Prediction of composite microstructure stress-strain curves using convolutional neural networks (English)
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In:
Materials and Design
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189
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2020
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ISSN:
- Article (Journal) / Electronic Resource
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Title:Prediction of composite microstructure stress-strain curves using convolutional neural networks
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Contributors:Yang, Charles ( author ) / Kim, Youngsoo ( author ) / Ryu, Seunghwa ( author ) / Gu, Grace X. ( author )
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Published in:Materials and Design ; 189
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Publisher:
- New search for: The Authors
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Publication date:2020-01-18
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ISSN:
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DOI:
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Type of media:Article (Journal)
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Type of material:Electronic Resource
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Language:English
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Keywords:
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Source:
Table of contents – Volume 189
The tables of contents are generated automatically and are based on the data records of the individual contributions available in the index of the TIB portal. The display of the Tables of Contents may therefore be incomplete.
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Composition design for Fe-based soft magnetic amorphous and nanocrystalline alloys with high Fe contentShi, Lingxiang / Yao, Kefu et al. | 2020
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Mechanics of beams made from chiral metamaterials: Tuning deflections through normal-shear strain couplingsKarathanasopoulos, N. / Dos Reis, F. / Diamantopoulou, M. / Ganghoffer, J.-F. et al. | 2020
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The effect of oxidising thermal exposures on the fatigue properties of a polycrystalline powder metallurgy nickel-based superalloyLewis, D.T.S. / Ding, R.G. / Whittaker, M.T. / Mignanelli, P.M. / Hardy, M.C. et al. | 2020
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Thermally activated deformation mechanisms and solid solution softening in W-Re alloys investigated via high temperature nanoindentationKappacher, Johann / Leitner, Alexander / Kiener, Daniel / Clemens, Helmut / Maier-Kiener, Verena et al. | 2020
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Identifying the high entropy effect on plastic dynamics in bulk metallic glasses: A nanoindentation study at room and elevated temperaturesZhou, Qing / Du, Yin / Han, Weichao / Jia, Qian / Deng, Yuyu / Wang, Haifeng et al. | 2020
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Nanofiber membranes by multi-jet electrospinning arranged as arc-array with sheath gas for electrodialysis applicationsZheng, Gaofeng / Jiang, Jiaxin / Wang, Xiang / Li, Wenwang / Liu, Juan / Fu, Gang / Lin, Liwei et al. | 2020
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Gas tungsten arc welding of as-rolled CrMnFeCoNi high entropy alloyOliveira, J.P. / Curado, T.M. / Zeng, Z. / Lopes, J.G. / Rossinyol, Emma / Park, Jeong Min / Schell, N. / Braz Fernandes, F.M. / Kim, Hyoung Seop et al. | 2020
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3D printed porous biomimetic composition sustained release zoledronate to promote osteointegration of osteoporotic defectsBai, Haotian / Cui, Yutao / Wang, Chenyu / Wang, Zhonghan / Luo, Wenbin / Liu, Yuzhe / Leng, Yi / Wang, Jincheng / Li, Zuhao / Liu, He et al. | 2020
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A strategy to fabricate strength-ductility enhanced braze filler reinforced by 3-dimensional graphene sponge for joining C/C compositesSun, Zhan / Zhang, Lixia / Zhang, Bo / Chang, Qing / Song, Ya'nan et al. | 2020
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Nanohybrid silica/polymer aerogels: The combined influence of polymer nanoparticle size and contentFidalgo, Alexandra / Farinha, José Paulo S. / Martinho, José M.G. / Ilharco, Laura M. et al. | 2020
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Effect of temperature on the impact ignition behavior of the aluminum/polytetrafluoroethylene reactive material under multiple pulse loadingRen, Huilan / Li, Wei / Ning, Jianguo et al. | 2020
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Editorial Board| 2019
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Revealing relationships between porosity, microstructure and mechanical properties of laser powder bed fusion 316L stainless steel through heat treatmentRonneberg, Tobias / Davies, Catrin M. / Hooper, Paul A. et al. | 2020
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Biofabrication of a biomimetic supramolecular-polymer double network hydrogel for cartilage regenerationLi, Lan / Zhang, Kaijia / Wang, Tiankuo / Wang, Peng / Xue, Bin / Cao, Yi / Zhu, Liya / Jiang, Qing et al. | 2020
