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Haijia Machinery:Pioneering self-reliance through innovation
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作者 Niu Fang Zhong Mengxia 《China Textile》 2025年第4期9-11,共3页
The global textile supply chain is rapidly reshaping.China's textile industry faces unprecedented challenges and op-portunities in its high-end transformation.Breaking through hinges on independent innovation in c... The global textile supply chain is rapidly reshaping.China's textile industry faces unprecedented challenges and op-portunities in its high-end transformation.Breaking through hinges on independent innovation in core technologies and do-mestic substitution for textile machinery.News that Wanzhou Group,a leading textile company in Lanxi,Zhejiang,is replacing imported air jet looms with domestic ones has drawn significant industry attention.Driving this pivotal shift is Qingdao Haijia Machinery Co.,Ltd.(hereinafter referred to Haijia),a previously little-known domestic player in the air jet loom sector. 展开更多
关键词 INNOVATION domestic substitution supply chain self reliance independent innovation core technologies textile supply chain core technologies high end transformation
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基于TV正则化约束的Self2Self地震数据插值去噪一体化方法
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作者 张蕴 杨锴 王本锋 《地球物理学报》 北大核心 2025年第9期3575-3587,共13页
实际采集的地震数据不可避免地受到随机噪声的干扰,并常常伴随着数据缺失,严重降低了地震数据的信噪比与横向连续性,继而降低后续地震数据处理及反演的精度.本文基于Self2Self无监督学习框架,针对含噪非规则地震数据,设计无监督地震数... 实际采集的地震数据不可避免地受到随机噪声的干扰,并常常伴随着数据缺失,严重降低了地震数据的信噪比与横向连续性,继而降低后续地震数据处理及反演的精度.本文基于Self2Self无监督学习框架,针对含噪非规则地震数据,设计无监督地震数据插值去噪一体化方法,并基于地震道之间的相关性优化数据采样策略,对含噪的非规则地震数据进行整道伯努利采样,构建训练数据集;为降低随机噪声对插值重建的负面影响,在损失函数中引入全变分正则化项,确保恢复地震信号具有良好的横向连续性.针对异常噪声干扰,探讨了异常噪声识别-剔除策略,结合插值去噪一体化方法可以有效提高地震数据质量.不同数值算例验证了无监督Self2Self方法在地震数据插值重建及噪声衰减中的有效性,为后续地震数据处理和解释提供良好的数据支撑. 展开更多
关键词 随机噪声衰减 数据重建 无监督学习 self2self方法 TV正则化
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Re-examining Geos Neighbourhood for Its Energy Self-sustained Ability Through Ecological Footprints, Net Energy, and Life Cycle Assessment Tools
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作者 Mengxiang HU 《Agricultural Science & Technology》 CAS 2014年第8期1384-1389,共6页
There are mounting evidences that human consume significant quantities of resources and have a major impact on the environment. Some research indicates that since the 1980s human demands on the biosphere have exceeded... There are mounting evidences that human consume significant quantities of resources and have a major impact on the environment. Some research indicates that since the 1980s human demands on the biosphere have exceeded its regen-errative capacity. One way to solve this problem is to minimize the inappropriate ex-ploitation from environment. This essay wil focus on energy self-sustained project, which is a specific way to reduce energy requirements. Energy self-sustained project refers to that energy production is equal to the amount consumed. Three concepts are quoted in the fol-lowing to assess whether the project achieve zero-energy or not. First, ecological footprint, which provides an indication of the human load on the biosphere, is uti-lized to measure the inputs and outputs of the bioregion, which is also beneficial for defining the potential energy. Another one is life cycle assessment, which evaluates environmental load that relates to the entire life periodic system of a product, is helpful to measure the products used in the energy self sustained project. In addi-tion, net energy, and gross resource abundance, definitions for selection, or hierar-chy of different energy resources, can evaluate the new energy resources in project. Geos Neighbourhood, located in colorado, was planned as the largest net-zero energy neighbourhood in the United States. To meet the energy self sustainability, earth and sun power completely sustain the community's energy needs, and re-place al fossil fuels. Compared with the traditional communities, Geos Neighbour-hood minimize the adverse impact on the environment. As tools for assessment, ecological footprint, life circle assessment, and net energy, are al used to analyse the planning and design principles in the neighbourhood. By the research, the de-sign principles and energy use in Geos Neighbourhood wil be re-examined that whether the zero energy project achieves the reduction of ecological footprint, and energy self sustainability. In addition, life circle assessment wil re-examine the ma-terials used in the community also. Final y, the concept of 'net energy' wil test solar energy and earth power which is the major energy used in Geos Neighbour-hood. 展开更多
关键词 Energy self sustained Ecological footprints Net energy Life cycle assessment Geos Neiqhbourhood
