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The Secrets of Long Life
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作者 Tang Yuankai 《ChinAfrica》 2011年第1期50-51,共2页
Living to a ripe old age in China is on the increase - and a healthy lifestyle emerges as the key by Tang Yuankai SHE moves about with ease and sees and hears without any trouble.And on most days she climbs a mountain... Living to a ripe old age in China is on the increase - and a healthy lifestyle emerges as the key by Tang Yuankai SHE moves about with ease and sees and hears without any trouble.And on most days she climbs a mountain to work on 展开更多
关键词 The Secrets of long life GSC
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Crystalline and amorphous metal sulfide composite electrode materials with long cycle life:Preparation and performance of hybrid capacitors
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作者 DING Ning WANG Siyu +4 位作者 YU Shihua XU Pengcheng HAN Dandan SHI Dexin ZHANG Chao 《无机化学学报》 SCIE CAS CSCD 北大核心 2024年第9期1784-1794,共11页
Crystalline@amorphous NiCo_(2)S_(4)@MoS_(2)(v-NCS@MS)nanostructures were designed and constructed via an ethylene glycol-induced strategy with hydrothermal synthesis and solvothermal method,which simultaneously realiz... Crystalline@amorphous NiCo_(2)S_(4)@MoS_(2)(v-NCS@MS)nanostructures were designed and constructed via an ethylene glycol-induced strategy with hydrothermal synthesis and solvothermal method,which simultaneously realized the defect regulation of crystal NiCo_(2)S_(4) in the core.Taking advantage of the flexible protection of an amor-phous shell and the high capacity of a conductive core with defects,the v-NCS@MS electrode exhibited high specif-ic capacity(1034 mAh·g^(-1) at 1 A·g^(-1))and outstanding rate capability.Moreover,a hybrid supercapacitor was assembled with v-NCS@MS as cathode and activated carbon(AC)as anode,which can achieve remarkably high specific energy of 111 Wh·kg^(-1) at a specific power of 219 W·kg^(-1) and outstanding capacity retention of 80.5%after 15000 cycling at different current densities. 展开更多
关键词 crystalline@amorphous heterostructure NiCo2S4@MoS2 hybrid supercapacitor defect design long cycle life
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A double-layer covered architecture with spinel phase induced by LiPP for Co-free Li-rich cathode with high-rate performance and long lifespan 被引量:1
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作者 Ruiqi Zhao Manman Wu +8 位作者 Peixin Jiao Xueting Wang Jie Zhu Yang Zhao Hongtao Zhang Kai Zhang Chenxi Li Yanfeng Ma Yongsheng Chen 《Nano Research》 SCIE EI CSCD 2023年第5期6805-6814,共10页
Co-free Li-rich Mn-based layered oxides are promising candidates for next-generation lithium-ion batteries(LIBs)due to their high specific capacity,high voltage,low cost.However,their commercialization is hindered by ... Co-free Li-rich Mn-based layered oxides are promising candidates for next-generation lithium-ion batteries(LIBs)due to their high specific capacity,high voltage,low cost.However,their commercialization is hindered by limited cycle life and poor rate performance.Herein,an in-situ simple and low-cost strategy with a nanoscale double-layer architecture of lithium polyphosphate(LiPP)and spinel phase covered on top of the bulk layered phase,is developed for Li_(1.2)Mn_(0.6)Ni_(0.2)O_(2)(LMNO)using Li^(+)-conductor LiPP(denoted as LMNO@S-LiPP).With such a double-layer covered architecture,the half-cell of LMNO@S-LiPP delivers an extremely high capacity of 202.5 mAh·g^(−1)at 1 A·g^(−1)and retains 85.3%of the initial capacity after 300 cycles,so far,the best highrate electrochemical performance of all the previously reported LMNOs.The energy density of the full-cell assembled with commercial graphite reaches 620.9 Wh·kg^(−1)(based on total weight of active materials in cathode and anode).Mechanism studies indicate that the superior electrochemical performance of LMNO@S-LiPP is originated from such a nanoscale double-layer covered architecture,which accelerates Li-ion diffusion,restrains oxygen release,inhibits interfacial side reactions,suppresses structural degradation during cycling.Moreover,this strategy is applicable for other high-energy-density cathodes,such as LiNi_(0.8)Co_(0.1)Mn_(0.1)O_(2),Li_(1.2)Ni_(0.13)Co_(0.13)Mn_(0.54)O_(2),LiCoO_(2).Hence,this work presents a simple,cost-effective,scalable strategy for the development of high-performance cathode materials. 展开更多
