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人工神经网络和电阻抗谱法压电材料快速表征
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作者 向辉 吴校生 《压电与声光》 CAS 北大核心 2024年第2期234-240,共7页
压电材料作为重要的功能材料,广泛应用于社会的各领域,但其弹性常数的偏差会导致应用过程中出现错误的设计,弹性常数的正确表征对压电器件的正确设计尤为重要。与其他测量方法相比,电阻抗谱仅需要阻抗分析仪即可实现测量,通过测量阻抗... 压电材料作为重要的功能材料,广泛应用于社会的各领域,但其弹性常数的偏差会导致应用过程中出现错误的设计,弹性常数的正确表征对压电器件的正确设计尤为重要。与其他测量方法相比,电阻抗谱仅需要阻抗分析仪即可实现测量,通过测量阻抗谱反演获得压电材料的弹性常数。传统电阻抗谱法通过不断修正材料参数,使得测量阻抗谱和计算阻抗谱最大程度吻合,该过程需要多次迭代,计算量大,耗时较长。该文提出采用神经网络建立阻抗谱到弹性常数的正向模型,测量得到阻抗谱后仅需一次正向计算即可得到弹性常数。使用Comsol和Matlab联合仿真建立数据集,引入丢弃法避免模型过拟合,利用Pytorch建立模型,经过训练后,最大谐振频率偏差从初始2.8%降至0.8%。该技术为压电材料弹性常数精密测量提供可靠的理论与实践途径。 展开更多
关键词 材料表征 电阻抗谱法 人工神经网络 弹性常数矩阵
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基于EIS-SVM的飞机复合材料健康监测研究 被引量:3
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作者 朱兵 董恩生 郭纲 《压电与声光》 CAS CSCD 北大核心 2016年第1期115-120,共6页
针对复合材料异常检测或健康监测的问题,对电阻抗谱法与支持向量机相结合应用于飞机复合材料构件健康监测进行了研究。制作了同面2电极传感器和两块碳纤维复合材料样板,设计实验电路测量了两个碳纤维被测样本的电阻抗谱,提取了不同类型... 针对复合材料异常检测或健康监测的问题,对电阻抗谱法与支持向量机相结合应用于飞机复合材料构件健康监测进行了研究。制作了同面2电极传感器和两块碳纤维复合材料样板,设计实验电路测量了两个碳纤维被测样本的电阻抗谱,提取了不同类型的电阻抗特征参数;在Matlab软件平台上利用支持向量机对复合材料健康状态进行辨识,并比较分析了不同类型特征参数下的支持向量机辨识准确率。结果表明,相比于Cole-Cole曲线分段各段电阻抗实部或虚部幅值的平均值和频率——实部或虚部曲线分段线性拟合斜率,选取复合材料样板的Cole-Cole曲线分段线性拟合斜率作为特征参数时,支持向量机具有更高的健康状态辨识准确率。初步实验表明,支持向量机与电阻抗谱法结合起来进行飞机复合材料构件的健康监测是可行的。 展开更多
关键词 电阻抗谱法 阻抗测量 复合材料 支持向量机 健康监测
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Electrodeposition mechanism of Ni-Al composite coating 被引量:2
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作者 Mohsen ADABI Ahmad Ali AMADEH 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2014年第10期3189-3195,共7页
Ni-Al composite coatings were electrodeposited from a modified Watts solution. The electrochemical behavior of the coatings was studied by means of zeta potential analysis, voltammetry and electrochemical impedance sp... Ni-Al composite coatings were electrodeposited from a modified Watts solution. The electrochemical behavior of the coatings was studied by means of zeta potential analysis, voltammetry and electrochemical impedance spectroscopy(EIS). It was found that the zeta potential of Al particles was-4 m V which is very close to that of Al2O3. Moreover, addition of conductive Al particles into the electrolyte shifted the polarization curve to more negative potentials and loop size of EIS curve increased. It was also demonstrated that the co-deposition behavior of Ni-Al composite coatings obeys the Guglielmi’s model. The results indicate that conductive Al particles behave as the inert particles and confirm the existence of a thin aluminum oxide layer on the surface of aluminum particles. 展开更多
关键词 Ni-Al coating zeta potential VOLTAMMETRY electrochemical impedance spectroscopy(EIS)
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Adsorption isotherm mechanism of amino organic compounds as mild steel corrosion inhibitors by electrochemical measurement method 被引量:5
