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血清FGF⁃21、MIP⁃1α和Activin⁃A对ARDS患者病情评估及预后预测的价值
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作者 周颖 卢坤琴 刘海梅 《分子诊断与治疗杂志》 2025年第1期116-119,共4页
目的探讨成纤维细胞生长因子21(FGF⁃21)、巨噬细胞炎性蛋白1α(MIP⁃1α)及活化素A(Activin⁃A)对急性呼吸窘迫综合征(ARDS)患者病情评估及预后预测的临床价值。方法选取2019年1月至2022年1月江苏省如皋市人民医院呼吸重症病房110例ARDS... 目的探讨成纤维细胞生长因子21(FGF⁃21)、巨噬细胞炎性蛋白1α(MIP⁃1α)及活化素A(Activin⁃A)对急性呼吸窘迫综合征(ARDS)患者病情评估及预后预测的临床价值。方法选取2019年1月至2022年1月江苏省如皋市人民医院呼吸重症病房110例ARDS患者作为研究对象,根据病情严重程度将ARDS患者分为轻度组(n=44)、中度组(n=32)、重度组(n=34)。检测三组血清FGF⁃21、MIP⁃1α及Activin⁃A表达水平。采用Pearson相关分析评估血清FGF⁃21、MIP⁃1α和Activin⁃A水平与APACHEⅡ评分的相关性。根据患者28 d生存结局将生存患者记为生存组(n=78),随访期间死亡患者记为死亡组(n=32),采用Logistic回归分析ARDS患者死亡的危险因素,采用受试者工作特征(ROC)曲线分析上述指标对ARDS患者预后的预测价值。结果不同病情严重程度患者血清FGF⁃21水平:轻度组>中度组>重度组,MIP⁃1α和Activin⁃A水平:重度组>中度组>轻度组,差异有统计学意义(均P<0.05)。预后分析显示,生存组78例,死亡组32例。死亡组FGF⁃21水平低于生存组,MIP⁃1α、Activin⁃A水平高于生存组,差异有统计学意义(P<0.05)。相关性分析表明,ARDS患者血浆FGF⁃21与APACHEⅡ评分呈负相关(r=0.569),MIP⁃1α(r=0.498)及Activin⁃A(r=0.633)与APACHEⅡ评分呈正相关(P<0.05)。多因素Logistic回归分析显示,低水平FGF⁃21、高水平MIP⁃1α和高水平Activin⁃A均是ARDS患者死亡的独立危险因素(均P<0.05)。ROC曲线分析显示,FGF⁃21、MIP⁃1α和Activin⁃A预测ARDS死亡的灵敏度分别为0.738、0.761、0.699,特异度分别为0.805、0.752、0.774,AUC值分别为0.787、0.833、0.778;三项指标联合检测的灵敏度为0.806,特异度为0.832,AUC值为0.899(P<0.05)。结论FGF⁃21、MIP⁃1α和Activin⁃A水平与ARDS患者病情严重程度和预后相关,对患者预后具有预测价值,可为临床诊治提供参考。 展开更多
关键词 急性呼吸窘迫综合症 FGF⁃21 mip⁃1α Activin⁃A
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MIPS处理器核及其定制化AXI总线设计
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作者 周艳娇 贾艳双 杜军 《集成电路与嵌入式系统》 2025年第3期33-40,共8页
