2022
DOI: 10.1002/pc.26913
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Determination of needling process satisfying stiffness requirements of 3D needled composites

Abstract: The traditional trial-and-error method is expensive and time-consuming to determine the needling process parameters satisfying the stiffness requirements of the 3D needled composites. A new design method for these unknown needling process parameters is proposed using a convolutional neural network (CNN) surrogate model, in which a series of stress distribution images of representative volume cell (RVC) for 3D needled composites under different loads are implemented. These stress distribution images reserve bot… Show more

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Cited by 6 publications
(7 citation statements)
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“…The energy consumed by the tufted fibers being pulled out or broken was captured in the same way. The energy consumed by the matrix was measured by reference [1], and the energy consumed by the delamination of the needled composite material was measured by reference [2]. K I was converted from the elastic modulus of cohesive, and the conversion relationship [20] is:…”
Section: Dcb Experiments Results and Analysis Of Needled/tufted Dual-...mentioning
confidence: 99%
See 1 more Smart Citation
“…The energy consumed by the tufted fibers being pulled out or broken was captured in the same way. The energy consumed by the matrix was measured by reference [1], and the energy consumed by the delamination of the needled composite material was measured by reference [2]. K I was converted from the elastic modulus of cohesive, and the conversion relationship [20] is:…”
Section: Dcb Experiments Results and Analysis Of Needled/tufted Dual-...mentioning
confidence: 99%
“…Three dimensional (3D) needled composites overcome the shortcomings of easy delamination of laminated composites, and have been widely used in national defense, aerospace, new energy and rail transportation fields. [1][2][3] In recent years, researchers have conducted in-depth studies on the fabric structures of 3D needled composites, including felt/felt needled structures, [4][5][6] which were needled from short fibers and were often used in thermal insulation materials, such as aircraft cabins; felt/unidirectional cloth needled structure, [7][8][9] commonly used in brake materials, such as aircraft brake discs; felt/braiding fabric needled structure, [10][11][12] used for high temperature resistant materials, such as rocket engine nozzles. In the above-mentioned needled fabric structures, since the fabric contains a felt layer, and the felt layer had a relatively low density, the bulk density of the needled fabric containing the felt was usually low compared with braiding, and the interlaminar performance of conventional needled fabrics was relatively weak, which made it difficult to meet the use requirements of key core components of hypersonic aircraft.…”
Section: Introductionmentioning
confidence: 99%
“…3,4 It has been widely used in fields such as aerospace, national defense, rail transit, and thermal field materials. [5][6][7] At present, there are mainly three types of reinforcements for needled composite. Firstly, the felt/felt layered needled structure, [8][9][10] which has a low volume density and weak in-plane mechanical properties, is mainly used as an anti-thermal insulation material; second, the felt/ base cloth layered needled structure.…”
Section: Introductionmentioning
confidence: 99%
“…The three‐dimensional (3D) needling process is highly automated, with the advantages of high production efficiency and good economic benefits, 1,2 overcoming the shortcomings of the weak interlaminar strength of traditional laminated materials and complex three‐dimensional braiding forming processes with long manufacturing cycles 3,4 . It has been widely used in fields such as aerospace, national defense, rail transit, and thermal field materials 5–7 …”
Section: Introductionmentioning
confidence: 99%
“…Needled composites have good interlaminar connection performance and are increasingly used in aerospace, new energy, rail transit and national defense. [1][2][3] For different application scenarios, people proposed a variety of different needled fabric structures, mainly comprising of felt laminated needled fabric structures, 4,5 which are mainly used as thermal insulation materials and commonly used in aircraft compartments; felt and woven cloth laminated needled fabrics. [6][7][8] for brake disc material; moreover, felt and braiding cloth laminated needled fabrics.…”
Section: Introductionmentioning
confidence: 99%