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Self-Extrusion of Unknowingly Ingested Sewing Needle through the Skin of Neck
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作者 Digvijay Singh Rawat Sikandar Singh +2 位作者 Sudhanshu Pandey Tarun Ojha P. C. Verma 《International Journal of Otolaryngology and Head & Neck Surgery》 2013年第5期192-194,共3页
Foreign body ingestion is a common presentation but the extraluminal migration of a foreign body is rare. A 46-year-old man presented with protruded sharp swelling left side of neck, X-rays and CT scan of the neck sho... Foreign body ingestion is a common presentation but the extraluminal migration of a foreign body is rare. A 46-year-old man presented with protruded sharp swelling left side of neck, X-rays and CT scan of the neck showed a needle migrating from the pyriform fossa to the skin. Carotid angiography was also done to see the relations of foreign body with great vessels. Transcutaneous removal of foreign body was done under general anesthesia. The migrated foreign body was a sewing needle which patient unknowingly swallowed two days back. Migrated ingested foreign bodies from the upper digestive tract have the potential to cause life-threatening complications. Cases of spontaneous expulsion of ingested foreign bodies to the skin of the neck are quite rare. 展开更多
关键词 FOREIGN BODY Migratory FOREIGN BODY Ingested SEWING Needle TRANSCUTANEOUS EXTRUSION of FOREIGN BODY self EXTRUSION of FOREIGN BODY
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A Study on Release Property through Self Coating in LSR Injection Process
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作者 Sang-Gweon Kim Hyung-Pil Park +2 位作者 Jeong-Won Lee Yong-Jun Jeon Baeg-Soon Cha 《Advances in Materials Physics and Chemistry》 2015年第7期229-243,共15页
This study explores the molding processes by using the Multi-component-injection molding (MCM) method, in which monolithic products are molded by attaching mixed liquid-silicone-rubbers (LSRs) to polybutylene terephth... This study explores the molding processes by using the Multi-component-injection molding (MCM) method, in which monolithic products are molded by attaching mixed liquid-silicone-rubbers (LSRs) to polybutylene terephthalate (PBT) that has the characteristic of self-binding while burning due to Pt catalysts. It is seen that this method increases the binding force between LSR and PBT. The surfaces coated with Polytetrafluoroethylene (PTFE), Cr, Ni, etc. have excellent peeling with plastic and such surfaces are compared with those treated with hot forging die and micro blasting without coating. When peeling tests are performed at the specified polymerization temperature and molding time after LSR molding on these surfaces of hot working die molds without coating, these surfaces show excellent peeling of molds and LSR products. In particular, they show better peeling after micro blasting than surfaces with Cr and Ni coating as well as surfaces without coating, and the peeling strength also decreases. The results of contact angle and XPS analysis indicate that the LSR binding force is enhanced as an effect of catalysts, though it is not found by SEM. According to the XPS analysis, the structures of the surfaces are close to methyl and vinyl materials that are produced while LSR molding. 展开更多
关键词 Multi-Component-Injection Molding (MCM) Method Liquid-Silicone-Rubbers (LSRs) PEELING Test self COATING Surface Analysis Sessile Water Drop Contact Angle Tests
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High‐Entropy Energy for Self‐Powered Systems 被引量:1
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作者 Fangjing Xing Xiaobo Gao +4 位作者 Wei Gao Yanshuo Sun Zilong Zhao Zhong Lin Wang Baodong Chen 《SmartSys》 2025年第2期19-35,共17页
In energy constrained application scenarios, self‐powered systems (SPSs) are gradually emerging as a core technological pathway for enabling distributed intelligent sensing. High‐entropy energy, such as micro‐wind,... In energy constrained application scenarios, self‐powered systems (SPSs) are gradually emerging as a core technological pathway for enabling distributed intelligent sensing. High‐entropy energy, such as micro‐wind, vibrations, water motion, and human activity, is widely available but difficult to harness due to its low density, randomness, and spatiotemporal fragmentation. Triboelectric nanogenerators (TENGs), with high efficiency to low‐frequency and irregular mechanical stimuli, offer a promising solution for efficient energy harvesting, driving the advancement of SPSs with high‐entropy distribution. This review outlines the basic concepts and recent developments of TENG‐driven SPSs, focusing on strategies for energy harvesting, power management, and system integration. It highlights structural optimization and performance enhancement under typical highentropy scenarios and analyzes key challenges in energy conversion, power regulation, and load management. Finally, the potential applications of TENG‐driven SPSs are discussed in emerging smart fields such as infrastructure monitoring, lowaltitude economy, mobile intelligent devices, and ocean sensing networks. 展开更多