针对使用现成AXI接口IP核存在资源占用较大、可定制性差等问题,提出一种分阶段自主设计、添加AXI总线的方式,为设计好的MIPS处理器核增加AXI总线的支持。设计使用Verilog HDL编写RTL代码,在Vivado仿真环境下验证了处理器的总体逻辑功能... 针对使用现成AXI接口IP核存在资源占用较大、可定制性差等问题,提出一种分阶段自主设计、添加AXI总线的方式,为设计好的MIPS处理器核增加AXI总线的支持。设计使用Verilog HDL编写RTL代码,在Vivado仿真环境下验证了处理器的总体逻辑功能,并将比特流文件下载至FPGA开发板中进行原型验证,得到资源利用率及时序情况。最终使用DC(Design Compiler)工具对处理器进行综合,得到处理器的总体面积和功耗。验证结果表明,自主设计、添加AXI总线相较于直接添加AXI接口IP核所消耗的资源和面积更小,且可以确保在处理器核心架构不变的情况下添加总线,大大降低了将处理器核中原有接口直接更改为AXI总线接口的难度,既减轻了集成的复杂性又兼顾高度定制化,以满足特定的系统需求和性能要求。 展开更多
关键词 AXI IP核 mipS 处理器核 六级流水线
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瑞芬太尼调节MIP-1α/CCR1信号通路对脑梗死大鼠神经炎症的影响
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作者 肖锦亮 汪威廉 但家朋 《中国免疫学杂志》 北大核心 2025年第4期893-897,共5页
目的:探究瑞芬太尼调节CC型趋化因子巨噬细胞炎症蛋白-1α(MIP-1α)/CC型趋化因子受体1(CCR1)信号通路对脑梗死大鼠神经炎症的影响。方法:大鼠随机分为假手术组、模型组、瑞芬太尼组、MIP-1αAb组(MIP-1α中和抗体,10μg)、HY-U00350组(... 目的:探究瑞芬太尼调节CC型趋化因子巨噬细胞炎症蛋白-1α(MIP-1α)/CC型趋化因子受体1(CCR1)信号通路对脑梗死大鼠神经炎症的影响。方法:大鼠随机分为假手术组、模型组、瑞芬太尼组、MIP-1αAb组(MIP-1α中和抗体,10μg)、HY-U00350组(CCR1拮抗剂,100μg),改良Longa线栓法制备大鼠脑梗死模型。神经功能评分法评估大鼠神经功能;ELISA检测血清TNF-α、IL-6和IL-1β水平;HE染色观察大鼠海马组织病理变化,TTC染色检测大鼠脑梗死面积,TUNEL染色检测大鼠脑细胞凋亡率;RT-qPCR检测MIP-1αmRNA、CCR1 mRNA表达;Western blot检测大鼠脑组织MIP-1α、CCR1蛋白表达。结果:与假手术组相比,模型组大鼠海马神经元结构严重损伤,神经功能评分、TNF-α、IL-6和IL-1β水平、凋亡率、脑梗死面积百分比、MIP-1α、CCR1基因和蛋白表达均显著升高(P<0.05);与模型组相比,瑞芬太尼组、MIP-1αAb组、HY-U00350组神经元形态损害显著减轻,神经功能评分、TNF-α、IL-6和IL-1β水平、凋亡率、脑梗死面积百分比、MIP-1α、CCR1基因和蛋白表达均显著降低(P<0.05);MIP-1αAb组与瑞芬太尼组大鼠各检测指标差异均无统计学意义(P>0.05),HY-U00350组MIP-1α基因和蛋白水平显著升高,其余指标差异也均无统计学意义(P>0.05)。结论:瑞芬太尼可降低脑梗死大鼠神经炎症,可能与抑制MIP-1α/CCR1信号通路有关。 展开更多
关键词 瑞芬太尼 mip-1α/CCR1信号通路 脑梗死 神经炎症
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Glia-to-neuron reprogramming to the rescue?
