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Ultra-Short Pulsed Laser Manufacturing and Surface Processing of Microdevices 被引量:4
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作者 Yongchao Yu Shi Bai +1 位作者 Shutong Wang Anming Hu 《Engineering》 SCIE EI 2018年第6期779-786,共8页
Ultra-short laser pulses possess many advantages for materials processing.Ultrafast laser has a significantly low thermal effect on the areas surrounding the focal point;therefore,it is a promising tool for micro-and ... Ultra-short laser pulses possess many advantages for materials processing.Ultrafast laser has a significantly low thermal effect on the areas surrounding the focal point;therefore,it is a promising tool for micro-and submicro-sized precision processing.In addition,the nonlinear multiphoton absorption phenomenon of focused ultra-short pulses provides a promising method for the fabrication of various structures on transparent material,such as glass and transparent polymers.A laser direct writing process was applied in the fabrication of high-performance three-dimensional(3D)structured multilayer microsupercapacitors(MSCs)on polymer substrates exhibiting a peak specific capacitance of 42.6 mF·cm^-2 at a current density of 0.1 mA·cm^-12.Furthermore,a flexible smart sensor array on a polymer substrate was fabricated for multi-flavor detection.Different surface treatments such as gold plating,reducedgraphene oxide(rGO)coating,and polyaniline(PANI)coating were accomplished for different measurement units.By applying principal component analysis(PCA),this sensing system showed a promising result for flavor detection.In addition,two-dimensional(2D)periodic metal nanostructures inside 3D glass microfluidic channels were developed by all-femtosecond-laser processing for real-time surfaceenhanced Raman spectroscopy(SERS).The processing mechanisms included laser ablation,laser reduction,and laser-induced surface nano-engineering.These works demonstrate the attractive potential of ultra-short pulsed laser for surface precision manufacturing. 展开更多
关键词 ultra-short PULSED laser processing MICRODEVICES SUPERCAPACITOR Electronic TONGUE Surface-enhanced RAMAN spectroscopy
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Generation of time-dependent ultra-short optical pulse trains in the presence of self-steepening effect 被引量:1
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作者 钟先琼 向安平 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第2期624-629,共6页
Starting from the extended nonlinear Schrodinger equation in which the self-steepening effect is included, the evolution and the splitting processes of continuous optical wave whose amplitude is perturbed into time re... Starting from the extended nonlinear Schrodinger equation in which the self-steepening effect is included, the evolution and the splitting processes of continuous optical wave whose amplitude is perturbed into time related ultra-short optical pulse trains in an optical fibre are numerically simulated by adopting the split-step Fourier algorithm. The results show that the self-steepening effect can cause the characteristic of the pulse trains to vary with time, which is different from the self-steepening-free case where the generated pulse trains consist of single pulses which are identical in width, intensity, and interval, namely when pulses move a certain distance, they turn into the pulse trains within a certain time range. Moreover, each single pulse may split into several sub-pulses. And as time goes on, the number of the sub-pulses will decrease gradually and the pulse width and the pulse intensity will change too. With the increase of the self-steepening parameter, the distance needed to generate time-dependent pulse trains will shorten. In addition, for a large self-steepening parameter and at the distance where more sub-pulses appear, the corresponding frequency spectra of pulse trains are also wider. 展开更多