关键词 distributed energy energy harvesting high‐entropy energy self‐powered system triboelectric nanogenerator
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A Self‐Powered,Shapeable,and Wearable Sensor for Effective Hazard Prevention and Biomechanical Monitoring 被引量:1
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作者 Huimin Wang Shuo Li +5 位作者 Yong Zhang Mingchao Zhang Haomin Wang Xiaoping Liang Haojie Lu Yingying Zhang 《SmartSys》 2025年第1期30-38,共9页
Flexible and wearable electronics are attracting surging attention due to their potential applications in human health monitoring and precision therapies.Safety hazards including strong magnetic field and electric lea... Flexible and wearable electronics are attracting surging attention due to their potential applications in human health monitoring and precision therapies.Safety hazards including strong magnetic field and electric leakage are big risk factors for human health.It remains challenging to develop self‐powered and wearable safety hazard sensors that could not only be able to monitor human motions but also have functions for detecting potential hazards.In this work,we fabricated a self‐powered,shapeable,and wearable magnetic triboelectric nanogenerator(MTENG)based on ferrofluid,Ecoflex,and carbonized silk fabric that possessed effective hazard prevention and biomechanical motion sensing ability.A peak open‐circuit voltage of 0.7 V and short‐circuit current of 10μA m^(−2)can be achieved when magnetic field is changed between 3.5 and 37.1 mT.As a component of triboelectric layer of the MTENG,ferrofluid can substantially extend the range of its sensing capabilities to many hazardous cues such as dangerous magnetic field.Furtherly,the developed multifunctional and self‐powered sensor can be used to monitor human activities such as drinking water and bending finger.This effort opens up a new design opportunity for hazard avoidance wearable electronics and self‐powered sensors. 展开更多
关键词 biomechanical monitoring hazard prevention magnetically induced triboelectric nanogenerator self‐powered wearable sensor
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3D medical image segmentation using the serial-parallel convolutional neural network and transformer based on crosswindow self-attention 被引量:1
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作者 Bin Yu Quan Zhou +3 位作者 Li Yuan Huageng Liang Pavel Shcherbakov Xuming Zhang 《CAAI Transactions on Intelligence Technology》 2025年第2期337-348,共12页
Convolutional neural network(CNN)with the encoder-decoder structure is popular in medical image segmentation due to its excellent local feature extraction ability but it faces limitations in capturing the global featu... Convolutional neural network(CNN)with the encoder-decoder structure is popular in medical image segmentation due to its excellent local feature extraction ability but it faces limitations in capturing the global feature.The transformer can extract the global information well but adapting it to small medical datasets is challenging and its computational complexity can be heavy.In this work,a serial and parallel network is proposed for the accurate 3D medical image segmentation by combining CNN and transformer and promoting feature interactions across various semantic levels.The core components of the proposed method include the cross window self-attention based transformer(CWST)and multi-scale local enhanced(MLE)modules.The CWST module enhances the global context understanding by partitioning 3D images into non-overlapping windows and calculating sparse global attention between windows.The MLE module selectively fuses features by computing the voxel attention between different branch features,and uses convolution to strengthen the dense local information.The experiments on the prostate,atrium,and pancreas MR/CT image datasets consistently demonstrate the advantage of the proposed method over six popular segmentation models in both qualitative evaluation and quantitative indexes such as dice similarity coefficient,Intersection over Union,95%Hausdorff distance and average symmetric surface distance. 展开更多
关键词 convolution neural network cross window self‐attention medical image segmentation transformer