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作者 Jack W.Hickmott Cindi M.Morshead 《Neural Regeneration Research》 SCIE CAS 2025年第5期1395-1396,共2页
Over the last two decades,the dogma that cell fate is immutable has been increasingly challenged,with important implications for regenerative medicine.The brea kth rough discovery that induced pluripotent stem cells c... Over the last two decades,the dogma that cell fate is immutable has been increasingly challenged,with important implications for regenerative medicine.The brea kth rough discovery that induced pluripotent stem cells could be generated from adult mouse fibroblasts is powerful proof that cell fate can be changed.An exciting extension of the discovery of cell fate impermanence is the direct cellular reprogram ming hypothesis-that terminally differentiated cells can be reprogrammed into other adult cell fates without first passing through a stem cell state. 展开更多
关键词 programming PASSING proof
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Neurocircuit regeneration by extracellular matrix reprogramming
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作者 Shengzhang Su Ian N.Levasseur Kimberly M.Alonge 《Neural Regeneration Research》 SCIE CAS 2025年第8期2300-2301,共2页
The brain's extracellular matrix(ECM),which is comprised of protein and glycosaminoglycan(GAG)scaffolds,constitutes 20%-40% of the human brain and is considered one of the largest influencers on brain cell functio... The brain's extracellular matrix(ECM),which is comprised of protein and glycosaminoglycan(GAG)scaffolds,constitutes 20%-40% of the human brain and is considered one of the largest influencers on brain cell functioning(Soles et al.,2023).Synthesized by neural and glial cells,the brain's ECM regulates a myriad of homeostatic cellular processes,including neuronal plasticity and firing(Miyata et al.,2012),cation buffering(Moraws ki et al.,2015),and glia-neuron interactions(Anderson et al.,2016).Considering the diversity of functions,dynamic remodeling of the brain's ECM indicates that this understudied medium is an active participant in both normal physiology and neurological diseases. 展开更多
关键词 MATRIX programming
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Safe flight corridor constrained sequential convex programming for efficient trajectory generation of fixed-wing UAVs 被引量:2
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作者 Jing SUN Guangtong XU +2 位作者 Zhu WANG Teng LONG Jingliang SUN 《Chinese Journal of Aeronautics》 2025年第1期537-550,共14页
Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles(UAVs)in dense obstacle environments remains computationally intractable.This paper proposes a Safe Flight Corridor constrained Sequent... Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles(UAVs)in dense obstacle environments remains computationally intractable.This paper proposes a Safe Flight Corridor constrained Sequential Convex Programming(SFC-SCP)to improve the computation efficiency and reliability of trajectory generation.SFC-SCP combines the front-end convex polyhedron SFC construction and back-end SCP-based trajectory optimization.A Sparse A^(*)Search(SAS)driven SFC construction method is designed to efficiently generate polyhedron SFC according to the geometric relation among obstacles and collision-free waypoints.Via transforming the nonconvex obstacle-avoidance constraints to linear inequality constraints,SFC can mitigate infeasibility of trajectory planning and reduce computation complexity.Then,SCP casts the nonlinear trajectory optimization subject to SFC into convex programming subproblems to decrease the problem complexity.In addition,a convex optimizer based on interior point method is customized,where the search direction is calculated via successive elimination to further improve efficiency.Simulation experiments on dense obstacle scenarios show that SFC-SCP can generate dynamically feasible safe trajectory rapidly.Comparative studies with state-of-the-art SCP-based methods demonstrate the efficiency and reliability merits of SFC-SCP.Besides,the customized convex optimizer outperforms off-the-shelf optimizers in terms of computation time. 展开更多