关键词 nonlinear optics self-steepening effect ultra-short optical pulse trains split-step Fourier algorithm optical perturbation
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Wavelength tunable ultra-short pulses based on a flat broadband spectrum generated in a nonlinear ytterbium-doped fiber amplifier 被引量:1
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作者 徐润亲 董自凯 +2 位作者 田金荣 李克轩 宋晏蓉 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第1期220-223,共4页
We present a nonlinear ytterbium-doped fiber amplifier based on enhanced nonlinear effects that can produce a flat broadband spectrum ranging from 1050–1225 nm with a maximum average output power of 7.8 W at 14 W pum... We present a nonlinear ytterbium-doped fiber amplifier based on enhanced nonlinear effects that can produce a flat broadband spectrum ranging from 1050–1225 nm with a maximum average output power of 7.8 W at 14 W pump power.Its repetition rate is 89 MHz. Using a pair of gratings and two knife edges as a filter, wavelength tunable picosecond pulses of tens to hundreds of milliwatts can be obtained in the broadband spectrum range. The output power, pulse width, and spectrum(center wavelength and linewidth) are adjusted by tuning the distance of the grating pair and/or the knife edges.Fixing the distance between the two gratings at 15 mm and keeping the output spectrum linewidth at approximately 20 nm,the shortest pulse width obtained is less than 1 ps centered at 1080 nm. The longest wavelength of the short pulses is around1200 nm, and its output power and pulse width are 40 m W and 5.79 ps, respectively. The generation of a flat broadband spectrum is also discussed in this paper. 展开更多
关键词 tunable ultra-short pulse broadband spectrum nonlinear amplifier
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A review on glass welding by ultra-short laser pulses 被引量:5
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作者 Kristian Cvecek Sarah Dehmel +1 位作者 Isamu Miyamoto Michael Schmidt 《International Journal of Extreme Manufacturing》 2019年第4期1-10,共10页
Glass welding by ultra-short pulsed(USP)lasers is a piece of technology that offers high strength joints with hermetic sealing.The joints are typically formed in glass that is transparent to the laser by exploiting no... Glass welding by ultra-short pulsed(USP)lasers is a piece of technology that offers high strength joints with hermetic sealing.The joints are typically formed in glass that is transparent to the laser by exploiting nonlinear absorption effects that occur under extreme conditions.Though the temperature reached during the process is on the order of a few 1000°C,the heat affected zone(HAZ)is confined to only tens of micrometers.It is this controlled confinement of the HAZ during the joining process that makes this technology so appealing to a multitude of applications because it allows the foregoing of a subsequent tempering step that is typically essential in other glass joining techniques,thus making it possible to effectively join highly heat sensitive components.In this work,we give an overview on the process,development and applications of glass welding by USP lasers. 展开更多
关键词 USP glass welding ultra-short pulsed laser processing brittle materials glass joining
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Effect of Foil Target Thickness in Proton Acceleration Driven by an Ultra-Short Laser
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作者 路建新 兰小飞 +5 位作者 席晓峰 张海峰 张骥 王雷剑 汤秀章 王乃彦 《Plasma Science and Technology》 SCIE EI CAS CSCD 2015年第6期458-460,共3页