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Imaging and Inventing Self:Constructing Heroines Through Translation in Late Qing China
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作者 Min He 《Journal of Contemporary Educational Research》 2022年第10期115-125,共11页
A fad for female heroism emerged in the late Qing China as women were urgently mobilized to undertake the mission of‘strengthening the nation and preserving the race.’However,women reaching the modern standards of h... A fad for female heroism emerged in the late Qing China as women were urgently mobilized to undertake the mission of‘strengthening the nation and preserving the race.’However,women reaching the modern standards of heroines were almost absent in China.Western heroines were then introduced into China as exemplars for Chinese women to emulate.The story of Madame Roland,the most prestigious Western heroine at that time,was appropriated to the political ends.The male-coded virtues of her were highlighted in conformity to the standards of heroines in late Qing China:hero-worship,patriotism,political maternity and beauty.An ideal heroine was thus created through translation.As a prototype of heroine,she inspired a flood of localized Chinese heroines. 展开更多
关键词 HEROINES Madame Roland TRANSLATION Late Qing China Imaging self
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An Inquiry Into the Effect of Peers on L2 Motivation Under the L2 Motivational Self System
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作者 Xiaoyu Zhang 《Chinese Journal of Applied Linguistics》 2025年第2期207-227,320,321,共23页
Second language(L2)motivation has been a topic which receives intensive attention.However,the peer effect on L2 motivation is insufficiently researched,although it is considered a crucial factor which may significantl... Second language(L2)motivation has been a topic which receives intensive attention.However,the peer effect on L2 motivation is insufficiently researched,although it is considered a crucial factor which may significantly mediate learners’L2 motivation.Hence,the current study adopted Dörnyei’s L2 Motivational Self System(L2MSS)as a theoretical framework and investigated in which specific aspects peers might affect the learners’L2 motivation and whether such effect was long-lasting.The research was designed as a small-scale qualitative study which was located in a language-focused experimental class project in China.Ten participants were recruited and individual interviews were conducted.The results demonstrated that,first,peers could remarkably influence the L2 motivation possessed by the students in the experimental class since they tended to create a clearer ideal L2 self and a more powerful ought-to L2 self.Second,although they had both positive and negative views towards the curriculum,a motivated peer climate could alleviate the pressure caused by the curriculum and reinforce positive attitudes.Third,such peer effect was not long-lasting.Based on the research results,pedagogical implications were proposed in terms of establishing a positive peer group and adjusting the emphasis of the curriculum. 展开更多
关键词 peer effect L2 motivation ideal L2 self ought-to L2 self curriculum
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Taking Care of Yourself
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作者 Ruth Devlin 《空中英语教室(初级版.大家说英语)》 2025年第6期21-23,52,共4页
Everyone is busy.But it's easy to be too busy.Then you may feel anxious or stressed.You need to take care of yourself.How can you do that?First,make time to text or call your family and friends.They care about you... Everyone is busy.But it's easy to be too busy.Then you may feel anxious or stressed.You need to take care of yourself.How can you do that?First,make time to text or call your family and friends.They care about you and can support you.Get regular exercise. 展开更多
关键词 FRIENDS EXERCISE stress FAMILY self care ANXIETY
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Fun at a Self-Photo Studio!
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作者 Ruth Devlin 《空中英语教室(初级版.大家说英语)》 2025年第6期46-47,56,共3页
Are you tred of regular selfies?Try a self-photo studio!The lights and camera are ready for you.At the studio,you can fix your hair.There are clothes and props.You can use those and take fun photos.Bring your friends ... Are you tred of regular selfies?Try a self-photo studio!The lights and camera are ready for you.At the studio,you can fix your hair.There are clothes and props.You can use those and take fun photos.Bring your friends with you.Then you can take photos together.Pose in silly ways and have fun!You can take the photos home and remember your good time. 展开更多
关键词 camera CLOTHES hair fixing selfies lights fun photos PROPS self photo studio
