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Global Stability of Traveling Wavefronts for a Belousov-Zhabotinsky Model with Mixed Nonlocal and Degenerate Diffusions
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作者 Yuting YANG Guobao ZHANG 《Journal of Mathematical Research with Applications》 2026年第1期87-102,共16页
In this paper,we are concerned with the stability of traveling wavefronts of a Belousov-Zhabotinsky model with mixed nonlocal and degenerate diffusions.Such a system can be used to study the competition among nonlocal... In this paper,we are concerned with the stability of traveling wavefronts of a Belousov-Zhabotinsky model with mixed nonlocal and degenerate diffusions.Such a system can be used to study the competition among nonlocally diffusive species and degenerately diffusive species.We prove that the traveling wavefronts are exponentially stable,when the initial perturbation around the traveling waves decays exponentially as x→-∞,but in other locations,the initial data can be arbitrarily large.The adopted methods are the weighted energy with the comparison principle and squeezing technique. 展开更多
关键词 Belousov-Zhabotinsky model nonlocal diffusion stability comparison principle weighted energy
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AI绘图助力三维设计发展——以Stable Diffusion为例 被引量:2
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作者 刘凇麟 杨蕾颖 《昆明冶金高等专科学校学报》 2025年第1期61-69,共9页
AI绘图工具是利用人工智能技术,通过本地部署训练辅助或完全自动生成绘画作品的软件工具。目前常用的AI绘图工具有DALL-E 2、Midjourney、Stable Diffusion等,其中以Stable Diffusion使用最为广泛。通过不断更新图像的噪声分布,软件在... AI绘图工具是利用人工智能技术,通过本地部署训练辅助或完全自动生成绘画作品的软件工具。目前常用的AI绘图工具有DALL-E 2、Midjourney、Stable Diffusion等,其中以Stable Diffusion使用最为广泛。通过不断更新图像的噪声分布,软件在本地计算机上生成高质量图像。以实际设计项目为例,应用Stable Diffusion在三维设计中帮助设计师快速生成草图和效果图,得到多种设计风格和创作方式,大大提高了设计的效率和乐趣,实践证明AI绘图工具在环境艺术设计、建筑设计等多个领域具有巨大的应用潜力。 展开更多
关键词 AI绘图 Stable diffusion 三维设计
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LogDiffusion:一种基于扩散概率模型的岩性识别方法 被引量:1
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作者 赵逢达 韩滋民 +2 位作者 付晓飞 章蓬伟 李贤善 《地球物理学进展》 北大核心 2025年第1期106-120,共15页
岩性识别是油气资源勘查开发过程中的关键步骤之一.目前,利用深度学习技术进行测井岩性识别能够显著提高识别速度和准确率,然而,由于测井数据集经常存在数据量不足和岩性类别分布不均衡等问题,神经网络在训练过程中容易出现过拟合现象,... 岩性识别是油气资源勘查开发过程中的关键步骤之一.目前,利用深度学习技术进行测井岩性识别能够显著提高识别速度和准确率,然而,由于测井数据集经常存在数据量不足和岩性类别分布不均衡等问题,神经网络在训练过程中容易出现过拟合现象,导致模型的准确率降低.为了解决这些问题,本文提出一种基于扩散概率模型的岩性识别模型LogDiffusion,该模型能够生成高质量的测井数据并用于训练,从而提升岩性识别的分类准确率.在传统的扩散概率模型的基础上,考虑到测井数据的一维结构,本文设计了一种用于估计梯度的分数网络FT-Unet,并提出了一种辅助分类器FT-Transformer以获取准确的岩性标签.此外,还提出了一种基于阈值的动态标签机制以提高采样算法的准确性.在两个小样本盲井测井数据集上的实验结果表明,该方法能够一定程度上解决测井数据集数据量不足和岩性类别分布不均衡的问题,从而提升岩性识别的准确率和精度. 展开更多
关键词 岩性识别 数据增强 深度学习 扩散概率模型
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Stable Diffusion在设计类专业教学中的应用——以三维设计软件应用课程为例
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作者 刘凇麟 杨蕾颖 +2 位作者 危威 李健僖 张馨 《昆明冶金高等专科学校学报》 2025年第4期119-124,共6页
随着人工智能技术的快速发展,Stable Diffusion作为一种先进的图像生成和扩散模型,在设计领域中显现出巨大的应用潜力。通过Stable Diffusion在三维设计软件应用课程中的具体应用案例,结合课程目标和内容,分析其在提升教学质量、激发学... 随着人工智能技术的快速发展,Stable Diffusion作为一种先进的图像生成和扩散模型,在设计领域中显现出巨大的应用潜力。通过Stable Diffusion在三维设计软件应用课程中的具体应用案例,结合课程目标和内容,分析其在提升教学质量、激发学生创意和拓展设计思维方面的作用,符合当今教育和技术发展的趋势。通过实际教学,证明AI融入教学,能够有效提高学生学习兴趣和参与度、增强设计作品多样性和创新性;同时,对传统设计类教学也提出了挑战。提出了新的教学内容和应用建议,为艺术设计教育的发展提供了新的思路和方法。 展开更多
关键词 Stablediffusion模型 设计类专业 教学