Proton acceleration experiments were carried out by a 1.2× 1018 W/cm2 ultra-short laser interaction with solid foil targets. The peak proton energy observed from an optimum target thickness of 7 μm in our experi... Proton acceleration experiments were carried out by a 1.2× 1018 W/cm2 ultra-short laser interaction with solid foil targets. The peak proton energy observed from an optimum target thickness of 7 μm in our experiments was 2.1 MeV. Peak proton energy and proton yield were investigated for different foil target thicknesses. It was shown that proton energy and conversion efficiency increased as the target became thinner, on one condition that the preplasma generated by the laser prepulse did not have enough shock energy and time to influence or destroy the target rear-surface. The existence of optimum foil thickness is due to the effect of the prepulse and hot electron transportation behavior on the foil target. 展开更多
关键词 ultra-short laser PROTON thin foil target target normal sheath acceleration
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Study on Ultra-Short Laser Pulse Ablation of Metals by Molecular Dynamics Simulation
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作者 刘璇 王扬 赵丽杰 《Journal of Beijing Institute of Technology》 EI CAS 2006年第4期406-410,共5页
The dynamical progresses involved in ultra-short laser pulse ablation of face-centered cubic metals under stress confinement condition are described completely using molecular dynamics method. The laser beam absorptio... The dynamical progresses involved in ultra-short laser pulse ablation of face-centered cubic metals under stress confinement condition are described completely using molecular dynamics method. The laser beam absorption and thermal energy turning into kinetics energy of. atoms are taken into account to give a detailed picture of laser metal interaction. Superheating phenomenon is observed, and the phase change from solid to liquid is characterized by a destroyed atom configuration and a decreased number density. The steep velocity gradients are found in the systems of Cu and Ni after pulse in consequence of located heating and exponential decrease of fluences following the Lambert-Beer expression. The shock wave velocities are predicted to be about 5 000 m/s in Cu and 7 200 m/s in Ni. The higher ablation rates are obtained from simulations compared with experimental data as a result of a well-defined crystalline surface irradiated by a single pulse. Simulation results show that the main mechanisms of ablation are evaporation and thermoelastic stress due to located heating. 展开更多
关键词 molecular dynamics simulation ultra-short laser pulse ablation potential function face-centered cubic metal
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The extending length calculation of hydraulic drive non-metallic completion screen pipe running into ultra-short radius horizontal well
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作者 BI Yansen XIAN Baoan +1 位作者 SHI Xiaolei GAO Deli 《Petroleum Exploration and Development》 CSCD 2022年第4期942-954,共13页
Focusing on the extending length restriction of the completion screen pipe resistance running into ultra-short radius horizontal well,this paper proposed technology of hydraulic drive completion tubular string running... Focusing on the extending length restriction of the completion screen pipe resistance running into ultra-short radius horizontal well,this paper proposed technology of hydraulic drive completion tubular string running into ultra-short radius horizontal well.Innovative hydraulic drive tools and string structure are designed,which are composed of guide tubing,hydraulic drive tubing and non-metallic completion screen pipe from inside to outside.A novel mechanical-hydraulic coupling model is established.Based on the wellbore structure of an ultra-short radius horizontal well for deep coalbed methane,the numerical calculations of force and hydraulic load on tubular strings were accomplished by the mechanical-hydraulic coupling model.The results show that the extending length of completion tubular string with the hydraulic drive is 17 times that of conventional completion technology under the same