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作者 A.Y.MUSA A.A.H.KADHUM +3 位作者 A.B.MOHAMAD M.S.TAKRIFF A.R.DAUD S.K.KAMARUDIN 《Journal of Central South University》 SCIE EI CAS 2010年第1期34-39,共6页
The inhibition ability of 4-amino-5-phenyl-4H-1, 2, 4-trizole-3-thiol (APTT), ethylenediaminetetra-acetic acid (EDTA) and thiourea (TU) for mild steel corrosion in 1.0 moFL HC1 solution at 30 ℃ was investigated... The inhibition ability of 4-amino-5-phenyl-4H-1, 2, 4-trizole-3-thiol (APTT), ethylenediaminetetra-acetic acid (EDTA) and thiourea (TU) for mild steel corrosion in 1.0 moFL HC1 solution at 30 ℃ was investigated. Tafel polarization and electrochemical impedance spectroscopy (EIS) were used to investigate the influence of these organic compounds as corrosion inhibitors of mild steel in 1.0 mol/L HC1 solution at 30 ℃. The inhibition mechanism was discussed in terms of Langrnuir isotherm model. Results obtained from Tafel polarization and impedance measurements are in a good agreement. The inhibition efficiency increases with the increase of the inhibitor concentration. The adsorption of the inhibitors on the mild steel surface follows Langmuir adsorption isotherm and the free energy of adsorption AGads indicates that the adsorption of APTT, EDTA, and TU molecules is a spontaneous process and a typical chemisorption. 展开更多
关键词 corrosion inhibitor Langmuir adsorption isotherm mild steel
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Study of Cobalt Electrodeposition onto Stainless Steel Using Electrochemical Impedance Spectroscopy (IES)
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作者 Eric Marsalha Garcia Tulio Matencio +5 位作者 Rozana Zacarias Domingues Luana Marsalha Garcia Jacqueline Amanda Figueiredo dos Santos Narjara Ribeiro Hosane Aparacida Tar6ca Vanessa de Freitas Cunha Lins 《Journal of Physical Science and Application》 2012年第10期409-413,共5页
This paper describes the study of cobalt growth mechanism obtained by electrodeposition method with variation of pH solution. The electrochemical impedance spectroscopy (EIS) and scanning electronic microscopy (SEM... This paper describes the study of cobalt growth mechanism obtained by electrodeposition method with variation of pH solution. The electrochemical impedance spectroscopy (EIS) and scanning electronic microscopy (SEM) results were possible conclude that the cobalt electrodeposited at pH = 5.40 presented approximately an area three times larger than the cobalt electrodeposited at pH = 2.70. In addition, the cobalt electrodeposited at pH = 2.70 had a value of charge transfer resistance equal to 151.6 f2"cm2 and the cobalt electrodeposited at pH = 5.40 this value corresponds to 67.4 f2'cm. This occurs because the increased in micro-porosity increase the diffusion of electrolyte on cobalt electrodeposits easily the corrosion process. 展开更多
关键词 Cobalt electrodeposition electrochemical impedance spectroscopy.