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生成式AI在建筑设计中的应用难点及优化策略:以Stable Diffusion为例 被引量:3
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作者 胡旭明 季新亮 周振阳 《世界建筑》 2025年第6期83-89,共7页
随着人工智能在工程设计领域应用的逐渐深入,AI开始介入设计、优化、建造运维等工程全生命周期,尤其是生成式AI,其在设计中的应用场景逐步被挖掘,带来了设计范式的新变革,引发了设计行业的广泛讨论与应用探索。与此同时,生成式AI在工程... 随着人工智能在工程设计领域应用的逐渐深入,AI开始介入设计、优化、建造运维等工程全生命周期,尤其是生成式AI,其在设计中的应用场景逐步被挖掘,带来了设计范式的新变革,引发了设计行业的广泛讨论与应用探索。与此同时,生成式AI在工程设计中的应用难点也逐步显现:垂直领域模型训练量不足、缺乏对参数之间交互影响的认识、未构建精准提示词工程等问题制约了其在行业的深度应用和价值呈现。本研究以Stable Diffusion为例分析其在建筑设计中的应用难点及成因,针对性提出优化方法,并通过项目实践验证了其有效性,从而实现生成式AI在多种建筑设计场景下的高质量可控输出。 展开更多
关键词 AI 生成式AI Stable diffusion 建筑设计 优化策略
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Valuing Credit Default Swap under a double exponential jump diffusion model 被引量:2
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作者 YANG Rui-cheng PANG Maooxiu JIN Zhuang 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2014年第1期36-43,共8页
This paper discusses the valuation of the Credit Default Swap based on a jump market, in which the asset price of a firm follows a double exponential jump diffusion process, the value of the debt is driven by a geomet... This paper discusses the valuation of the Credit Default Swap based on a jump market, in which the asset price of a firm follows a double exponential jump diffusion process, the value of the debt is driven by a geometric Brownian motion, and the default barrier follows a continuous stochastic process. Using the Gaver-Stehfest algorithm and the non-arbitrage asset pricing theory, we give the default probability of the first passage time, and more, derive the price of the Credit Default Swap. 展开更多
关键词 Credit Default Swap Brownian motion double exponential jump diffusion model
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A RISK-SENSITIVE STOCHASTIC MAXIMUM PRINCIPLE FOR OPTIMAL CONTROL OF JUMP DIFFUSIONS AND ITS APPLICATIONS 被引量:1
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作者 史敬涛 吴臻 《Acta Mathematica Scientia》 SCIE CSCD 2011年第2期419-433,共15页
A stochastic maximum principle for the risk-sensitive optimal control prob- lem of jump diffusion processes with an exponential-of-integral cost functional is derived assuming that the value function is smooth, where ... A stochastic maximum principle for the risk-sensitive optimal control prob- lem of jump diffusion processes with an exponential-of-integral cost functional is derived assuming that the value function is smooth, where the diffusion and jump term may both depend on the control. The form of the maximum principle is similar to its risk-neutral counterpart. But the adjoint equations and the maximum condition heavily depend on the risk-sensitive parameter. As applications, a linear-quadratic risk-sensitive control problem is solved by using the maximum principle derived and explicit optimal control is obtained. 展开更多
关键词 Risk-sensitive control jump diffusions maximum principle adioint equation
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On pricing of corporate securities in the case of jump-diffusion 被引量:1
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作者 REN Xue-min JIANG Li-shang 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2014年第2期205-216,共12页