conditions.The multi-factor orthogonal design is adopted to analyze the numerical calculations,and the results show that the extending length of the completion tubular string is mainly affected by the completion tubular string structure and the friction coefficient between the non-metallic composite continuous screen pipe and the wellbore.Two series of hydraulic drive completion tubular string structures suitable for ultra-short radius horizontal wells under different conditions are optimized,with the extending limits of 381 m and 655 m,respectively.These researches will provide theoretical guidance for design and control of hydraulic drive non-metallic composite continuous completion screen pipe running into ultra-short radius horizontal wells. 展开更多
关键词 ultra-short radius horizontal well screen pipe completion hydraulic drive technology non-metallic composite continuous screen pipe screen pipe extending length
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Cooling rate calibration and mapping of ultra-short pulsed laser modifications in fused silica by Raman and Brillouin spectroscopy
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作者 Michael Bergler Kristian Cvecek +3 位作者 Ferdinand Werr Martin Brehl Dominique De Ligny Michael Schmidt 《International Journal of Extreme Manufacturing》 2020年第3期161-172,共12页
This paper focuses on the preparation of a new extended set of calibrations of cooling rate(fictive temperature)in fused silica determined by inelastic light scattering and its subsequent use to characterize the local... This paper focuses on the preparation of a new extended set of calibrations of cooling rate(fictive temperature)in fused silica determined by inelastic light scattering and its subsequent use to characterize the local cooling rate distribution in ultra-short pulsed(USP)laser modification.In order to determine the thermal history(e.g.cooling rate and fictive temperature)of fused silica,high-resolution inelastic light-scattering experiments(Raman and Brillouin spectroscopy)were investigated.Calibrations were performed and compared to the existing literature to quantify structural changes due to a change of fictive temperature.Compared to existing calibrations,this paper provides an extension to lower and higher cooling rates.Using this new set of calibrations,we characterized a USP laser modification in fused silica and calculated the local fictive temperature distribution.An equation relating the fictive temperature(Tf)to cooling rates is given.A maximum cooling rate of 3000 K min-1 in the glass transition region around 1200℃ was deduced from the Raman analysis.The Brillouin observations are sensitive to both the thermal history and the residual stress.By comparing the Raman and Brillouin observations,we extracted the local residual stress distribution with high spatial resolution.For the first time,combined Raman and Brillouin inelastic light scattering experiments show the local distribution of cooling rates and residual stresses(detailed behavior of the glass structure)in the interior and the surrounding of an USP laser modified zone. 展开更多
关键词 glass structure ultra-short pulsed laser fused silica cooling rate fictive temperature Raman spectroscopy Brillouin spectroscopy
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Rolling Generation Dispatch Based on Ultra-short-term Wind Power Forecast
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作者 Qiushi Xu Changhong Deng 《Energy and Power Engineering》 2013年第4期630-635,共6页