关键词 Fixed-wing unmanned aerial vehicle Efficient trajectory planning Safe flight corridor Sequential convex programming Customized convex optimizer
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PCOS患者血清中ANGPTL2及MIP-1α表达及其与慢性低度炎症的关系
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作者 任小胖 薛会灵 +3 位作者 王冰 魏俊秀 刘曼 郝婉姣 《现代妇产科进展》 2025年第2期107-112,共6页
目的:通过检测多囊卵巢综合征(PCOS)患者血清中血管生成素样蛋白2(ANGPTL2)及巨噬细胞炎症蛋白-1α(MIP-1α)的表达水平,探讨PCOS与慢性低度炎症的关系。方法:选取2022年7月至10月就诊于河北大学附属医院生殖医学科的PCOS患者120例和正... 目的:通过检测多囊卵巢综合征(PCOS)患者血清中血管生成素样蛋白2(ANGPTL2)及巨噬细胞炎症蛋白-1α(MIP-1α)的表达水平,探讨PCOS与慢性低度炎症的关系。方法:选取2022年7月至10月就诊于河北大学附属医院生殖医学科的PCOS患者120例和正常女性40例。酶联免疫法(ELISA)检测血清ANGPTL2、MIP-1α表达水平,化学发光法检测血清中卵泡刺激素(FSH)、黄体生成素(LH)、睾酮(T)、雌二醇(E 2)、孕激素(P)、泌乳素(PRL)水平;对所有研究对象进行胰岛素释放实验(IRT)及葡萄糖耐量实验(OGTT)。按T、身体质量指数(BMI)及胰岛素抵抗指数(HOMA-IR)将PCOS患者分成8个亚组:PCOS非高T非肥胖非IR、PCOS-IR肥胖非高T、PCOS-IR非高T非肥胖、PCOS-肥胖非高T非IR、PCOS-肥胖高T非IR、PCOS-IR高T非肥胖、PCOS高T非肥胖非IR以及PCOS-IR高T肥胖。结果:正常对照组与PCOS非高T非肥胖非IR组比较,血清ANGPTL2、MIP-1a水平明显偏低(P<0.05)。PCOS-IR非高T非肥胖组与PCOS非高T非肥胖非IR组比较,ANGPTL2、MIP-1a水平明显升高(P<0.05)。PCOS肥胖非高T非IR组与PCOS非高T非肥胖非IR组比较,ANGPTL2、MIP-1a水平亦明显升高(P<0.05)。回归分析结果显示,所有研究对象中ANGPTL2及MIP-1α均与HOMA-IR、BMI、T及LH/FSH均表现为正相关(P<0.05)。PCOS组中,ANGPTL2及MIP-1α与BMI、HOMA-IR呈正相关(P<0.05)。结论:慢性低度炎症在PCOS发病机制中起着重要作用,ANGPTL2、MIP-1α可作为诊断PCOS及评估其严重程度的新的生物标志物,为治疗PCOS提供了新方向。 展开更多
关键词 多囊卵巢综合征 ANGPTL2 mip-1Α BMI 睾酮 胰岛素抵抗 慢性低度炎症
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260万吨/年重催装置MIP技术改造效果及应用评价
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作者 李烨 石磊 +1 位作者 孙博文 李宝兴 《石油化工应用》 2025年第7期116-119,共4页
260万吨/年重催装置于2024年9月完成MIP技术改造,装置连续运行稳定后对MIP技术改造效果进行应用评价,应用结果表明,MIP技术改造后,焦炭产率下降0.37%,装置轻油收率增加1.5%,总液收增加2.0%,装置能耗下降2.95 kg标油/t,催化汽油辛烷值在9... 260万吨/年重催装置于2024年9月完成MIP技术改造,装置连续运行稳定后对MIP技术改造效果进行应用评价,应用结果表明,MIP技术改造后,焦炭产率下降0.37%,装置轻油收率增加1.5%,总液收增加2.0%,装置能耗下降2.95 kg标油/t,催化汽油辛烷值在91.4左右,较改造前增加1.2个单位,催化汽油烯烃含量维持在29.0%~31.3%(体积分数)。通过MIP技术改造汽油降烯烃效果良好,催化汽油辛烷值增幅明显,催化汽油质量升级为企业经济效益提升起到了积极作用。 展开更多
关键词 mip技术 轻油收率 能耗 辛烷值
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Evaluation of Integer Programming Solvers to Improve the Efficiency of Individual Work Planning
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作者 Keiichi Takahashi 《Open Journal of Modelling and Simulation》 2025年第1期51-64,共14页
This study proposes a novel approach to optimizing individual work schedules for book digitization using mixed-integer programming (MIP). By leveraging the power of MIP solvers, we aimed to minimize the overall digiti... This study proposes a novel approach to optimizing individual work schedules for book digitization using mixed-integer programming (MIP). By leveraging the power of MIP solvers, we aimed to minimize the overall digitization time while considering various constraints and process dependencies. The book digitization process involves three key steps: cutting, scanning, and binding. Each step has specific requirements and limitations such as the number of pages that can be processed simultaneously and potential bottlenecks. To address these complexities, we formulate the problem as a one-machine job shop scheduling problem with additional constraints to capture the unique characteristics of book digitization. We conducted a series of experiments to evaluate the performance of our proposed approach. By comparing the optimized schedules with the baseline approach, we demonstrated significant reductions in the overall processing time. In addition, we analyzed the impact of different weighting schemes on the optimization results, highlighting the importance of identifying and prioritizing critical processes. Our findings suggest that MIP-based optimization can be a valuable tool for improving the efficiency of individual work schedules, even in seemingly simple tasks, such as book digitization. By carefully considering specific constraints and objectives, we can save time and leverage resources by carefully considering specific constraints and objectives. 展开更多