Structural models of credit risk are known to present vanishing spreads at very short maturities. This shortcoming, which is due to the diffusive behavior assumed for asset values, can be circumvented by considering d... Structural models of credit risk are known to present vanishing spreads at very short maturities. This shortcoming, which is due to the diffusive behavior assumed for asset values, can be circumvented by considering discontinuities of the jump type in their evolution over time. In this paper, we extend the pricing model for corporate bond and determine the default probability in jump-diffusion model to address this issue. To make the problem clearly, we first investigate the case that the firm value follows a geometric Brownian motion under similar assumptions to those in Black and Scholes(1973), Briys and de Varenne(1997), i.e, the default barrier is KD (t, T) and the recovery rate is (1 -w), where D (t, T) is the price of zero coupon default free bond and w is a constant (0 〈 w 〈 1). By changing the numeraire, we obtain the closed-form solution for both the price of bond and default probability. Further, we consider the case of jump-diffusion and suppose that a firm will go bankruptcy if its value Vt 〈 KD (t, T) and at the same time, the bondholder will receive (1 - w) vt/k By introducing the Green function of PDE with absorbing boundary and converting the problem to an II-type Volterra integral equation, we get the closed-form expressions in series form for bond price and corresponding default probability. Numerical results are presented to show the impact of different parameters to credit spread of bond. 展开更多
关键词 default risk corporate bond stochastic interest rate jump diffusion process.
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Two-Sided First Exit Problem for Jump Diffusion Distribution Processes Having Jumps with a Mixture of Erlang 被引量:1
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作者 Yuzhen Wen Chuancun Yin 《Applied Mathematics》 2013年第8期1142-1153,共12页
In this paper, we consider the two-sided first exit problem for jump diffusion processes having jumps with rational Laplace transforms. We investigate the probabilistic property of conditional memorylessness, and driv... In this paper, we consider the two-sided first exit problem for jump diffusion processes having jumps with rational Laplace transforms. We investigate the probabilistic property of conditional memorylessness, and drive the joint distribution of the first exit time from an interval and the overshoot over the boundary at the exit time. 展开更多
关键词 FIRST EXIT Time Two-Sided jumpS jump diffusion Process OVERSHOOT
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人工智能在绘画领域的应用——以Stable Diffusion搭配ControlNet为例 被引量:1
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作者 叶雨杭 雷雅琴 《科学与信息化》 2025年第2期60-63,共4页
文章分析了Stable Diffusion的技术原理与插件ControlNet的功能,以及两者结合之后出图的效果及优势和劣势。同时分析如何通过ComfyUI添加插件搭建工作流,以提升工作效率,减少工作时间。本文旨在通过应用人工智能技术将设计师从单一的重... 文章分析了Stable Diffusion的技术原理与插件ControlNet的功能,以及两者结合之后出图的效果及优势和劣势。同时分析如何通过ComfyUI添加插件搭建工作流,以提升工作效率,减少工作时间。本文旨在通过应用人工智能技术将设计师从单一的重复的工作中解放出来,专注于设计本身而不是设计绘画的过程,让数字绘画技术赋予绘画领域升级。 展开更多
关键词 AIGC 人工智能 数字绘画 平面设计 Stable diffusion CONTROLNET
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基于Stable Diffusion平台的ControlNet插件在AI生成技术中对建筑的精准控制