关键词 Co-free Li-rich layered oxides double-layer covered architecture lithium polyphosphate high-rate performance long cycle life
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Elastic Buffering Layer on CuS Enabling High-Rate and Long-Life Sodium-Ion Storage 被引量:1
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作者 Yuanhua Xiao Feng Yue +7 位作者 Ziqing Wen Ya Shen Dangcheng Su Huazhang Guo Xianhong Rui Liming Zhou Shaoming Fang Yan Yu 《Nano-Micro Letters》 SCIE EI CAS CSCD 2022年第12期27-39,共13页
The latest view suggests the inactive core,surface pulverization,and poly sulfide shuttling effect of metal sulfides are responsible for their low capacity and poor cycling performance in sodium-ion batteries(SIBs).Wh... The latest view suggests the inactive core,surface pulverization,and poly sulfide shuttling effect of metal sulfides are responsible for their low capacity and poor cycling performance in sodium-ion batteries(SIBs).Whereas overcoming the above problems based on conventional nanoengineering is not efficient enough.In this work,erythrocyte-like CuS microspheres with an elastic buffering layer of ultrathin poly aniline(PANI) were synthesized through one-step selfassembly growth,followed by in situ polymerization of aniline.When CuS@PANI is used as anode electrode in SIBs,it delivers high capacity,ultrahigh rate capability(500 mAh gat 0.1 A g,and 214.5 mAh gat 40 A g),and superior cycling life of over 7500 cycles at 20 A g.A series of in/ex situ characterization techniques were applied to investigate the structural evolution and sodium-ion storage mechanism.The PANI swollen with electrolyte can stabilize solid electrolyte interface layer,benefit the ion transport/charge transfer at the PANI/electrolyte interface,and restrain the size growth of Cu particles in confined space.Moreover,finite element analyses and density functional simulations confirm that the PANI film effectively buffers the volume expansion,suppresses the surface pulverization,and traps the poly sulfide. 展开更多
关键词 CUS Elastic buffering layer POLYANILINE long life Sodium-ion batteries
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让身边的物品"long life"
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《父母必读》 北大核心 2008年第8期128-131,共4页
当"Long life"真正融入进你的生活,你就会感觉内心世界一片安宁。而且总能悠闲、雅致地去营造自己想要的那种氛围,那份情趣。
关键词 卡通图案 橡皮筋 内心世界 保鲜膜 设计师 边角料 long life
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Research on the Integration of Structural Design and Material Parameters of Long-life Asphalt Pavement
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作者 Yongjun Shen 《Journal of World Architecture》 2022年第3期63-69,共7页
In order to reduce the disease risk stemming from asphalt concrete pavement and ensure the safety of road operation,we should pay attention to the structural design of long-life asphalt pavement,strengthen the selecti... In order to reduce the disease risk stemming from asphalt concrete pavement and ensure the safety of road operation,we should pay attention to the structural design of long-life asphalt pavement,strengthen the selection of long-term pavement materials,scientifically set the pavement mechanical performance indexes based on the calculation results of pavement structure thickness combination and modulus combination,and ensure the stability and durability of road pavement structure through the real-time establishment of three-dimensional finite element calculation model,as well as the integrated design that takes into consideration the aspects of road subgrade,semi-rigid base and asphalt layer. 展开更多