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Electrooxidation of methanol and ethanol on carbon electrodeposited Ni–MgO nanocomposite
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作者 H. B. Hassana Z. Abdel Hamid Rabab M. El-Sherif 《Chinese Journal of Catalysis》 SCIE EI CAS CSCD 北大核心 2016年第4期616-627,共12页
Ni–MgO nano‐composites were prepared on carbon anodes by electrodeposition from a nickel Watts bath in the presence of fine MgO reinforcement particles. Their performance as electrocata‐lysts for the oxidation of m... Ni–MgO nano‐composites were prepared on carbon anodes by electrodeposition from a nickel Watts bath in the presence of fine MgO reinforcement particles. Their performance as electrocata‐lysts for the oxidation of methanol and ethanol in alkaline medium was investigated and compared with that of carbon coated pure Ni (Ni/C). The chemical composition, phase structure, and surface morphology of the deposited nano‐composites were studied by energy dispersive X‐ray spectros‐copy, X‐ray diffractometry, and scanning electron microscopy, respectively. Different electrochemi‐cal techniques were used to estimate the catalytic activity of the prepared electrocatalyst anodes, including cyclic voltammetry (CV), chronoamperometry, and electrochemical impedance spectros‐copy (EIS). The Ni/C electrocatalyst alone exhibited remarkably low catalytic activity and poor stability toward the electrooxidation process. The inclusion of MgO significantly promoted the cata‐lytic activity of the Ni catalyst for the alcohol electrooxidation and enhanced its poisoning re‐sistance. The EIS results confirmed those of CV and revealed a lower charge transfer resistance and enhanced roughness for the Ni–MgO/C nano‐composite electrodes compared with those of Ni/C. 展开更多
关键词 Nickel-modified manganese oxide ELECTROOXIDATION METHANOL ETHANOL Electrochemical impedance spectroscopy Cyclic voltammetry
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Monitoring the Morphology of the Bottom of Streams and Reservoirs Using Electrical Impedance Spectrometry Method
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作者 Jana Parilkova 《Journal of Civil Engineering and Architecture》 2010年第6期50-59,共10页
A part of the Earth's surface has been formed by the action of running water during geomorphological development. The flow of water is one of the ways of how particles can be eroded, transported and accumulated. If e... A part of the Earth's surface has been formed by the action of running water during geomorphological development. The flow of water is one of the ways of how particles can be eroded, transported and accumulated. If endogenous processes do not work, the surface of the continents would lower to the level close to the ocean surface and the relief would have almost no ruggedness. Recently, there have been talks about the relative classification of deviation of the present state from the "original" or "natural" one caused by anthropogeneous effects. The activity of man can manifest itself by pollution, the excessive use of water, a change in the flow regime, and the like. Research into the morphology of the river bottom and the bottom of settling tanks or dam reservoirs is systematically carried out in selected streams and reservoirs by the long-term sampling of bottom sediments. The knowledge of the sediment layer is also important. The EIS method, which was used for measuring, is new for the aforementioned applications. Possibilities of EIS method with new apparatus using for this application were tested in laboratory and in situ. On the basis of interpretation of the electrical conductivity data, a grid of depth data was acquired. These data are characterized by anomalously high and low "spots" and show morphological changes in the studied area. 展开更多
关键词 Electrical impedance spectrometry (EIS) physical model in-situ monitoring SLUDGE MORPHOLOGY stream bed settling tank.
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Study on Kinetics of Cathodic Reduction of Dissolved Oxygen in 3.5% Sodium Chloride Solution
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作者 LI Yongjuan ZHANG Dun WU Jiajia 《Journal of Ocean University of China》 SCIE CAS 2010年第3期239-243,共5页
Electrochemical reduction of dissolved oxygen in seawater on metals is of great importance for corrosion studies. The present paper studied cathodic reduction of dissolved oxygen on Q235 carbon steel in 3.5% sodium ch... Electrochemical reduction of dissolved oxygen in seawater on metals is of great importance for corrosion studies. The present paper studied cathodic reduction of dissolved oxygen on Q235 carbon steel in 3.5% sodium chloride (NaCl) solutions by cyclic voltammetry (CV), electrochemical impedance spectroscopy (EIS), rotating disk electrode (RDE) and rotating ring-disk electrode (RRDE). The cyclic voltammetric results demonstrated the cathodic process on Q235 carbon steel in O2-saturated 3.5% NaCl solution contains three reactions: dissolved oxygen reduction, iron oxides reduction and hydrogen evolution. The peak potential of oxygen reduction reaction (ORR) is - 0.85 V vs Ag/AgCl, 3 molL^-1 KCI. The EIS results indicated that the ORR occurring on Q235 carbon steel is a 4-electron process and that no finite diffusion is caused by the intermediate of H2O2 produced by ORR. The RDE and RRDE voltammograms confirmed the EIS results and it was found that the number of transferred electrons for ORR was nearly 4, i.e., dissolved oxygen reduced to water. 展开更多