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作者 沈源 徐泽慧 朱书含 《建筑与文化》 2025年第12期287-289,共3页
AI技术的迅猛发展为建筑设计领域带来了革命性的变革。文章聚焦于Stable Diffusion平台中的ControlNet插件,系统地探讨了其在建筑图像生成方面的技术原理、操作流程以及应用场景。通过多组建筑案例的对比实验,分析了不同预处理和模型参... AI技术的迅猛发展为建筑设计领域带来了革命性的变革。文章聚焦于Stable Diffusion平台中的ControlNet插件,系统地探讨了其在建筑图像生成方面的技术原理、操作流程以及应用场景。通过多组建筑案例的对比实验,分析了不同预处理和模型参数对生成结果的影响,揭示了AI技术在建筑设计中实现精准控制的技术路径,为建筑设计流程的智能化优化提供了理论与实践参考。 展开更多
关键词 人工智能 生成式AI 建筑设计 Stable diffusion 设计应用
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PRICING EUROPEAN OPTION IN A DOUBLE EXPONENTIAL JUMP-DIFFUSION MODEL WITH TWO MARKET STRUCTURE RISKS AND ITS COMPARISONS 被引量:14
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作者 Deng Guohe 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2007年第2期127-137,共11页
Using Fourier inversion transform, P.D.E. and Feynman-Kac formula, the closedform solution for price on European call option is given in a double exponential jump-diffusion model with two different market structure ri... Using Fourier inversion transform, P.D.E. and Feynman-Kac formula, the closedform solution for price on European call option is given in a double exponential jump-diffusion model with two different market structure risks that there exist CIR stochastic volatility of stock return and Vasicek or CIR stochastic interest rate in the market. In the end, the result of the model in the paper is compared with those in other models, including BS model with numerical experiment. These results show that the double exponential jump-diffusion model with CIR-market structure risks is suitable for modelling the real-market changes and very useful. 展开更多
关键词 double exponential distribution jump-diffusion model market structure risk
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Prediction of radionuclide diffusion enabled by missing data imputation and ensemble machine learning 被引量:1
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作者 Jun-Lei Tian Jia-Xing Feng +4 位作者 Jia-Cong Shen Lei Yao Jing-Yan Wang Tao Wu Yao-Lin Zhao 《Nuclear Science and Techniques》 2025年第10期47-61,共15页
Missing values in radionuclide diffusion datasets can undermine the predictive accuracy and robustness of the machine learning(ML)models.In this study,regression-based missing data imputation method using a light grad... Missing values in radionuclide diffusion datasets can undermine the predictive accuracy and robustness of the machine learning(ML)models.In this study,regression-based missing data imputation method using a light gradient boosting machine(LGBM)algorithm was employed to impute more than 60%of the missing data,establishing a radionuclide diffusion dataset containing 16 input features and 813 instances.The effective diffusion coefficient(D_(e))was predicted using ten ML models.The predictive accuracy of the ensemble meta-models,namely LGBM-extreme gradient boosting(XGB)and LGBM-categorical boosting(CatB),surpassed that of the other ML models,with R^(2)values of 0.94.The models were applied to predict the D_(e)values of EuEDTA^(−)and HCrO_(4)^(−)in saturated compacted bentonites at compactions ranging from 1200 to 1800 kg/m^(3),which were measured using a through-diffusion method.The generalization ability of the LGBM-XGB model surpassed that of LGB-CatB in predicting the D_(e)of HCrO_(4)^(−).Shapley additive explanations identified total porosity as the most significant influencing factor.Additionally,the partial dependence plot analysis technique yielded clearer results in the univariate correlation analysis.This study provides a regression imputation technique to refine radionuclide diffusion datasets,offering deeper insights into analyzing the diffusion mechanism of radionuclides and supporting the safety assessment of the geological disposal of high-level radioactive waste. 