关键词 Mixed Integer programming Scheduling Optimization Work Planning Book Scanning Gantt Chart
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Research on Human-Computer Collaboration Paradigm in AIGC-Empowered High-Level Language Programming Courses
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作者 Hongyuan Wang Baokai Zu +2 位作者 Yafang Li Wanting Zhu Hongli Chen 《Journal of Contemporary Educational Research》 2025年第5期285-289,共5页
With the rapid development of artificial intelligence technology,AIGC(Artificial Intelligence-Generated Content)has triggered profound changes in the field of high-level language programming courses.This paper deeply ... With the rapid development of artificial intelligence technology,AIGC(Artificial Intelligence-Generated Content)has triggered profound changes in the field of high-level language programming courses.This paper deeply explored the application principles,advantages,and limitations of AIGC in intelligent code generation,analyzed the new mode of human-computer collaboration in high-level language programming courses driven by AIGC,discussed the impact of human-computer collaboration on programming efficiency and code quality through practical case studies,and looks forward to future development trends.This research aims to provide theoretical and practical guidance for high-level language programming courses and promote innovative development of high-level language programming courses under the human-computer collaboration paradigm. 展开更多
关键词 Human-computer collaboration AIGC High-level language programming Intelligence programming Efficiency improvement
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A 28 nm 576K RRAM-based computing-in-memory macro featuring hybrid programming with area efficiency of 2.82 TOPS/mm^(2)
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作者 Siqi Liu Songtao Wei +7 位作者 Peng Yao Dong Wu Lu Jie Sining Pan Jianshi Tang Bin Gao He Qian Huaqiang Wu 《Journal of Semiconductors》 2025年第6期112-119,共8页
Computing-in-memory(CIM)has been a promising candidate for artificial-intelligent applications thanks to the absence of data transfer between computation and storage blocks.Resistive random access memory(RRAM)based CI... Computing-in-memory(CIM)has been a promising candidate for artificial-intelligent applications thanks to the absence of data transfer between computation and storage blocks.Resistive random access memory(RRAM)based CIM has the advantage of high computing density,non-volatility as well as high energy efficiency.However,previous CIM research has predominantly focused on realizing high energy efficiency and high area efficiency for inference,while little attention has been devoted to addressing the challenges of on-chip programming speed,power consumption,and accuracy.In this paper,a fabri-cated 28 nm 576K RRAM-based CIM macro featuring optimized on-chip programming schemes is proposed to address the issues mentioned above.Different strategies of mapping weights to RRAM arrays are compared,and a novel direct-current ADC design is designed for both programming and inference stages.Utilizing the optimized hybrid programming scheme,4.67×programming speed,0.15×power saving and 4.31×compact weight distribution are realized.Besides,this macro achieves a normalized area efficiency of 2.82 TOPS/mm2 and a normalized energy efficiency of 35.6 TOPS/W. 展开更多
关键词 computing-in-memory on-chip programming scheme hybrid programming resistive random access memory matrix-vector-multiplication acceleration
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催化裂化MIP工艺汽油降烯烃技术实验
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作者 晁艺桐 马占伟 +1 位作者 田军 胡阳国 《河南化工》 2025年第3期43-46,共4页