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Correction to Solvent-Resistant Wearable Triboelectric Nanogenerator for Energy-Harvesting and Self-Powered Sensors
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《Energy & Environmental Materials》 2025年第3期327-327,共1页
Yongtao Yu,Yuelin Yu et al.Solvent-Resistant Wearable Triboelectric Nanogenerator for Energy-Harvesting and Self-Powered Sensors.Energy Environ.Mater.2024,7,e12700.On page 4 of this article,the first paragraph of 2.4,... Yongtao Yu,Yuelin Yu et al.Solvent-Resistant Wearable Triboelectric Nanogenerator for Energy-Harvesting and Self-Powered Sensors.Energy Environ.Mater.2024,7,e12700.On page 4 of this article,the first paragraph of 2.4,line 14(PDF version,same below),there is a spelling mistake of“sui,”.It should be changed to“suitable”.The denominator“dt”in the Equation(3)should be changed to“dt”. 展开更多
关键词 WEARABLE self powered sensors triboelectric nanogenerator solvent resistant energy harvesting
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Corrigendum to"DRL-based federated self-supervised learning for task offloading and resource allocation in ISAC-enabled vehicle edge computing"[Digit.Commun.Networks 11(2025)1614-1627]
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作者 Xueying Gu Qiong Wu +3 位作者 Pingyi Fan Nan Cheng Wen Chen Khaled B.Letaief 《Digital Communications and Networks》 2025年第6期2030-2030,共1页
The authors regret that there were errors in the affiliations and the funding declaration in the original published version.The affiliations a and b of the original manuscript are"School of Information Engineerin... The authors regret that there were errors in the affiliations and the funding declaration in the original published version.The affiliations a and b of the original manuscript are"School of Information Engineering,Jiangxi Provincial Key Laboratory of Advanced Signal Processing and Intelligent Communications,Nanchang University,Nanchang 330031,China",and"School of Internet of Things Engineering,Jiangnan University,Wuxi 214122,China",respectively.The order of the two affiliations are not correct. 展开更多
关键词 self supervised funding declaration federated TDRL based advanced signal processing CORRIGENDUM learning TASK
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Hydrochemical characterization of surface waters in Northern Tehran: Integrating cluster-based techniques with Self-Organizing Maps
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作者 Maryam SALIMI Hamid Reza NASSERY +2 位作者 Meysam VADIATI Prosun BHATTACHARYA Akram RAHBAR 《Journal of Mountain Science》 2025年第7期2370-2390,共21页
Water quality is a critical global issue,especially in urban and semi-urban regions where natural and anthropogenic factors significantly influence surface water systems.This study evaluates the hydrochemical characte... Water quality is a critical global issue,especially in urban and semi-urban regions where natural and anthropogenic factors significantly influence surface water systems.This study evaluates the hydrochemical characteristics of surface water in the North of Tehran Rivers(NTRs),an essential water resource in a rapidly urbanizing region,using advanced clustering techniques,including Hierarchical Clustering Analysis(HCA),Fuzzy CMeans(FCM),Genetic Algorithm Fuzzy C-Means(GAFCM),and Self-Organizing Map(SOM).The research aims to address the scientific challenge of understanding spatial and temporal variability in water quality,focusing on physicochemical parameters,hydrochemical facies,and contamination sources.Water samples from six rivers collected over four seasons in 2020 were analyzed and classified into distinct clusters based on their chemical composition,revealing significant seasonal and spatial differences.Results showed that FCM and GAFCM consistently categorized the NTRs into two clusters during winter and spring and three in summer and autumn.These findings were supported by HCA and SOM,which identified clusters corresponding to specific river segments and contamination levels.The primary hydrochemical processes identified were mineral dissolution and weathering,with calcite,dolomite,and aragonite significantly influencing water chemistry.Additionally,human activities,such as wastewater discharge,were shown to contribute to elevated sulfate,nitrate,and phosphate concentrations,further corroborated by microbial analyses.By integrating HCA,FCM,and GAFCM with an artificial neural network(ANN)-based clustering method(SOM),this study provides a robust framework for evaluating surface water quality.The findings,supported by Gibbs diagrams,Hounslow ion ratio,and saturation indices,highlight the dominance of rock weathering and human impacts in shaping the hydrochemical dynamics of the NTRs.These insights contribute to the scientific understanding of water quality dynamics and offer practical guidance for sustainable water resource management and environmental protection in developing urban areas. 展开更多
