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Effectiveness of Invertible Neural Network in Variable Material 3D Printing:Application to Screw-Based Material Extrusion
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作者 Yunze Wang beining zhang +5 位作者 Siwei Lu Chuncheng Yang Ling Wang Jiankang He Changning Sun Dichen Li 《Additive Manufacturing Frontiers》 2025年第2期20-29,共10页
Variable material screw-based material extrusion(S-MEX)3D printing technology provides a novel approach for fabricating composites with continuous material gradients.Nevertheless,achieving precise alignment between th... Variable material screw-based material extrusion(S-MEX)3D printing technology provides a novel approach for fabricating composites with continuous material gradients.Nevertheless,achieving precise alignment between the process parameters and material compositions is challenging because of fluctuations in the melt rheological state caused by material variations.In this study,an invertible extrusion prediction model for 0-40 wt% short carbon fiber reinforced polyether-ether-ketone(SCF/PEEK)in the S-MEX process was established using an invertible neural network(INN)that demonstrated the capabilities of forward flow rate prediction and inverse process optimization with accuracies of 0.852 and 0.877,respectively.Moreover,a strategy for adjusting the screw speeds using process parameters obtained from the INN was developed to maintain a consistent flow rate during the variable material printing process.Benefiting from uniform flow,the linewidth accuracy was improved by 77%,and the surface roughness was reduced by 51%.Adjusting the process parameters by using an INN offers significant potential for flow rate control and the enhancement of the overall performance of variable material 3D printing. 展开更多
关键词 Material extrusion 3D printing Multi-material Invertible neural network
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Genetic characteristics and prognosis of m6A RNA methylation regulator in acute myeloid leukemia
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作者 Kaili Liao Daixin Guo +6 位作者 Yujie Hu Jiarong Wen Yuhan Xu Xinyi Bai Jinting Cheng beining zhang Xiaozhong Wang 《Genes & Diseases》 2026年第1期53-55,共3页
Acute myeloid leukemia(AML)is a malignant disease of myeloid stem/progenitor cells,marked by the proliferation of immature myeloid cells in the bone marrow and blood,leading to anemia,bleeding,infection,fever,and orga... Acute myeloid leukemia(AML)is a malignant disease of myeloid stem/progenitor cells,marked by the proliferation of immature myeloid cells in the bone marrow and blood,leading to anemia,bleeding,infection,fever,and organ infiltration. 展开更多
关键词 organ infiltration acute myeloid leukemia genetic characteristics immature myeloid cells acute myeloid leukemia aml bone marrow prognosis m rna methylation regulator
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Challenges and perspectives of covalent organic frameworks for advanced alkali-metal ion batteries 被引量:8
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作者 Jingyi Xu Yifan Xu +3 位作者 Chenling Lai Tingting Xia beining zhang Xiaosi Zhou 《Science China Chemistry》 SCIE EI CSCD 2021年第8期1267-1282,共16页
Covalent organic frameworks(COFs)are a class of porous crystalline polymers that have been widely investigated in various fields,including energy storage,photo/electrocatalysis,drug delivery.The covalent-bond intercon... Covalent organic frameworks(COFs)are a class of porous crystalline polymers that have been widely investigated in various fields,including energy storage,photo/electrocatalysis,drug delivery.The covalent-bond interconnection allows COFs extraordinary chemical and thermal stability,and the porous structure ensures a high ion-diffusion coefficient.These merits compensate for the drawbacks of organic electrodes that are easy to dissolve and have low charge conductivity,and promote the development of novel electrode materials with excellent performance,environmental friendliness,and low price.However,the application of COFs also encountered many problems,such as poor electronic conductivity due to the large band gap.Moreover,in some three-dimensional(3D)COFs and stacked two-dimensional(2D)COFs,the huge crystal structure,aligned ultralong channels,and numerous crystal defects usually impede ion transport,and the large molecular weights of COFs generally decrease the specific capacities.These issues are urgently needed to be solved.Here in this review,we summarize the latest progress,core challenges and coping strategies concerning with the use of COFs in alkali-metal ion batteries,discuss the impact of material structure on energy storage,and propose strategies for the construction of high-performance COF-based electrodes. 展开更多
关键词 covalent organic frameworks alkali-metal ion batteries CATHODE ANODE structural design
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A prognostic model of patients with pancreatic cancer based on four N^(6)-methyladenosine-related IncRNAs and analysis of related immune infiltration
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作者 Kaili Liao Yuhan Xu +9 位作者 Bingying Lin Yuxuan Xie Qijun Yang Wenyige zhang beining zhang Jiarong Wen Jingyi Wang Zimeng Li Yunqi Cheng Xiaozhong Wang 《Genes & Diseases》 SCIE CSCD 2024年第4期109-112,共4页
Pancreatic cancer is one of the most lethal malignant tumors in the world.Despite advances in diagnosis and treatment,the five-year survival rate for pancreatic cancer patients remains only 9%.1 Pancreatic adenocarcin... Pancreatic cancer is one of the most lethal malignant tumors in the world.Despite advances in diagnosis and treatment,the five-year survival rate for pancreatic cancer patients remains only 9%.1 Pancreatic adenocarcinoma(PAAD)belongs to pancreatic cancer,which occupies 85%of the whole pancreatic cancer.2 Reversible modification of Ne-methyladenosine(m^(6)A)has been shown to be involved in cancer progression,resulting in up-regulation of oncogene expression or down-regulation of tumor-suppressing genes and may affect the prognosis of patients with pancreatic cancer. 展开更多
关键词 PATIENTS cancer diagnosis
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