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For the laser-induced damage (LID) in large-aperture final optics, we present a novel approach of damage online inspection and its experimental system, which solves two problems:classification of true and false LID and size measurement of the LID. We first analyze the imaging principle of the experimental system for the true and false damage sites, then use kernel-based extreme learning machine (K-ELM) to distinguish them, and finally propose hierarchical kernel extreme learning machine (HK-ELM) to predict the damage size. The experimental results show that the classification accuracy is higher than 95%, the mean relative error of the predicted LID size is within 10%. So the proposed method meets the technical requirements for the damage online inspection. 相似文献
995.
Yan Liu Dan Luo Min Yu Yu Wang Shanshan Jin Zixin Li Shengjie Cui Danqing He Ting Zhang Tie Wang Yanheng Zhou 《Advanced functional materials》2019,29(10)
Osteoinductive synthetic biomaterials for replacing autografts can be developed by mimicking bone hierarchy and surface topography for host cell recruitment and differentiation. Until now, it has been challenging to reproduce a bone‐like staggered hierarchical structure since the energy change underlying synthetic pathways in vitro is essentially different from that of the natural process in vivo. Herein, a bone‐like hierarchically staggered architecture is reproduced under thermodynamic control involving two steps: fabrication of a high‐energy polyacrylic acid‐calcium intermediate and selective mineralization in collagenous gap regions driven by an energetically downhill process. The intermediate energy interval could easily be adjusted to determine different mineralization modes, with distinct morphologies and biofunctions. Similar to bone autografts, the staggered architecture offers a bone‐specific microenvironment for stem cell recruitment and multidifferentiation in vitro, and induces neo‐bone formation with bone marrow blood vessels by host stem cell homing in vivo. This work provides a novel perspective for an in vitro simulating biological mineralization process and proof of concept for the clinical application of smart biomaterials. 相似文献
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Chengan Liao Baopeng Yang Ning Zhang Min Liu Guoxin Chen Xiaoming Jiang Gen Chen Junliang Yang Xiaohe Liu Ting‐Shan Chan Ying‐Jui Lu Renzhi Ma Wei Zhou 《Advanced functional materials》2019,29(40)
Combining transition metal oxide catalysts with conductive carbonaceous material is a feasible way to improve the conductivity. However, the electrocatalytic performance is usually not distinctly improved because the interfacial resistance between metal oxides and carbon is still large and thereby hinders the charge transport in catalysis. Herein, the conductive interface between poorly conductive NiO nanoparticles and semi‐conductive carbon nitride (CN) is constructed. The NiO/CN exhibits much‐enhanced oxygen evolution reaction (OER) performance than corresponding NiO and CN in electrolytes of KOH solution and phosphate buffer saline, which is also remarkably superior over NiO/C, commercial RuO2, and mostly reported NiO‐based catalysts. X‐ray photoelectron spectroscopy and extended X‐ray absorption fine structure spectrum reveal that a metallic Ni–N bond is formed between NiO and CN. Density functional theory calculations suggest that NiO and CN linked by a Ni–N bond possess a low Gibbs energy for OER intermediate adsorptions, which not only improves the transfer of charge but also promotes the transmission of mass in OER. The metal–nitrogen bonded conductive and highly active interface pervasively exists between CN and other transition metal oxides including Co3O4, CuO, and Fe2O3, making it promising as an inexpensive catalyst for efficient water splitting. 相似文献
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参数化协方差矩阵估计(Parametric Covariance Matrix Estimation,PCE)方法利用雷达系统参数估计杂波协方差矩阵(Clutter Covariance Matrix,CCM),显著提升非均匀环境下空时自适应处理(Space-Time Adaptive Processing,STAP)的性能;但是在系统参数和杂波分布存在误差情况下,性能下降严重.本文提出一种稳健的基于PCE方法的STAP杂波抑制方法.首先利用稀疏恢复方法与Radon变换估计杂波分布,然后提出一种归一化广义内积统计量修正杂波的分布,最后利用PCE方法估计CCM并进行STAP杂波抑制.通过分析舰载高频地波雷达仿真和实测数据处理结果表明:所提方法的稳健性大幅提升,相比稀疏恢复STAP方法和前后向空时平滑STAP方法滤波器凹口更加准确且更深,在有效抑制杂波的同时更利于慢速目标的检测. 相似文献
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