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Structure, compression and thermally insulating properties of cellulose diacetate-based aerogelsZhang, Sizhao / Huang, Xing / Feng, Junzong / Qi, Fangwei / E, Dianyu / Jiang, Yonggang / Li, Liangjun / Xiong, Shixian / Feng, Jian et al. | 2020
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3D hierarchical carbon nanofibers/TiO2@MoS2 core-shell heterostructures by electrospinning, hydrothermal and in-situ growth for flexible electrode materialsLu, Fang / Wang, Jinguang / Sun, Xiaoling / Chang, Zhenjun et al. | 2020
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Prediction of composite microstructure stress-strain curves using convolutional neural networksYang, Charles / Kim, Youngsoo / Ryu, Seunghwa / Gu, Grace X. et al. | 2020
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Luminescent solar concentrators based on melt-spun polymer optical fibersJakubowski, Konrad / Huang, Chieh-Szu / Gooneie, Ali / Boesel, Luciano F. / Heuberger, Manfred / Hufenus, Rudolf et al. | 2020
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Fabrication of ZnO@C foam: A flexible free-standing electrode for energy storage devicesFahimi, Zohre / Moradlou, Omran et al. | 2020
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Microstructural characterization of pressure-induced cracking in melamine/F2311 composites and crack-healing behavior via thermal-pressure aging treatmentGuo, Yuchen / Lan, Qiong / Han, Chao / Chen, Pengwan / Liu, Rui et al. | 2020
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Accelerated discovery of oxidation resistant CoNi-base γ/γ’ alloys with high L12 solvus and low densityStewart, Colin A. / Murray, Sean P. / Suzuki, Akane / Pollock, Tresa M. / Levi, Carlos G. et al. | 2019
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Shape optimization of SMA structures with respect to fatigueGu, Xiaojun / Cao, Yinfeng / Zhu, Jihong / Wang, Jun / Zhang, Weihong / Moumni, Ziad et al. | 2019
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Manufacturing of unidirectional stitched glass fabric reinforced polyamide 6 by thermoplastic resin transfer mouldingMurray, James J. / Robert, Colin / Gleich, Klaus / McCarthy, Edward D. / Ó Brádaigh, Conchúr M. et al. | 2020
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The effect of grain size on the fatigue overload behaviour of nickelZhang, Wen / Simpson, Christopher A. / Lopez-Crespo, Pablo / Mokhtarishirazabad, Mehdi / Buslaps, Thomas / Pippan, Reinhard / Withers, Philip J. et al. | 2020
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Ultra-short pulsed laser conditioning of metallic-bonded diamond grinding toolsAckerl, Norbert / Warhanek, Maximilian / Gysel, Johannes / Wegener, Konrad et al. | 2020
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A validated finite element analysis procedure for porous structuresRuiz de Galarreta, Sergio / Jeffers, Jonathan R.T. / Ghouse, Shaaz et al. | 2020
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Corrigendum to “A thermo-metallurgical-mechanical model for selective laser melting of Ti6Al4V” [Mat. Des., Volume 168 (2019), 107642]Tan, Pengfei / Shen, Fei / Li, Biao / Zhou, Kun et al. | 2020
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Cover_189| 2019
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Microstructural evolution of soft magnetic 49Fe-49Co-2V alloy induced by drillingZhang, Yuan / Kang, Renke / Dong, Zhigang / Wang, Qing / Zhu, Xianglong / Xu, Rui / Guo, Dongming et al. | 2020
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Size-dependent plasticity and activation parameters of lithographically-produced silicon micropillarsChen, Ming / Wehrs, Juri / Sologubenko, Alla S. / Rabier, Jacques / Michler, Johann / Wheeler, Jeffrey M. et al. | 2020
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Enhancing tribological, mechanical, and thermal properties of polyimide composites by the synergistic effect between graphene and ionic liquidRuan, Hong / Zhang, Qiu / Liao, Weiqiang / Li, Yuqi / Huang, Xiaohua / Xu, Xu / Lu, Shaorong et al. | 2020
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Microencapsulation of ethylenediamine and its application in binary self-healing system using dual-microcapsuleHu, HongLin / Zhang, Lu / Yu, RuiLian / Yuan, LiYe / Yang, YunHua / He, XiaoDong / Wang, JinMing / Li, ZhongPing et al. | 2020
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Quantitative analysis of interleaved degree in lamellar microstructure of titanium alloysLu, Zimin / Luo, Jiao / Wang, Bozhe / Li, Miaoquan et al. | 2020
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Microstructure, mechanical properties and transformation behavior of friction stir welded Ni50.7Ti49.3 alloyDeng, Huaibo / Chen, Yuhua / Li, Shuhan / Chen, Chao / Zhang, Timing / Xu, Mingfang / Ji, Di et al. | 2020
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Template-sacrificial conversion of MnCO3 microspheres to fabricate Mn-doped TiO2 visible light photocatalystsLee, Hack-Keun / Lee, Seung-Woo et al. | 2020
