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一种改进的生成对抗网络的图像上色方法研究 被引量:6
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作者 蒋文杰 罗晓曙 戴沁璇 《计算机技术与发展》 2020年第7期56-59,共4页
利用手持云台对黑白照/图像进行拍摄再对其进行上色是耗时耗力的工作,为了提高对黑白照片/图像上色的效率和视觉效果,利用深度学习的卷积神经网络提出了一种基于改进生成对抗网络的上色算法。采用了原模型pix2pix(image-to-image transl... 利用手持云台对黑白照/图像进行拍摄再对其进行上色是耗时耗力的工作,为了提高对黑白照片/图像上色的效率和视觉效果,利用深度学习的卷积神经网络提出了一种基于改进生成对抗网络的上色算法。采用了原模型pix2pix(image-to-image translation with conditional generative adversarial networks)的U型结构的生成器并在其中引入了自注意力机制提高输出图像的色彩多样性;其次是使用实例归一化对网络结构作进一步的优化处理,生成器和判别器在网络训练期间不断进行相互对抗学习,同时模型不断学习并优化黑白照片/图像到对应彩色图像的映射关系;最后实现了对黑白照片/图像的自动化上色,同时使用客观量化指标(MSE、PSNR和SSIM)对实验结果进行评价。实验结果表明:该算法能快速有效实现对黑白照片/图像的无监督上色,同时保持良好的视觉效果。 展开更多
关键词 黑白照片/图像 上色 卷积神经网络 无监督学习 生成对抗网络
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Control of Halo-Chaos in Beam Transport Network via Neural Network Adaptation with Time-Delayed Feedback 被引量:4
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作者 FANG Jin-Qing luo xiao-shu Guo-Xian 《Communications in Theoretical Physics》 SCIE CAS CSCD 2006年第1期117-120,共4页
Subject of the halo-chaos control in beam transport networks (channels) has become a key concerned issue for many important applications of high-current proton beam since 1990'. In this paper, the magnetic field ad... Subject of the halo-chaos control in beam transport networks (channels) has become a key concerned issue for many important applications of high-current proton beam since 1990'. In this paper, the magnetic field adaptive control based on the neural network with time-delayed feedback is proposed for suppressing beam halo-chaos in the beam transport network with periodic focusing channels. The envelope radius of high-current proton beam is controlled to reach the matched beam radius by suitably selecting the control structure and parameter of the neural network, adjusting the delayed-time and control coefficient of the neural network. 展开更多
关键词 beam transport network periodic focusing channels high-current proton beam HALO-CHAOS neural network adaptation control time-delayed feedback
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Cooperation in the Mixed Population Minority Game with Imitation 被引量:2
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作者 QUAN Hong-Jun WANG Bing-Hong +1 位作者 HUI Pak-Ming luo xiao-shu 《Chinese Physics Letters》 SCIE CAS CSCD 2001年第9期1156-1158,共3页
After studying the effects of imitation on the mixed population of adaptive agents with different memories competing in a minority game, we have found that when the pure population lies in a crowded regime, the introd... After studying the effects of imitation on the mixed population of adaptive agents with different memories competing in a minority game, we have found that when the pure population lies in a crowded regime, the introduction of imitation can considerably improve cooperation among agents in a money market. 展开更多
关键词 POPULATION MONEY REGIME
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Study Under AC Stimulation on Excitement Properties of Weighted Small-World Biological Neural Networks with Side-Restrain Mechanism 被引量:1
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作者 YUAN Wu-Jie luo xiao-shu JIANG Pin-Qun 《Communications in Theoretical Physics》 SCIE CAS CSCD 2007年第2期369-373,共5页
In this paper, we propose a new model of weighted small-world biological neural networks based on biophysical Hodgkin-Huxley neurons with side-restrain mechanism. Then we study excitement properties of the model under... In this paper, we propose a new model of weighted small-world biological neural networks based on biophysical Hodgkin-Huxley neurons with side-restrain mechanism. Then we study excitement properties of the model under alternating current (AC) stimulation. The study shows that the excitement properties in the networks are preferably consistent with the behavior properties of a brain nervous system under different AC stimuli, such as refractory period and the brain neural excitement response induced by different intensities of noise and coupling. The results of the study have reference worthiness for the brain nerve electrophysiology and epistemological science. 展开更多
关键词 small-world networks biological neural networks side-restrain mechanism Hodgkin-Huxley equations
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Controlling Beam Halo-Chaos 被引量:1
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作者 FANG Jin-Qing luo xiao-shu +1 位作者 CHEN Guan-Rong WENG Jia-Qiang 《Chinese Physics Letters》 SCIE CAS CSCD 2001年第12期1554-1557,共4页
Beam halo-chaos is essentially a complex spatiotemporal chaotic motion in a periodic-focusing channel of a highpower linear proton accelerator. The controllability condition for beam halo-chaos is analysed qualitative... Beam halo-chaos is essentially a complex spatiotemporal chaotic motion in a periodic-focusing channel of a highpower linear proton accelerator. The controllability condition for beam halo-chaos is analysed qualitatively. A special nonlinear control method, i.e. the wavelet-based function feedback, is proposed for controlling beam halochaos. Particle-in-cell simulations are used to explore the nature of halo-chaos formation, which has shown that the beam hMo-chaos is suppressed effectively after using nonlinear control for the proton beam with an initial full Gaussian distribution. The halo intensity factor Hav is reduced from 14%o to zero, and the other statistical physical quantities of beam halo-chaos are more than doubly reduced. The potential applications of such nonlinear control in experiments are briefly pointed out. 展开更多
关键词 BEAM CHAOS NONLINEAR
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Control of Beam Halo-Chaos by Fraction Power-Law Function in Hackle Periodic-Focusing Channel
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作者 YU Hai-Jun BAI Long +2 位作者 WENG Jia-Qiang luo xiao-shu FANG Jin-Qing 《Communications in Theoretical Physics》 SCIE CAS CSCD 2008年第12期1365-1368,共4页