为实现国ⅥB标准汽油的生产,降低催化汽油中的烯烃含量,洛阳石化公司1#催化装置利用MIP工艺两段反应的特点,通过控制第一反应区温度,提高平衡剂活性,投用粗汽油作为终止剂,使用降烯烃助剂等措施,验证不同工艺参数下装置降烯烃的能力,并... 为实现国ⅥB标准汽油的生产,降低催化汽油中的烯烃含量,洛阳石化公司1#催化装置利用MIP工艺两段反应的特点,通过控制第一反应区温度,提高平衡剂活性,投用粗汽油作为终止剂,使用降烯烃助剂等措施,验证不同工艺参数下装置降烯烃的能力,并对其效果进行分析,提出了下一步的建议。 展开更多
关键词 催化裂化 mip 汽油 降烯烃
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Adapting High-Level Language Programming(C Language)Education in the Era of Large Language Models
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作者 Baokai Zu Hongyuan Wang +1 位作者 Hongli Chen Yafang Li 《Journal of Contemporary Educational Research》 2025年第5期264-269,共6页
With the widespread application of large language models(LLMs)in natural language processing and code generation,traditional High-Level Language Programming courses are facing unprecedented challenges and opportunitie... With the widespread application of large language models(LLMs)in natural language processing and code generation,traditional High-Level Language Programming courses are facing unprecedented challenges and opportunities.As a core programming language for computer science majors,C language remains irreplaceable due to its foundational nature and engineering adaptability.This paper,based on the rapid development of large model technologies,proposes a systematic reform design for C language teaching,focusing on teaching objectives,content structure,teaching methods,and evaluation systems.The article suggests a teaching framework centered on“human-computer collaborative programming,”integrating prompt training,AI-assisted debugging,and code generation analysis,aiming to enhance students’problem modeling ability,programming expression skills,and AI collaboration literacy. 展开更多
关键词 Large language models(LLMs) High-level language programming C language Human-computer collaborative programming
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MIP-CGP装置催化剂铁污染及抗铁助剂使用情况分析
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作者 刘淼 李勃呈 +1 位作者 何承臻 郭靖 《石油炼制与化工》 北大核心 2025年第3期27-31,共5页
某石化企业2.2 Mt/a催化裂化装置受上游常减压蒸馏装置回炼污油影响,原料油铁质量分数达8.2μg/g;催化剂平衡剂铁质量分数超过0.6%,催化剂活性下降;表现出催化剂铁污染现象:如催化剂表面形成“铁瘤”,剂耗增加,催化剂比表面积降低至102 ... 某石化企业2.2 Mt/a催化裂化装置受上游常减压蒸馏装置回炼污油影响,原料油铁质量分数达8.2μg/g;催化剂平衡剂铁质量分数超过0.6%,催化剂活性下降;表现出催化剂铁污染现象:如催化剂表面形成“铁瘤”,剂耗增加,催化剂比表面积降低至102 m^(2)/g,平均粒径增大至78μm,同时反应-再生系统流化效果变差,产品收率降低。为解决催化剂铁污染问题,选择使用抗铁助剂,加入抗铁助剂后,抗铁助剂凹槽处孔隙均被“铁瘤”覆盖,铁质量分数高达13.22%,有效缓解了催化剂铁污染情况。 展开更多
关键词 mip-CGP 催化裂化 铁污染 抗铁助剂 扫描电子显微镜
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Reprogramming induced neurons from olfactory ensheathing glial cells: A feasible approach for spinal cord injury repair
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作者 Javier Sierra María Portela-Lomba +1 位作者 Diana Simón M.Teresa Moreno-Flores 《Neural Regeneration Research》 2026年第1期296-297,共2页
Every year, around the world, between 250,000 and 500,000 people suffer a spinal cord injury(SCI). SCI is a devastating medical condition that arises from trauma or disease-induced damage to the spinal cord, disruptin... Every year, around the world, between 250,000 and 500,000 people suffer a spinal cord injury(SCI). SCI is a devastating medical condition that arises from trauma or disease-induced damage to the spinal cord, disrupting the neural connections that allow communication between the brain and the rest of the body, which results in varying degrees of motor and sensory impairment. Disconnection in the spinal tracts is an irreversible condition owing to the poor capacity for spontaneous axonal regeneration in the affected neurons. 展开更多
关键词 INJURY feasible programming
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From flying dreams to programming pioneer
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作者 孙启禄 《疯狂英语(新读写)》 2025年第7期24-27,76,共5页
More than seventy years before airplanes were invented,a twelve⁃year⁃old girl named Ada Lovelace dreamed of flying.She studied birds and experimented with materials to make wings,even writing a guide called Flyology.B... More than seventy years before airplanes were invented,a twelve⁃year⁃old girl named Ada Lovelace dreamed of flying.She studied birds and experimented with materials to make wings,even writing a guide called Flyology.But her curiosity didnt stop there. 展开更多
