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基于数据驱动的增材制造铝合金的疲劳寿命预测 被引量:1
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作者 詹志新 高同州 +1 位作者 刘传奇 吴圣川 《固体力学学报》 CAS CSCD 北大核心 2023年第3期381-394,共14页
增材制造金属材料的疲劳损伤及寿命预测问题是当前研究的热点.论文以增材制造AlSi10Mg为典型应用对象,采用数据驱动方法开展疲劳寿命预测,考虑到其疲劳试验数据有限,采用经过试验验证的可靠的理论模型和数值计算方法来获取足够的疲劳数... 增材制造金属材料的疲劳损伤及寿命预测问题是当前研究的热点.论文以增材制造AlSi10Mg为典型应用对象,采用数据驱动方法开展疲劳寿命预测,考虑到其疲劳试验数据有限,采用经过试验验证的可靠的理论模型和数值计算方法来获取足够的疲劳数据,以弥补试验数据的不足.首先,提出了基于缺陷特征参数的疲劳损伤模型,其次,建立了理论模型的数值实现方法,并将数值计算结果与试验结果进行对比,验证了所提方法的可靠性.然后,开展数据驱动模型的训练与预测,采用K最近邻的数据驱动算法预测了增材制造AlSi10Mg的疲劳寿命,最后,深入分析了疲劳寿命随增材制造内部缺陷、疲劳载荷的变化规律,研究了数据驱动模型的训练数据量及模型参数对预测精度的影响. 展开更多
关键词 数据驱动 增材制造 铝合金 疲劳 寿命预测
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Decellularized extracellular matrix mediates tissue construction and regeneration 被引量:3
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作者 chuanqi liu Ming Pei +1 位作者 Qingfeng Li Yuanyuan Zhang 《Frontiers of Medicine》 SCIE CSCD 2022年第1期56-82,共27页
Contributing to organ formation and tissue regeneration,extracellular matrix(ECM)constituents provide tissue with three-dimensional(3D)structural integrity and cellular-function regulation.Containing the crucial trait... Contributing to organ formation and tissue regeneration,extracellular matrix(ECM)constituents provide tissue with three-dimensional(3D)structural integrity and cellular-function regulation.Containing the crucial traits of the cellular microenvironment,ECM substitutes mediate cell–matrix interactions to prompt stem-cell proliferation and differentiation for 3D organoid construction in vitro or tissue regeneration in vivo.However,these ECMs are often applied generically and have yet to be extensively developed for specific cell types in 3D cultures.Cultured cells also produce rich ECM,particularly stromal cells.Cellular ECM improves 3D culture development in vitro and tissue remodeling during wound healing after implantation into the host as well.Gaining better insight into ECM derived from either tissue or cells that regulate 3D tissue reconstruction or organ regeneration helps us to select,produce,and implant the most suitable ECM and thus promote 3D organoid culture and tissue remodeling for in vivo regeneration.Overall,the decellularization methodologies and tissue/cell-derived ECM as scaffolds or cellular-growth supplements used in cell propagation and differentiation for 3D tissue culture in vitro are discussed.Moreover,current preclinical applications by which ECM components modulate the wound-healing process are reviewed. 展开更多
关键词 decellularized extracellular matrix 3D culture ORGANOIDS tissue repair
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Orientation effects on C2(5)-C2'(5')linked bioxazole isomers synthesized via regioselective and sequential C—H arylation
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作者 Qiang Guo Li Tao +5 位作者 chuanqi liu Xiaoyun Zhao Danyang Wan Jincheng Zhang Jianping Ai Jie Li 《Chinese Chemical Letters》 SCIE CAS CSCD 2021年第1期425-428,共4页
Bis(4-fluorophenyl) substituted oxazole(2,5-Oxz) and C2(5)-C2'(5') linked bioxazole isomers(C2-C2'_BOxz,C2-C5'_BOxz and C5-C5'_BOxz) were concisely synthesized via palladium-catalyzed regioselectiv... Bis(4-fluorophenyl) substituted oxazole(2,5-Oxz) and C2(5)-C2'(5') linked bioxazole isomers(C2-C2'_BOxz,C2-C5'_BOxz and C5-C5'_BOxz) were concisely synthesized via palladium-catalyzed regioselective and sequential C-H arylation in 1-3 reaction steps along with 20%-83% of total yields from oxazole and4-bromofluorobenzene.The linking orientation plays a key role in the packing geometry and photophysical properties of C2-C2'_BOxz,C2-C5'_BOxz and C5-C5'_BOxz.These bioxazole isomers in solid state showed significant differences in photoluminescence quantum yields(PLQY)(0.33,0.25 and 0.04,respectively),delayed fluorescence properties and powder X-ray diffraction(PXRD) patterns,suggesting the divergence in intermolecular interactions.The theoretically calculated gradient isosurfaces and complexation energies indicate the existence of intense π-π interactions between molecular layers,which are in good agreement with the variation trend of optical properties. 展开更多
关键词 Bioxazole isomers Palladium-catalyzed C—H arylation Orientation effects Photophysical properties Theoretical calculation
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Velocity profiles and energy fluctuations in simple shear granular flows
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作者 chuanqi liu Qicheng Sun Gordon G.D. Zhou 《Particuology》 SCIE EI CAS CSCD 2016年第4期80-87,共8页
Rheology analysis of granular flows is important for predicting geophysical hazards and designing industrial processes. Using a discrete element method, we simulate simple shear flows in 3D under a constant confining ... Rheology analysis of granular flows is important for predicting geophysical hazards and designing industrial processes. Using a discrete element method, we simulate simple shear flows in 3D under a constant confining pressure of 10 kPa. The inertial number proposed by the GDR MiDi group in France is adopted to distinguish rheology regimes, Both translational and angular velocity profiles are investigated, and both fluid-like and solid-like behavior modes are observed in the flows. The maximum angular velocity occurs near the localized deformation area. We also investigate the energy characteristics of the flows and find that at very small shearing speed, the mean kinetic energy density ek is close to zero, while the mean elastic energy density ec is much greater. At large shearing speed, ek increases. The fluctuating parts of the two types of energy increase with increasing shear speed. Thus, the mean energy density ratio ek/ec can be used in addition to the inertial number to distinguish flow regimes. These results provide insights from energetics into the rheological properties of granular flows. 展开更多
关键词 Dense granular flows Simple shear Energy fluctuations
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