The power systems economic and safety operation considering large-scale wind power penetration are now facing great challenges, which are based on reliable power supply and predictable load demands in the past. A roll... The power systems economic and safety operation considering large-scale wind power penetration are now facing great challenges, which are based on reliable power supply and predictable load demands in the past. A rolling generation dispatch model based on ultra-short-term wind power forecast was proposed. In generation dispatch process, the model rolling correct not only the conventional units power output but also the power from wind farm, simultaneously. Second order Markov chain model was utilized to modify wind power prediction error state (WPPES) and update forecast results of wind power over the remaining dispatch periods. The prime-dual affine scaling interior point method was used to solve the proposed model that taken into account the constraints of multi-periods power balance, unit output adjustment, up spinning reserve and down spinning reserve. 展开更多
关键词 Wind POWER GENERATION POWER System ROLLING GENERATION DISPATCH ultra-short-term Forecast Markov Chain Model Prime-dual AFFINE Scaling Interior Point Method
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Method and Evaluation Method of Ultra-Short-Load Forecasting in Power System
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作者 Jiaxiang Ou Songling Li +1 位作者 Junwei Zhang Chao Ding 《国际计算机前沿大会会议论文集》 2018年第2期23-23,共1页
关键词 Electric load forecasting ultra-short-termLinear EXTRAPOLATION KALMAN filter methodTime series METHOD Artificial neural networksSupport vector machine algorithm
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Taper Angle Correction in Cutting of Complex Micro-mechanical Contours with Ultra-Short Pulse Laser 被引量:3
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作者 J. Auerswald A. Ruckli +3 位作者 T. Gschwilm P. Weber D. Diego-Vallejo H. Schliiter 《Journal of Mechanics Engineering and Automation》 2016年第7期334-338,共5页
关键词 超短脉冲激光 复杂轮廓 激光切割 复杂机械 锥度 光学方法 倾斜控制 圆锥角
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Differential protein expression during colonic adaptation in ultra-short bowel rats
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作者 Hai-Ping Jiang Tao Chen +1 位作者 Guang-Rong Yan Dan Chen 《World Journal of Gastroenterology》 SCIE CAS CSCD 2011年第20期2572-2579,共8页
AIM: To investigate the proteins involved in colonic adaptation and molecular mechanisms of colonic adaptation in rats with ultra-short bowel syndrome (USBS). METHODS: Sprague Dawley rats were randomly assigned to thr... AIM: To investigate the proteins involved in colonic adaptation and molecular mechanisms of colonic adaptation in rats with ultra-short bowel syndrome (USBS). METHODS: Sprague Dawley rats were randomly assigned to three groups: USBS group (10 rats) undergoing an approximately 90%-95% small bowel resection; sham-operation group (10 rats) undergoing small bowel transaction and anastomosis; and control group (ten normal rats). Colon morphology and differential protein expression was analyzed after rats were given postsurgical enteral nutrition for 21 d. Protein expression in the colonic mucosa was analyzed by two-dimensional electrophoresis (2-DE) in all groups. Differential protein spots were detected by ImageMaster 2D Platinum soft-ware and were further analyzed with matrix-assisted laser desorption/ionization-time-of-flight/time-of-flightmass spectrometric (MALDI-TOF/TOF-MS) analysis. RESULTS: The colonic mucosal thickness significantly increased in the USBS group compared with the control group (302.1 ± 16.9 μm vs 273.7 ± 16.0 μm, P < 0.05). There was no statistically significant difference between the sham-operation group and control group (P > 0.05). The height of colon plica markedly improved in USBS group compared with the control group (998.4 ± 81.2 μm vs 883.4 ± 39.0 μm, P < 0.05). There was no statistically significant difference between the shamoperation and control groups (P > 0.05). A total of 141 differential protein spots were found in the USBS group. Forty-nine of these spots were down-regulated while 92 protein spots were up-regulated by over 2-folds. There were 133 differential protein spots in