展开更多
关键词 Machine learning Radionuclide diffusion BENTONITE Regression imputation Missing data diffusion experiments
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Medical Image Encryption Based on Fisher-Yates Scrambling and Filter Diffusion 被引量:1
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作者 HUANG Jiacin GUO Yali +1 位作者 GAO Ruoyun LI Shanshan 《Journal of Shanghai Jiaotong university(Science)》 2025年第1期136-152,共17页
A medical image encryption is proposed based on the Fisher-Yates scrambling,filter diffusion and S-box substitution.First,chaotic sequence associated with the plaintext is generated by logistic-sine-cosine system,whic... A medical image encryption is proposed based on the Fisher-Yates scrambling,filter diffusion and S-box substitution.First,chaotic sequence associated with the plaintext is generated by logistic-sine-cosine system,which is used for the scrambling,substitution and diffusion processes.The three-dimensional Fisher-Yates scrambling,S-box substitution and diffusion are employed for the first round of encryption.The chaotic sequence is adopted for secondary encryption to scramble the ciphertext obtained in the first round.Then,three-dimensional filter is applied to diffusion for further useful information hiding.The key to the algorithm is generated by the combination of hash value of plaintext image and the input parameters.It improves resisting ability of plaintext attacks.The security analysis shows that the algorithm is effective and efficient.It can resist common attacks.In addition,the good diffusion effect shows that the scheme can solve the differential attacks encountered in the transmission of medical images and has positive implications for future research. 展开更多
关键词 medical image encryption Fisher-Yates scrambling three-dimensional filter diffusion bidirectional diffusion S-box substitution
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基于频域注意力Diffusion Transformer的SAR舰船图像生成技术
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作者 黄文宇 熊刚 +1 位作者 舒汀 郁文贤 《现代雷达》 北大核心 2025年第11期52-57,共6页
目前,基于生成对抗网络的合成孔径雷达(SAR)图像生成方法受限于训练过程中的固有不稳定性,而基于扩散模型的方法仍主要依赖于传统的U-Net骨干网络。文中提出了一种新颖的扩散模型架构——SpectDiT,旨在实现高质量的SAR图像生成。该模型... 目前,基于生成对抗网络的合成孔径雷达(SAR)图像生成方法受限于训练过程中的固有不稳定性,而基于扩散模型的方法仍主要依赖于传统的U-Net骨干网络。文中提出了一种新颖的扩散模型架构——SpectDiT,旨在实现高质量的SAR图像生成。该模型将频谱层与Transformer注意力层相结合,在扩散过程中引入频域特征建模,从而进一步提升SAR图像的质量与真实性。与传统的去噪扩散概率模型及基于全注意力Transformer的扩散Transformer相比,SpectDiT在SAR图像生成任务中表现更为优越,尤其在峰值信噪比、结构相似度和感知图像块相似度等指标上取得了新的最优性能。值得注意的是,SpectDiT具备灵活的架构设计,可通过调整频谱层与注意力层的比例来适应不同的生成任务。作为一种新的扩散模型骨干网络,SpectDiT为SAR图像合成开辟了新的方向,具备拓展至其他领域图像生成任务的潜力。 展开更多
关键词 去噪扩散概率模型 扩散Transformer 合成孔径雷达图像生成 频域学习
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H–He Demixing Driven by Anisotropic Hydrogen Diffusion 被引量:1