关键词 GUIDE flyology ada lovelace programming pioneer FLYING
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AI-Enabled Computer Programming Course Teaching Reform
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作者 Yao Dai 《Journal of Electronic Research and Application》 2025年第3期90-96,共7页
With the rapid development of modern science and technology,the era of artificial intelligence has quietly come.Against the background of the new era,students’learning needs,learning resource acquisition methods,teac... With the rapid development of modern science and technology,the era of artificial intelligence has quietly come.Against the background of the new era,students’learning needs,learning resource acquisition methods,teachers’teaching concepts,teaching tools,and so on have changed significantly.How to carry out teaching reform based on this change has become one of the important issues facing educators,and the same is true for the teaching of computer programming courses.This paper focuses on the teaching reform of AI-enabled computer programming courses,analyzes its basic problems,and puts forward corresponding reform countermeasures to provide a useful reference for front-line teachers. 展开更多
关键词 AI Computer programming
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Enhancing the data processing speed of a deep-learning-based three-dimensional single molecule localization algorithm (FD-DeepLoc) with a combination of feature compression and pipeline programming
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作者 Shuhao Guo Jiaxun Lin +1 位作者 Yingjun Zhang Zhen-Li Huang 《Journal of Innovative Optical Health Sciences》 2025年第2期150-160,共11页
Three-dimensional(3D)single molecule localization microscopy(SMLM)plays an important role in biomedical applications,but its data processing is very complicated.Deep learning is a potential tool to solve this problem.... Three-dimensional(3D)single molecule localization microscopy(SMLM)plays an important role in biomedical applications,but its data processing is very complicated.Deep learning is a potential tool to solve this problem.As the state of art 3D super-resolution localization algorithm based on deep learning,FD-DeepLoc algorithm reported recently still has a gap with the expected goal of online image processing,even though it has greatly improved the data processing throughput.In this paper,a new algorithm Lite-FD-DeepLoc is developed on the basis of FD-DeepLoc algorithm to meet the online image processing requirements of 3D SMLM.This new algorithm uses the feature compression method to reduce the parameters of the model,and combines it with pipeline programming to accelerate the inference process of the deep learning model.The simulated data processing results show that the image processing speed of Lite-FD-DeepLoc is about twice as fast as that of FD-DeepLoc with a slight decrease in localization accuracy,which can realize real-time processing of 256×256 pixels size images.The results of biological experimental data processing imply that Lite-FD-DeepLoc can successfully analyze the data based on astigmatism and saddle point engineering,and the global resolution of the reconstructed image is equivalent to or even better than FD-DeepLoc algorithm. 展开更多
关键词 Real-time data processing feature compression pipeline programming
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Magneto-soft robots based on multi-materials optimizing and heat-assisted in-situ magnetic domains programming
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作者 Fuzhou Niu Quhao Xue +9 位作者 Qing Cao Xinyang He Taolei Wang HaoChen Wang Chonglei Hao Xiaojian Li Ying Li Hao Yang Huayong Yang Dong Han 《International Journal of Extreme Manufacturing》 2025年第5期447-462,共16页