USBS group. Thirty of these spots were down-regulated and 103 were upregulated. There were 47 common differential protein spots among the three groups, including 17 downregulated protein spots and 30 up-regulated spots. Among 47 differential spots, eight up-regulated proteins were identified by MALDITOF/TOF-MS. These proteins were previously reported to be involved in sugar and fat metabolism, protein synthesis and oxidation reduction, which are associated with colonic adaption. CONCLUSION: Eight proteins found in this study play important roles in colonic compensation and are associated with sugar and fat metabolism, protein synthesis, and molecular 展开更多
关键词 蛋白表达 SD大鼠 结肠 差分 超短 基质辅助激光解吸 蛋白质表达 蛋白质点
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Ultra-Short Wave Communication Squelch Algorithm Based on Deep Neural Network
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作者 Yuanxin Xiang Yi Lv +1 位作者 Wenqiang Lei Jiancheng Lv 《Big Data Mining and Analytics》 EI CSCD 2023年第1期106-114,共9页
The squelch problem of ultra-short wave communication under non-stationary noise and low Signal-to-Noise Ratio(SNR)in a complex electromagnetic environment is still challenging.To alleviate the problem,we proposed a s... The squelch problem of ultra-short wave communication under non-stationary noise and low Signal-to-Noise Ratio(SNR)in a complex electromagnetic environment is still challenging.To alleviate the problem,we proposed a squelch algorithm for ultra-short wave communication based on a deep neural network and the traditional energy decision method.The proposed algorithm first predicts the speech existence probability using a three-layer Gated Recurrent Unit(GRU)with the speech banding spectrum as the feature.Then it gets the final squelch result by combining the strength of the signal energy and the speech existence probability.Multiple simulations and experiments are done to verify the robustness and effectiveness of the proposed algorithm.We simulate the algorithm in three situations:the typical Amplitude Modulation(AM)and Frequency Modulation(FM)in the ultra-short wave communication under different SNR environments,the non-stationary burst-like noise environments,and the real received signal of the ultra-short wave radio.The experimental results show that the proposed algorithm performs better than the traditional squelch methods in all the simulations and experiments.In particular,the false alarm rate of the proposed squelch algorithm for non-stationary burst-like noise is significantly lower than that of traditional squelch methods. 展开更多
关键词 squelch Gated Recurrent Unit(GRU) ultra-short wave communication
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基于二次分解双向门控单元新型电力系统超短期负荷预测 被引量:1
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作者 王德文 安涵 《电力科学与工程》 2024年第3期1-9,共9页
在新型电力系统中,电力负荷随机性和波动性较强,现有预测方法难以对其实现高精度预测。为此,提出一种基于二次分解和双向门控循环单元的超短期负荷预测模型。首先,针对电力负荷的强随机性和强波动性,利用自适应噪声完备经验模态分解对... 在新型电力系统中,电力负荷随机性和波动性较强,现有预测方法难以对其实现高精度预测。为此,提出一种基于二次分解和双向门控循环单元的超短期负荷预测模型。首先,针对电力负荷的强随机性和强波动性,利用自适应噪声完备经验模态分解对电力负荷历史序列进行初步分解,使负荷序列更加平稳。随后,对初步分解得到的强非平稳分量运用连续变分模态分解进行二次分解,降低其预测难度。最后,为充分学习电力负荷的时序特征,在预测过程构建基于双向门控循环单元的超短期电力负荷预测模型。实验结果表明,该模型相较于现有优秀预测模型有更高的预测精度。 展开更多
关键词 新型电力系统 超短期负荷 负荷预测 二次分解 双向门控循环单元
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基于无线随钻测量式超短半径水平井钻井技术
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作者 王春华 钟晖 +3 位作者 郑殿富 李吉军 丁明海 王昶皓 《石油矿场机械》 CAS 2024年第3期54-60,共7页
为了解决油田开发后期老井产量低、含水高的难题,通过采用小尺寸高弯曲度MWD随钻仪器配合高造斜率螺杆的方法,实现了在老井上部井段侧钻出超短半径水平井,攻关研究大曲率造斜和水平钻进的技术,通过设计研发小尺寸高弯曲度MWD随钻仪器、... 为了解决油田开发后期老井产量低、含水高的难题,通过采用小尺寸高弯曲度MWD随钻仪器配合高造斜率螺杆的方法,实现了在老井上部井段侧钻出超短半径水平井,攻关研究大曲率造斜和水平钻进的技术,通过设计研发小尺寸高弯曲度MWD随钻仪器、高造斜率螺杆等专用工具,并结合现场施工要求,创新基于无线随钻测量方式的超短半径水平井钻井技术。结果表明:该技术具有施工效率高、实时监测井下参数、轨迹控制精度高等优点,可以实现老井剩余油储层定向挖潜改造,扩大泄油面积,改善油井生产条件,提高采收率。 展开更多
关键词 螺杆 侧钻 超短半径 造斜
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基于低风速功率修正和损失函数改进的超短期风电功率预测