The Kapchinsky Vladimirsky(K-V)beam through a hackle periodic-focusing magnetic field is studiedusing the particle-core model.The beam halo-chaos is found,and an idea of fraction power-law function controller ispropos... The Kapchinsky Vladimirsky(K-V)beam through a hackle periodic-focusing magnetic field is studiedusing the particle-core model.The beam halo-chaos is found,and an idea of fraction power-law function controller isproposed based on the mechanism of halo formation and the strategy of controlling halo-chaos.The method is appliedto the multi-particle simulation to control the halo.The numerical results show that the halo-chaos and its regenerationcan be eliminated effectively by using the fraction power-law function control method.At the same time,the radialparticle density is uniform at the beam's center as long as the control method and appropriate parameter are chosen. 展开更多
关键词 beam halo-chaos hackle periodic-focusing magnetic field fraction power-law function
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Noise-Induced Voltage Collapse in Power Systems
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作者 WEI Du-Qu luo xiao-shu ZHANG Bo 《Chinese Physics Letters》 SCIE CAS CSCD 2012年第3期44-47,共4页
We investigate numerically the influences of Gaussian white noise on the dynamical behaviors of power systems.The studied model is a three-bus system at some specific parameters,and it demonstrates a stable regime tha... We investigate numerically the influences of Gaussian white noise on the dynamical behaviors of power systems.The studied model is a three-bus system at some specific parameters,and it demonstrates a stable regime that is far from collapse.It is found that with the increasing noise intensityσ,power systems become unstable and fall into oscillations;asσis further increased,noise-induced voltage collapse in power systems takes place.Our results confirm that the presence of noise has a detrimental effect on power system operation.Furthermore,the possible mechanism behind the action of noise is addressed based on a dynamical approach where the bifurcation of the system is analyzed.Our results may provide useful information for avoiding instability problems in power systems. 展开更多
关键词 SYSTEM SYSTEMS UNSTABLE
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Random Long-Range Interaction Induced Synchronization in Coupled Networks of Inertial Ratchets
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作者 WEI Du-Qu luo xiao-shu +1 位作者 CHEN Hong-Bin ZHANG Bo 《Chinese Physics Letters》 SCIE CAS CSCD 2011年第11期28-30,共3页
We investigate how the random long-range interactions affect the synchronization features in networks of inertial ratchets,where each ratchet is driven by a periodic time-dependent external force,under the influence o... We investigate how the random long-range interactions affect the synchronization features in networks of inertial ratchets,where each ratchet is driven by a periodic time-dependent external force,under the influence of an asymmetric periodic potential.It is found that for a given coupling strength𝐶,the synchronization of the coupled ratchets is induced as the fraction of random long-range interactions𝑝increases and the ratchet networks reach full synchronization for a larger𝑝.It is also found that the system reaches synchronization more effectively for a stronger coupling strength. 展开更多
关键词 potential STRENGTH COUPLING
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Coherence resonance in globally coupled neuronal networks with different neuron numbers
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作者 Ning Wei-Lian Zhang Zheng-Zhen +5 位作者 Zeng Shang-You luo xiao-shu Hu Jin-Lin Zeng Shao-Wen Qiu Yi Wu Hui-Si 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第2期569-576,共8页
Because a brain consists of tremendous neuronal networks with different neuron numbers ranging from tens to tens of thousands, we study the coherence resonance due to ion channel noises in globally coupled neuronal ne... Because a brain consists of tremendous neuronal networks with different neuron numbers ranging from tens to tens of thousands, we study the coherence resonance due to ion channel noises in globally coupled neuronal networks with different neuron numbers. We confirm that for all neuronal networks with different neuron numbers there exist the array enhanced coherence resonance and the optimal synaptic conductance to cause the maximal spiking coherence. Furthermoremore, the enhancement effects of coupling on spiking coherence and on optimal synaptic conductance are almost the same, regardless of the neuron numbers in the neuronal networks. Therefore for all the neuronal networks with different neuron numbers in the brain, relative weak synaptic conductance (0.1 mS/cm2) is sufficient to induce the maximal spiking coherence and the best sub-threshold signal encoding. 展开更多
关键词 coherence resonance ion channel noise neuronal network
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Nonlinear dynamics in Internet congestion control model with TCP Westwood under RED 被引量:2
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作者 DING Da-wei ZHU Jie +2 位作者 luo xiao-shu HUANG Lin-sheng HU Yan-jun 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2009年第4期53-58,共6页
This article develops a discrete time dynamic feedback model of a congestion control system for a simple network with TCP Westwood (TCPW) connections and a single bottleneck link with random early detection (RED) ... This article develops a discrete time dynamic feedback model of a congestion control system for a simple network with TCP Westwood (TCPW) connections and a single bottleneck link with random early detection (RED) gateway. By using this model, the nonlinear dynamics of the TCPW/RED network are analyzed and its parameter sensitivities are studied. It is shown that periodic doubling bifurcation occurs when the RED control parameters or other parameters are varied. By theoretical analysis, the fixed point, the critical value of parameters and the nature of the bifurcation are determined. Moreover, by using bifurcation diagrams and Lyapunov exponent, the result of theoretical analysis is validated and the bifurcation and chaotic phenomena are numerically studied of the congestion control system with TCPW connections and RED gateway. 展开更多
关键词 nonlinear system BIFURCATION CHAOS congestion control TCP Westwood RED
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