:Verdana;font-size:12px;"> Ger... <span style="font-family:Verdana;font-size:12px;">The Federal Office for Economic Affairs and Export Control (BAFA) of</span><span style="font-family:Verdana;font-size:12px;"> Germany promotes digital concepts for increasing energy efficiency as part of the “Pilotprogramm Einsparz<span style="white-space:nowrap;">&#228;</span>hler”. Within this program, Limón GmbH is developing software solutions in cooperation with the University of Kassel to identify efficiency potentials in load profiles by means of automated anomaly detection. Therefore, in this study two strategies for anomaly detection in load profiles are evaluated. To estimate the monthly load profile, strategy 1 uses the artificial neural network LSTM (Long Short-Term Memory), with a data period of one month (1</span><span style="font-family:'';font-size:10pt;"> </span><span style="font-family:Verdana;font-size:12px;">M) or three months (3</span><span style="font-family:'';font-size:10pt;"> </span><span style="font-family:'';font-size:10pt;"><span style="font-size:12px;font-family:Verdana;">M), and strategy 2 uses the smoothing method PEWMA (Probalistic Exponential Weighted Moving Average). By comparing with original load profile data, residuals or summed residuals of the sequence lengths of two, four, six and eight hours are identified as an anomaly by exceeding a predefined threshold. The thresholds are defined by the Z-Score test, </span><i><span style="font-size:12px;font-family:Verdana;">i</span></i><span style="font-size:12px;font-family:Verdana;">.</span><i><span style="font-size:12px;font-family:Verdana;">e</span></i><span style="font-size:12px;font-family:Verdana;">., residuals greater than 2, 2.5 or 3 standard deviations are considered anomalous. Furthermore, the ESD (Extreme Studentized Deviate) test is used to set thresholds by means of three significance level values of 0.05, 0.10 and 0.15, with a maximum of </span><i><span style="font-size:12px;font-family:Verdana;">k</span></i><span style="font-size:12px;font-family:Verdana;"> = 40 iterations. Five load profiles are examined, which were obtained by the cluster method </span><i><span style="font-size:12px;font-family:Verdana;">k</span></i><span style="font-size:12px;font-family:Verdana;">-Means as a representative sample from all available data sets of the Limón GmbH. The evaluation shows that for strategy 1 a maximum </span><i><span style="font-size:12px;font-family:Verdana;">F</span><sub><span style="font-size:12px;font-family:Verdana;">1</span></sub></i><span style="font-size:12px;font-family:Verdana;">-value of 0.4 (1</span></span><span style="font-family:'';font-size:10pt;"> </span><span style="font-family:'';font-size:10pt;"><span style="font-size:12px;font-family:Verdana;">M) and for all examined companies an average </span><i><span style="font-size:12px;font-family:Verdana;">F</span><sub><span style="font-size:12px;font-family:Verdana;">1</span></sub></i><span style="font-size:12px;font-family:Verdana;">-value of maximum 0.24 and standard deviation of 0.09 (1</span></span><span style="font-family:'';font-size:10pt;"> </span><span style="font-family:Verdana;font-size:12px;">M) could be achieved for the investigation on single residuals. In variant 3</span><span style="font-family:'';font-size:10pt;"> </span><span style="font-family:'';font-size:10pt;"><span style="font-size:12px;font-family:Verdana;">M the highest </span><i><span style="font-size:12px;font-family:Verdana;">F</span><sub><span style="font-size:12px;font-family:Verdana;">1</span></sub></i><span style="font-size:12px;font-family:Verdana;">-value could be achieved with an average </span><i><span style="font-size:12px;font-family:Verdana;">F</span><sub><span style="font-size:12px;font-family:Verdana;">1</span></sub></i><span style="font-size:12px;font-family:Verdana;">-value of 0.21 and standard deviation of 0.06 (3</span></span><span style="font-family:'';font-size:10pt;"> </span><span style="font-family:Verdana;font-size:12px;">M) for summed residuals of the partial sequence length of four hours. The PEWMA-based strategy 2 did not show a higher anomaly detection efficacy compared to strategy 1 in any of the investigated companies.</span> 展开更多
关键词 Energy efficiency Anomaly detection Load Profiles LSTM PEWMA
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Detection Situation and Improvement of Lightning Monitoring Network in Guizhou Province
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作者 Wu Ankun Ding Min Zhang Shuxia 《Meteorological and Environmental Research》 CAS 2015年第2期10-12,共3页
Based on lightning location data of lightning monitoring network in Guizhou Province in recent eight years,the effective detection radius of a station and the effective detection range of lightning monitoring network ... Based on lightning location data of lightning monitoring network in Guizhou Province in recent eight years,the effective detection radius of a station and the effective detection range of lightning monitoring network in Guizhou Province were analyzed. The results show that the effective detection radius of a lightning monitoring sub-station in Guizhou Province is 160 km; some counties in the southwest,northwest and northeast of Guizhou were not detected. To improve the detector efficiency of lightning monitoring network in Guizhou Province,it is suggested that nine sub-stations should be built in Weining,Shuicheng,Qinglong,Pingtang,Rongjiang,Yuping,Songtao,Tongren and Renhuai,so that the effective detection efficiency will reach more than 95%. 展开更多
关键词 Lightning monitoring network detection radius detection efficiency China
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A Method of Peak Detecting for Nanosecond Pulse in Optical Performance Monitoring System
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作者 FENG Lihui ZHANG Qing +2 位作者 LIU Xiang ZUO Lin YANG Aiying 《China Communications》 SCIE CSCD 2014年第2期78-82,共5页
In optical performance monitoring system,the analog to digital converter is needed to detect the peak of nanosecond pulse and get the signal envelope.A scheme based on a designed anti-aliasing filter and analog to dig... In optical performance monitoring system,the analog to digital converter is needed to detect the peak of nanosecond pulse and get the signal envelope.A scheme based on a designed anti-aliasing filter and analog to digital converter is proposed to broaden the nanosecond pulse and make it easier for the analog to digital converter to catch the peak of the nanosecond pulse.The experimental results demonstrate that,with the proposed scheme,the optical performance system needs less time to get the recovered eye-diagram of high speed optical data signal,and is robust to phase mismatch in the analog to digital converter circuit. 展开更多
关键词 性能监测系统 纳秒脉冲 峰值检测 光学性能 数字转换器 抗混叠滤波器 信号包络 数据信号
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