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作者 Xiaoju Chang Dongdong Kang +1 位作者 Bo Chen Jiayu Dai 《Chinese Physics Letters》 2025年第5期33-42,共10页
The dynamics of phase separation in H–He binary systems within gas giants such as Jupiter and Saturn exhibit remarkable complexity, yet lack systematic investigation. Through large-scale machine-learning-accelerated ... The dynamics of phase separation in H–He binary systems within gas giants such as Jupiter and Saturn exhibit remarkable complexity, yet lack systematic investigation. Through large-scale machine-learning-accelerated molecular dynamics simulations spanning broad temperature-pressure-composition(2000–10000 K, 1–7 Mbar,pure H to pure He) regimes, we systematically determine self and mutual diffusion coefficients in H–He systems and establish a six-dimensional framework correlating temperature, pressure, helium abundance, phase separation degree, diffusion coefficients, and anisotropy. Key findings reveal that hydrogen exhibits active directional migration with pronounced diffusion anisotropy, whereas helium passively aggregates in response. While the conventional mixing rule underestimates mutual diffusion coefficients by neglecting velocity cross-correlations,the assumption of an ideal thermodynamic factor(Q = 1) overestimates them due to unaccounted non-ideal thermodynamic effects—both particularly pronounced in strongly phase-separated regimes. Notably, hydrogen's dual role, anisotropic diffusion and bond stabilization via helium doping, modulates demixing kinetics. Large-scale simulations(216,000 atoms) propose novel phase-separation paradigms, such as “hydrogen bubble/wisp” formation, challenging the classical “helium rain” scenario, striving to bridge atomic-scale dynamics to planetary-scale phase evolution. 展开更多
关键词 molecular dynamics simulations gas giants helium diffusion h he systems hydrogen diffusion determine self mutual diffusion coefficients h he binary systems dynamics phase separation
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Influence of Al,Cu and Mn additions on diffusion behaviors in CoCrFeNi high-entropy alloys 被引量:1
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作者 Juan CHEN Zhen-zhong ZHANG +1 位作者 Jin-kun XIAO Li-jun ZHANG 《Transactions of Nonferrous Metals Society of China》 2025年第1期184-193,共10页
The interdiffusion coefficients in Al_(0.2)CoCrFeNi,CoCrCu_(0.2)FeNi,and CoCrFeMn_(0.2)Ni high-entropy alloys were efficiently determined by combining diffusion couple experiments and high-throughput determination of ... The interdiffusion coefficients in Al_(0.2)CoCrFeNi,CoCrCu_(0.2)FeNi,and CoCrFeMn_(0.2)Ni high-entropy alloys were efficiently determined by combining diffusion couple experiments and high-throughput determination of interdiffusion coefficients(HitDIC)software at 1273−1373 K.The results show that the addition of Al,Cu,and Mn to CoCrFeNi high-entropy alloys promotes the diffusion of Co,Cr,and Fe atoms.The comparison of tracer diffusion coefficients indicates that there is no sluggish diffusion in tracer diffusion on the thermodynamic temperature scale for the present Al_(0.2)CoCrFeNi,CoCrCu_(0.2)FeNi,and CoCrFeMn_(0.2)Ni high-entropy alloys.The linear relationship between diffusion entropy and activation energy reveals that the diffusion process of atoms is unaffected by an increase in the number of components as long as the crystal structure remains unchanged. 展开更多