关键词 dissolved oxygen reduction 3.5% NaCl solution Q235 carbon steel cyclic voltammetry electrochemical impedance spectroscopy rotating electrode
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Electrochemical Polymerization of Acrylamide Film on Mild Steel Electrode for Corrosion Protection
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作者 Hanaa Shokry 《Journal of Chemistry and Chemical Engineering》 2010年第6期35-43,共9页
Polyacrylamide (PAM) film was electrosynthesized on mild steel by cyclic voltammetry using Ce (IV) salt-oxalic acid as supporting electrolyte. Polymerization was initiated by a free radical that was formed by the ... Polyacrylamide (PAM) film was electrosynthesized on mild steel by cyclic voltammetry using Ce (IV) salt-oxalic acid as supporting electrolyte. Polymerization was initiated by a free radical that was formed by the fast reaction of oxalic acid and Ce (IV). The electrolysis of the reaction solution resulted in regeneration of Ce (IV), which could oxidize oxalic acid to produce radicals. The effect of temperature on the yield of electroinitiated polymerization was performed. The potential sweep rates were changed to achieve the polymer film with different thickness. Protective properties of the PAM film for corrosion of mild steel in 1 M NaCI aqueous solution were investigated by potentiodynamic polarization curves and electrochemical impedance spectroscopy (EIS). The structure of PAM film on mild steel was investigated by using physicochemical methods such as elemental analysis of C, H, N, physical chemical methods and FTIR spectrometer. The influence of scan repetition and scan rate on the formation of polymer film was studied at a current density of 1 mA/cm2. The results of these studies reveal that the corrosion resistance of the PAM-coated mild steel was significantly higher and the corrosion rate was considerably lower than that of uncoated steel. The PAM film was formed with lower sweep rate leading to more positive shift of corrosion potential and greater charge transfer resistance, reflecting higher inhibition for corrosion of the mild steel. 展开更多
关键词 POLYACRYLAMIDE ELECTROCHEMICAL POTENTIODYNAMIC IMPEDANCE protection.
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A novel linear microprobe array for the fabrication of neural microelectrodes 被引量:3
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作者 ZHAO Shan Shan PEI Wei Hua +7 位作者 ZHAO Hui WANG Yi Jun CHEN San Yuan CHEN Yuan Fang ZHANG He GUO Dong Mei GUI Qiang CHEN Hong Da 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2015年第2期346-351,共6页
A novel linear microprobe array(LMPA)has been developed by a conventional microfabrication method from silicon.The LMPA leverages the properties of conventional microwire with additional features of naturally formed r... A novel linear microprobe array(LMPA)has been developed by a conventional microfabrication method from silicon.The LMPA leverages the properties of conventional microwire with additional features of naturally formed regular spacing.With the help of periodic microprobe arrays and double-side V-grooves fabricated in advance between each pair of the two microprobes’rear ends,the number of microprobe units for assembly in one array can be flexibly chosen by cleavage fracture from the LMPA.The fabrication method was demonstrated and the prototype device was assessed by electrochemical impedance spectroscopy(EIS)and in vivo test.The SNR of the spikes recorded was 6. 展开更多
关键词 LMPA regular spacing cleavage fracture V-groove
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Electropolymerization of Ni(salen) on carbon nanotube carrier as a capacitive material by pulse potentiostatic method 被引量:1
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作者 LI JianLing GAO Fei +4 位作者 ZHANG YaKun KANG FeiYu WANG XinDong YE Feng YANG Jun 《Science China Chemistry》 SCIE EI CAS 2012年第7期1338-1344,共7页
The composites of poly[Ni(salen)] and multi-walled carbon nanotube (MWCNT) were synthesized by pulse potentiostatic method. The composites were characterized by field emission scanning electron microscopy, Fourier... The composites of poly[Ni(salen)] and multi-walled carbon nanotube (MWCNT) were synthesized by pulse potentiostatic method. The composites were characterized by field emission scanning electron microscopy, Fourier transform infrared spectra, and electrochemical impedance spectroscopy. The wrapping of carbon nanotubes with poly[Ni(salen)] varied significantly with anodic pulse duration. Variance of structure of poly[Ni(salen)] caused by anodic pulse duration affected the ability of absorption to solvent molecules or solvated ions, which was indicated by v (C≡N) intensity. The ability to store/release charge of poly[Ni(salen)] caused by redox switching was evaluated in the form of low-frequency capacitance. Correlations of chargetransfer resistance/ionic diffusion resistance with potential and anodic pulse duration were investigated. 展开更多
关键词 poly[Ni(salen)] carbon nanotubes potential pulse electrochemical impedance spectroscopy
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