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Characterisation and antibacterial investigation of a novel coating consisting of mushroom microstructures and HFCVD graphiteCumont, Aude / Zhang, Ruoying / Corscadden, Louise / Pan, Jingzhe / Zheng, Yuting / Ye, Haitao et al. | 2020
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The in vitro and in vivo biological effects and osteogenic activity of novel biodegradable porous Mg alloy scaffoldsWang, Wei / Jia, Gaozhi / Wang, Qing / Huang, Hua / Li, Xiaolin / Zeng, Hui / Ding, Wenjiang / Witte, Frank / Zhang, Changqing / Jia, Weitao et al. | 2020
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Mechanical performance and corrosion behaviour of Zr-based bulk metallic glass produced by selective laser meltingDeng, L. / Gebert, A. / Zhang, L. / Chen, H.Y. / Gu, D.D. / Kühn, U. / Zimmermann, M. / Kosiba, K. / Pauly, S. et al. | 2020
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3D printing of calcium phosphate scaffolds with controlled release of antibacterial functions for jaw bone repairSun, Huan / Hu, Cheng / Zhou, Changchun / Wu, Lina / Sun, Jianxun / Zhou, Xuedong / Xing, Fei / Long, Cheng / Kong, Qingquan / Liang, Jie et al. | 2020
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Rotational outward solidification casting: An innovative single step process to produce a functionally graded aluminum reinforced with quasicrystal approximant phasesFerreira, Tales / Oliveira, Ivanir Luiz de / Zepon, Guilherme / Bolfarini, Claudemiro et al. | 2020
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“Even” conducting superiority in molecular wires designed by porphyrin and graphene nanoribbonsLi, Jie / Li, Tao / Duan, Yunrui / Li, Hui et al. | 2020
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The behavior of a functionally graded origami structure subjected to quasi-static compressionYuan, Lin / Dai, Huaping / Song, Jichao / Ma, Jiayao / Chen, Yan et al. | 2020
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Optimal design of high-strength water-soluble sand core for investment casting system: Thermodynamic analysis and experimental verificationHuang, Pei-Hsing / Chien, Shao-Yu / Wu, Ping / Chou, Chuen-Shii et al. | 2020
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Design and additive manufacturing of flexible polycaprolactone scaffolds with highly-tunable mechanical properties for soft tissue engineeringMeng, Zijie / He, Jiankang / Cai, Zhihao / Wang, Fengping / Zhang, Juliang / Wang, Ling / Ling, Rui / Li, Dichen et al. | 2020
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Corrigendum to “Design of novel Zn-Ag-Zr alloy with enhanced strength as a potential biodegradable implant material” [Mater. Des. 183 (2019) 108154]Wątroba, Maria / Bednarczyk, Wiktor / Kawałko, Jakub / Mech, Krzysztof / Marciszko, Marianna / Boelter, Gabriela / Banzhaf, Manuel / Bała, Piotr et al. | 2020
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GO-modified double-walled polyurea microcapsules/epoxy composites for marine anticorrosive self-healing coatingMa, Yanxuan / Zhang, Yingrui / Liu, Jiatong / Ge, Yajie / Yan, Xiaoning / Sun, Yi / Wu, Jian / Zhang, Peng et al. | 2020
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Modeling the dielectric breakdown strength and energy storage density of graphite-polymer composites with dielectric damage processXia, Xiaodong / Xu, Bai-Xiang / Xiao, Xiazi / Weng, George J. et al. | 2020
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Suppressing instabilities in defect-scarce nanowires by controlling the energy release rate during incipient plasticityShin, Jungo / Richter, Gunther / Gianola, Daniel S. et al. | 2019
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Effects of laser scanning speeds on different states of the molten pool during selective laser melting: Simulation and experimentYuan, Weihao / Chen, Hui / Cheng, Tan / Wei, Qingsong et al. | 2020
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Bi-directional prediction of structural characteristics and effective thermal conductivities of composite fuels through learning from finite element simulation resultsYan, Biaojie / Cheng, Liang / Li, Bingqing / Liu, Pengchuang / Wang, Xin / Gao, Rui / Yang, Zhenliang / Xu, Songhua / Ding, Xiangdong / Zhang, Pengcheng et al. | 2020
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Necklace-like Fe3O4 nanoparticle beads on carbon nanotube threads for microwave absorption and supercapacitorsZeng, Xiaojun / Zhu, Lingyu / Yang, Bai / Yu, Ronghai et al. | 2020
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Surface modification of silicone elastomer with rosin acid-based quaternary ammonium salt for antimicrobial and biocompatible propertiesLi, Zhaoshuang / Liu, He / Xu, Xu / Ma, Lina / Shang, Shibin / Song, Zhanqian et al. | 2020
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Gradient design of ultrasmall dielectric nanofillers for PVDF-based high energy-density composite capacitorsHao, Yanan / Feng, Zunpeng / He, Zhengda / Zhang, Jiameng / Liu, Xiaoming / Qin, Jing / Guo, Limin / Bi, Ke et al. | 2020