关键词 Co−Cr−Fe−Ni high-entropy alloy diffusion interdiffusivity diffusion couple
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结合Diffusion-Based WGANGP的变压器油纸绝缘老化状态拉曼光谱检测方法 被引量:1
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作者 陈新岗 敖怡 +5 位作者 张知先 马志鹏 张文轩 万福 况露 罗博文 《光谱学与光谱分析》 北大核心 2025年第8期2164-2173,共10页
提出了一种结合拉曼光谱与扩散模型改进的Wasserstein生成对抗网络(WGANGP)方法,用于提高变压器油纸绝缘老化状态的检测精度。凭借拉曼光谱技术无接触、不损耗的优势,可通过其分析油浸式电力变压器内部油纸绝缘材料的老化产物来评估变... 提出了一种结合拉曼光谱与扩散模型改进的Wasserstein生成对抗网络(WGANGP)方法,用于提高变压器油纸绝缘老化状态的检测精度。凭借拉曼光谱技术无接触、不损耗的优势,可通过其分析油浸式电力变压器内部油纸绝缘材料的老化产物来评估变压器的老化程度。结合深度学习分类模型简化了拉曼光谱数据预处理过程,但此类模型对训练数据的数量和质量有较高要求,由于热加速老化实验周期长,导致可用于训练的有效拉曼光谱数据集相对稀少,限制了分类模型性能。为了解决这一难题,本研究引入了一种新的数据增强方法,即基于扩散模型的WGANGP(Diffusion-Based WGANGP),该方法通过将去噪扩散概率模型的前向加噪过程与WGANGP相结合,向WGANGP中引入实例化的噪声,去除了传统WGANGP的生成器结构中的复杂向上采样过程,简化了数据增强模型结构,有利于模型参数优化。相比于传统GAN及其变体,这种方法不仅保持了变压器油纸绝缘老化样本拉曼光谱数据集的原始特征峰特征与老化程度相关的基线漂移趋势,且与原始数据集特征保持近似的空间分布,生成的数据集信噪比(SNR)为24.84 dB,相比于原始数据集提高了32.11%;同时,也提升了生成样本的多样性,提高了基于深度学习的老化诊断模型的泛化能力、定量分析能力和鲁棒性。实验结果表明,采用Diffusion-Based WGANGP数据增强模型所生成的拉曼光谱数据集,在多个分类模型上的表现均优于其他数据增强方法,特别是在与ResNet-SVM分类模型结合时,在Accuracy(准确性,0.9974)、F1 score(F1分数,0.9969)、Recall(召回率,0.9960)和Precision(精确度,0.9980)四个评价指标上均表现出优势,这表明改进后的数据增强模型能够有效解决变压器老化绝缘油样本稀缺的问题,同时提高了分类模型对变压器老化状态的定量诊断能力。 展开更多
关键词 变压器 油纸绝缘 拉曼光谱 diffusion-Based WGANGP 故障诊断
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基于Stable Diffusion的文生图技术及其在多场景中应用研究
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作者 夏冉 常玉媛 +1 位作者 李鹏飞 魏熙桢 《周口师范学院学报》 2025年第2期50-54,共5页
文本生成图像技术通过跨模态语义融合实现高效的文本到视觉转换,在艺术创作与工业设计领域具有重要价值。以Stable Diffusion为核心,系统研究模型配置与生成优化策略,提出多维度性能提升方法。通过集成Hugging Face平台的模型加载机制,... 文本生成图像技术通过跨模态语义融合实现高效的文本到视觉转换,在艺术创作与工业设计领域具有重要价值。以Stable Diffusion为核心,系统研究模型配置与生成优化策略,提出多维度性能提升方法。通过集成Hugging Face平台的模型加载机制,结合注意力优化与GPU并行加速技术,提升图像生成效率;针对不同场景需求,基于调度器动态调控噪声衰减过程,平衡质量与资源消耗。实验表明,正负提示词组合可精准引导图像特征生成,去噪步骤优化策略在细节丰富度与生成速度之间取得显著改进;通过个性化模型微调与格式适配技术,成功实现特定艺术风格的高质量生成。 展开更多
关键词 文生图 Stable diffusion LoRA模型
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A Simple FEM for Solving Two-Dimensional Diffusion Equation with Nonlinear Interface Jump Conditions 被引量:2
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作者 Liqun Wang Songming Hou Liwei Shi 《Computer Modeling in Engineering & Sciences》 SCIE EI 2019年第4期73-90,共18页
In this paper,we propose a numerical method for solving parabolic interface problems with nonhomogeneous flux jump condition and nonlinear jump condition.The main idea is to use traditional finite element method on se... In this paper,we propose a numerical method for solving parabolic interface problems with nonhomogeneous flux jump condition and nonlinear jump condition.The main idea is to use traditional finite element method on semi-Cartesian mesh coupled with Newton’s method to handle nonlinearity.It is easy to implement even though variable coefficients are used in the jump condition instead of constant in previous work for elliptic interface problem.Numerical experiments show that our method is about second order accurate in the L1 norm. 展开更多
关键词 FINITE element method PARABOLIC equation INTERFACE problems NONLINEAR jump conditions
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