关键词 Hydrochemical characteristics Clustering techniques Contamination sources Tehran Rivers self Organizing Map Surface water quality
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Innovative self-healing conductive organogel:Pioneering the future of electronics
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作者 Salim Ullah Jianliang Shen Hong-Tao Xu 《Chinese Chemical Letters》 2025年第3期3-5,共3页
Self-healing hydrogels utilize inherent intermolecular forces to autonomously heal physical damage resulting from excessive strain,pressure,or tearing.Applying these materials in soft robotics and tissue engineering c... Self-healing hydrogels utilize inherent intermolecular forces to autonomously heal physical damage resulting from excessive strain,pressure,or tearing.Applying these materials in soft robotics and tissue engineering could be beneficial.On the other hand,their efficacy in stretchable and mechanically resistant circuits is hindered by their limited electrical conductivity. 展开更多
关键词 soft robotics conductive organogels electrical conductivity intermolecular forces HYDROGELS tissue engineering autonomously heal physical damage self healing
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Self肽与Tat肽协同修饰阿霉素脂质体的制备及其抗肿瘤作用
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作者 段学辉 刘含笑 +4 位作者 李旭 任甜莹 杜燕 楚新垒 唐宜轩 《广东药科大学学报》 2025年第4期23-31,共9页
目的采用CD47蛋白衍生的Self肽提高Tat肽修饰脂质体的免疫生物相容性和内皮细胞渗透性,以提升其包载阿霉素后的抗肿瘤疗效。方法通过薄膜水化法制备常规脂质体(Lip)、Self肽修饰脂质体(S-Lip)、Tat修饰脂质体(T-Lip)及双肽共修饰脂质体(... 目的采用CD47蛋白衍生的Self肽提高Tat肽修饰脂质体的免疫生物相容性和内皮细胞渗透性,以提升其包载阿霉素后的抗肿瘤疗效。方法通过薄膜水化法制备常规脂质体(Lip)、Self肽修饰脂质体(S-Lip)、Tat修饰脂质体(T-Lip)及双肽共修饰脂质体(ST-Lip),并通过主动载药法包载阿霉素。采用透射电镜和动态光散射表征形貌与粒径并测定包封率。通过荧光显微成像评估巨噬细胞体外摄取,利用流式细胞术分析脂质体与脾脏免疫细胞的相互作用,并进一步考察脂质体与内皮细胞的相互作用及体内抗肿瘤疗效。结果多肽修饰未显著改变脂质体形貌与粒径,各组药物包封率均>80%。ST-Lip相较T-Lip显著抑制巨噬细胞内吞(P<0.01),体内免疫识别结果显示ST-Lip组脾脏巨噬细胞和B细胞的脂质体阳性比例相比T-Lip分别降低了约16.7%及39.0%。此外,Self肽与Tat肽产生协同效应,使内皮细胞摄取量相比Lip提高1.77倍,对荷瘤小鼠抑瘤率达87%。结论CD47衍生Self肽可协同增强Tat修饰脂质体的免疫相容性及内皮细胞渗透能力,为肿瘤靶向递送系统开发提供新策略。 展开更多
关键词 脂质体 细胞穿膜肽 Tat肽 self 阿霉素
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Erratum to:Hydrochemical characterization of surface waters in Northen Tehran:Integrating cluster-based techniques with Self-Organizing Maps
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作者 Maryam SALIMI Hamid Reza NASSERY +2 位作者 Meysam VADIATI Prosun BHATTACHARYA Akram RAHBAR 《Journal of Mountain Science》 2025年第9期3527-3527,共1页
The title of the online version of the original article was revised.The title of the original article has been revised to:Hydrochemical characterization of surface waters in Northern Tehran:Integrating cluster-based t... The title of the online version of the original article was revised.The title of the original article has been revised to:Hydrochemical characterization of surface waters in Northern Tehran:Integrating cluster-based techniques with Self-Organizing Maps. 展开更多
关键词 northern tehran cluster based techniques characterization surface waters hydrochemical characterization surface waters self organizing maps
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Weak feedback self-mixing interference fringe slope discrimination method based on deep learning
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作者 ZHAO Yan LIN Maohua +3 位作者 DU Shengzhi TONG Jigang LIU Bin HAN Fangfang 《Optoelectronics Letters》 2025年第11期684-689,共6页
In order to identify the tilt direction of the self-mixing signals under weak feedback regime interfered by noise,a deep learning method is proposed.The one-dimensional U-Net(1D U-Net)neural network can identify the d... In order to identify the tilt direction of the self-mixing signals under weak feedback regime interfered by noise,a deep learning method is proposed.The one-dimensional U-Net(1D U-Net)neural network can identify the direction of the self-mixing fringes accurately and quickly.In the process of measurement,the measurement signal can be normalized and then the neural network can be used to discriminate the direction.Simulation and experimental results show that the proposed method is suitable for self-mixing interference signals with noise in the whole weak feedback regime,and can maintain a high discrimination accuracy for signals interfered by 5 dB large noise.Combined with fringe counting method,accurate and rapid displacement reconstruction can be realized. 展开更多
关键词 weak feedback identify direction measurement signal DISCRIMINATE self mixing interference weak feedback regime neural network identify tilt direction
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