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作者 臧海祥 赵勇凯 +3 位作者 张越 程礼临 卫志农 秦雪妮 《电力系统自动化》 EI CSCD 北大核心 2024年第7期248-257,共10页
风电功率具有较强的波动性和随机性。为进一步提升风电功率的预测精度,提出一种基于低风速功率修正和损失函数改进的超短期风电功率预测模型。该模型采用卷积神经网络、自注意力机制和双向门控循环单元捕获风电功率序列的长期时序依赖... 风电功率具有较强的波动性和随机性。为进一步提升风电功率的预测精度,提出一种基于低风速功率修正和损失函数改进的超短期风电功率预测模型。该模型采用卷积神经网络、自注意力机制和双向门控循环单元捕获风电功率序列的长期时序依赖关系。为了解决低风速下待风状态神经网络难以精确拟合的问题,模型通过预测风速并结合当前时段的风电功率对低风速段的预测功率进行修正。针对参数训练的稳定性问题,模型通过改进预测策略和共享权重,引入一种多元非线性的损失函数来提取序列间的关联性。结果表明,所提模型在多项误差指标中均优于对比模型,能够有效提升超短期风电功率的预测效果。 展开更多
关键词 超短期风电功率预测 功率修正 损失函数改进 神经网络模型
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基于BP-AHP风机状态评估的超短期风电功率动态预测研究
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作者 杨国清 王文坤 +2 位作者 王德意 刘世林 戚相成 《大电机技术》 2024年第1期29-39,共11页
针对传统风电功率预测仅考虑气象因素,且无法计及风电机组真实出力状态导致预测精度较差问题,本文提出一种计及风机状态的超短期风电功率动态预测方法。首先,为能够精确评估风机状态,将BP(error back propagation, BP)算法引入层次分析... 针对传统风电功率预测仅考虑气象因素,且无法计及风电机组真实出力状态导致预测精度较差问题,本文提出一种计及风机状态的超短期风电功率动态预测方法。首先,为能够精确评估风机状态,将BP(error back propagation, BP)算法引入层次分析法(analytic hierarchy process, AHP)的评估结构中,构建BP-AHP风机状态评估模型,实现单台风机状态评估;然后,综合考虑地形及机组排布等因素,将风电场所有风机的状态取均值作为风电场状态,利用皮尔逊相关系数衡量所评估状态与功率之间的相关性以验证评估模型合理性,并采用XGBoost构建计及风机状态的动态预测模型;最后,以陕西地区某风电场实测数据进行算例分析,验证了所提方法的可行性及有效性。 展开更多
关键词 风电机组 状态评估 风电功率预测 超短期预测
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Imaging plate scanners calibration and the attenuation behavior of imaging plate signals
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作者 薄楠 王乃彦 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第6期38-44,共7页
Based on previously reported work, we propose a new method for calibrating image plate(IP) scanners, offering greater flexibility and convenience, which can be extended to the calibration tasks of various scanner mode... Based on previously reported work, we propose a new method for calibrating image plate(IP) scanners, offering greater flexibility and convenience, which can be extended to the calibration tasks of various scanner models. This method was applied to calibrate the sensitivity of a GE Typhoon FLA 7000 scanner. Additionally, we performed a calibration of the spontaneous signal attenuation behavior for BAS-MS, BAS-SR, and BAS-TR type IPs under the 20±1°C environmental conditions, and observed significant signal carrier diffusion behavior in BAS-MS IP. The calibration results lay a foundation for further research on the interaction between ultra-short, ultra-intense lasers and matter. 展开更多
关键词 image plate SCANNER ultra-short ultra-intense lasers
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基于卫星遥感的辐照度时空关联映射与预测建模
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作者 王飞 李娜 +3 位作者 苏营 孙勇 杨恒 甄钊 《太阳能学报》 EI CAS CSCD 北大核心 2024年第3期1-9,共9页
常规光伏电站仅能依赖局地地表气象观测信息进行辐照度预测,难以挖掘电站周边广域光伏资源的时空关联特性,限制了光伏电站辐照度以及发电功率的预测精度。针对上述问题,该文提出基于卫星遥感的光伏电站广域辐照度空间分布映射方法,并建... 常规光伏电站仅能依赖局地地表气象观测信息进行辐照度预测,难以挖掘电站周边广域光伏资源的时空关联特性,限制了光伏电站辐照度以及发电功率的预测精度。针对上述问题,该文提出基于卫星遥感的光伏电站广域辐照度空间分布映射方法,并建立基于图卷积网络(GCN)的地表辐照度超短期时空关联预测模型,在充分利用多通道卫星数据的同时,考虑时空关联特性提高地表辐照度超短期预测精度。通过某光伏场站实例仿真分析,验证地表辐照度反演模型的可行性以及在此基础上所构建的辐照度时空关联预测模型的先进性。 展开更多
关键词 卫星 特征选择 辐照度 反演 图卷积神经网络 地表辐照度超短期预测
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CEEMDAN-WPE-CLSA超短期风电功率预测方法研究
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作者 李杰 孟凡熙 +1 位作者 牛明博 张懿璞 《大连交通大学学报》 CAS 2024年第2期101-108,共8页
提出了一种结合自适应噪声完全集合经验模态分解、加权排列熵、卷积神经网络、长短期记忆网络和自注意力机制的超短期风电功率预测方法。首先,利用自适应噪声完全集合经验模态分解将原始风电功率时间序列自适应分解为一系列的模态分量,... 提出了一种结合自适应噪声完全集合经验模态分解、加权排列熵、卷积神经网络、长短期记忆网络和自注意力机制的超短期风电功率预测方法。首先,利用自适应噪声完全集合经验模态分解将原始风电功率时间序列自适应分解为一系列的模态分量,降低原始序列的非线性和波动性;其次,根据加权排列熵计算各模态分量间的相似性并对相似的分量进行重组,以修正自适应噪声完全集合经验模态分解的过度分解问题,使得修正后的模态分量更具规律性;最后,将重组后的分量输入卷积长短期记忆网络进行时序建模,并利用自注意力机制对卷积长短期记忆网络的神经元权重进行重新分配,提高了卷积长短期记忆网络对输入特征不确定性的适应能力。在此基础上,明确了自注意力机制和自适应噪声完全集合经验模态分解、加权排列熵在风电功率预测中的作用机制,以及风电功率信号包含的重要物理信息,证明了自适应噪声完全集合经验模态分解、加权排列熵以及自注意力机制在风电功率信号模态分解和长短期记忆网络隐层输出权重分配中的有效性。 展开更多
关键词 超短期风电功率预测 自适应噪声完全集合经验模态分解 加权排列熵 卷积长短期记忆网络 自注意力机制
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