Soft robots, inspired by the flexibility and versatility of biological organisms, have potential in a variety of applications. Recent advancements in magneto-soft robots have demonstrated their abilities to achieve pr... Soft robots, inspired by the flexibility and versatility of biological organisms, have potential in a variety of applications. Recent advancements in magneto-soft robots have demonstrated their abilities to achieve precise remote control through magnetic fields, enabling multi-modal locomotion and complex manipulation tasks. Nonetheless, two main hurdles must be overcome to advance the field: developing a multi-component substrate with embedded magnetic particles to ensure the requisite flexibility and responsiveness, and devising a cost-effective,straightforward method to program three-dimensional distributed magnetic domains without complex processing and expensive machinery. Here, we introduce a cost-effective and simple heat-assisted in-situ integrated molding fabrication method for creating magnetically driven soft robots with three-dimensional programmable magnetic domains. By synthesizing a composite material with neodymium-iron-boron(NdFeB) particles embedded in a polydimethylsiloxane(PDMS) and Ecoflex matrix(PDMS:Ecoflex = 1:2 mass ratio, 50% magnetic particle concentration), we achieved an optimized balance of flexibility, strength, and magnetic responsiveness. The proposed heat-assisted in-situ magnetic domains programming technique,performed at an experimentally optimized temperature of 120℃, resulted in a 2 times magnetization strength(9.5 mT) compared to that at 20℃(4.8 m T), reaching a saturation level comparable to a commercial magnetizer. We demonstrated the versatility of our approach through the fabrication of six kinds of robots, including two kinds of two-dimensional patterned soft robots(2D-PSR), a circular six-pole domain distribution magnetic robot(2D-CSPDMR), a quadrupedal walking magnetic soft robot(QWMSR), an object manipulation robot(OMR), and a hollow thin-walled spherical magneto-soft robot(HTWSMSR). The proposed method provides a practical solution to create highly responsive and adaptable magneto-soft robots. 展开更多
关键词 magneto-soft robots multi-materials optimizing three-dimensional magnetic domains programming
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Research on Teaching Reform Strategies of Python Programming Course Based on Artificial Intelligence Technology
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作者 Hong Chen 《Journal of Electronic Research and Application》 2025年第5期25-29,共5页
As one of the core courses for computer-related majors,the Python programming course has become increasingly important in the era of artificial intelligence.It aims to help students develop good computer thinking and ... As one of the core courses for computer-related majors,the Python programming course has become increasingly important in the era of artificial intelligence.It aims to help students develop good computer thinking and improve their abilities in programming and data analysis.The application of artificial intelligence technology in the teaching of Python programming courses is of great significance for optimizing the allocation of teaching resources,enriching students’learning experience,and significantly improving teaching quality.Based on this,this paper first briefly expounds on the importance of applying artificial intelligence technology in the teaching of Python programming courses.On this basis,it focuses on exploring effective strategies for the teaching reform of Python programming courses based on artificial intelligence technology,hoping to provide new ideas for the teaching of Python programming courses and contribute to cultivating more Python programming talents with artificial intelligence literacy. 展开更多
关键词 Artificial intelligence technology Python programming course Teaching reform Effective strategies
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