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C/C復(fù)合材料等溫CVI工藝模糊神經(jīng)網(wǎng)絡(luò)建模
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TB323

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國家自然科學(xué)基金(50072019),國家杰出青年科學(xué)基金(50225210)


Modeling of Isothermal CVI Process of C/C Composites by Fuzzy Neural Network
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    摘要:

    C/C復(fù)合材料等溫CVI工藝影響因素繁多,而效率極低,造成C/C復(fù)合材料的生產(chǎn)周期極長、制造成本極高?;谀:窠?jīng)網(wǎng)絡(luò)技術(shù)及遺傳算法,以有限元數(shù)值模擬結(jié)果作為網(wǎng)絡(luò)訓(xùn)練的虛擬樣本,建立了C/C復(fù)合材料等溫CVI工藝預(yù)測系統(tǒng),利用該系統(tǒng)挖掘得到了等溫CVI工藝主要影響因素,如沉積溫度,前驅(qū)氣體組份比與流速等,對制件密度的作用規(guī)律,為CVI工藝的綜合設(shè)計與優(yōu)化提供了理論依據(jù),提高了CVI工藝的設(shè)計水平,以期達(dá)到降低C/C復(fù)合材料制造成本的目的。

    Abstract:

    The isothermal CVI (chemical vapor infiltration) process of carbon/carbon composites is controlled by many factors and its efficiency is very low. Manufacturing of C/C composites with isothermal CVI processes is costly and thus limits commercial applications of C/C composites. Based on the fuzzy neural network (FNN) technique and genetic algorithm, a predicting system for isothermal CVI process was proposed and established. The simulation results of FEM called virtual samples were selected as the network's training samples. Based on the FNN system, the influences of main infiltration parameters, such as infiltration temperature, precursor gas flow ratio and rate, had been studied; and they are good instructions for the design and optimization of CVI process. Using this FNN system, we expect that we can reduce the time of development and densification, thus reducing manufacturing cost.

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顧正彬 李賀軍 李克智 李愛軍. C/C復(fù)合材料等溫CVI工藝模糊神經(jīng)網(wǎng)絡(luò)建模[J].稀有金屬材料與工程,2004,33(10):1037~1040.[Gu Zhengbin, Li Hejun, Li Kezhi, Li Aijun. Modeling of Isothermal CVI Process of C/C Composites by Fuzzy Neural Network[J]. Rare Metal Materials and Engineering,2004,33(10):1037~1040.]
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  • 最后修改日期:2004-04-28
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