关键词 long life asphalt pavement Modulus combination Thickness combination Structural design
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Women Who Believe in Long Life Bear Sons
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作者 Hazel Muir 陶丽丽 《当代外语研究》 2005年第2期31-32,共2页
生男生女历来是人们最关心的问题之一,许多人都希望能按照自己的心愿生男孩或女孩。根据以前的基因科学研究,生男生女并非由女方决定,而主要由男方的性染色体决定。然而本文又将生男生女的责任推给了女性。
关键词 Women Who Believe in long life Bear Sons
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Study Says Secret of Long Life Is to Have Fewer Children
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作者 管泳帧 《当代外语研究》 1999年第2期13-14,共2页
妇女长寿的秘密在于生育少,这个看似寻常的观点在本文却有一番学术探讨。在详细考证和研究了英国贵族的生、死和婚姻情况后,有人提出:the secret of a long life appears to be: have fewer children.不仅少生能长寿,晚育也同样能长寿:... 妇女长寿的秘密在于生育少,这个看似寻常的观点在本文却有一番学术探讨。在详细考证和研究了英国贵族的生、死和婚姻情况后,有人提出:the secret of a long life appears to be: have fewer children.不仅少生能长寿,晚育也同样能长寿:…women who had their first child later in life lived longer that those who began reproducing early.当然,这个考证和发现尚有待进一步的发掘,文章末尾的一个观点则可视作一重要补充:For genealogy(系谱)studies we cannot distinguish the effects of genetic similarity(遗传类似)from those of common environment, so it remains to be seen whether the observed patterns are due to nature or nurture(营养品).】 展开更多
关键词 Study Says Secret of long life Is to Have Fewer Children
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Boron heteroatom-doped silicon-carbon peanut-like composites enables long life lithium-ion batteries 被引量:8
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作者 Fang-Zhou Zhang Yuan-Yuan Ma +2 位作者 Miao-Miao Jiang Wei Luo Jian-Ping Yang 《Rare Metals》 SCIE EI CAS CSCD 2022年第4期1276-1283,共8页
Carbon coated Si core–shell structures have been proposed to solve the adverse effects of Si-based anode.However,designing ideal core–shell architecture with excellent surface and interface properties is still a sig... Carbon coated Si core–shell structures have been proposed to solve the adverse effects of Si-based anode.However,designing ideal core–shell architecture with excellent surface and interface properties is still a significant challenge.Herein,a novel peanut-like structure of B-doped silicon/carbon nanoparticle(Si@B-C)synthe-sized by sol–gel process and subsequent thermal reduction is reported.The peanut-like Si@B-C electrode demon-strates a superior cyclability of 534 mAh·g^(-1)after 1000 cycles at high current density of 1000 mA·g^(-1).The exceptional electrochemical performance is attributed to the boric acid-induced highly interconnected peanut-like structure and boron heteroatom framework could provide a continuous electron pathway to reduce the irreversible lithium ion loss during rapid cycling.This work provides insight into the development of the heteroatom-doped Si-based anodes with stable cycling performance for LIBs. 展开更多
关键词 Lithium-ion battery Silicon anode Peanutlike structure Boron doping long cycle life
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Amorphous phosphorus chalcogenide as an anode material for lithiumion batteries with high capacity and long cycle life
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作者 Jiale Yu Haiyan Zhang +5 位作者 Yingxi Lin Junyao Shen Yiwen Xie Xifeng Huang Qiong Cai Haitao Huang 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2022年第5期658-668,共11页
The ever-increasing demands for modern energy storage applications drive the search for novel anode materials of lithium(Li)-ion batteries(LIBs) with high storage capacity and long cycle life, to outperform the conven... The ever-increasing demands for modern energy storage applications drive the search for novel anode materials of lithium(Li)-ion batteries(LIBs) with high storage capacity and long cycle life, to outperform the conventional LIBs anode materials. Hence, we report amorphous ternary phosphorus chalcogenide(aP_(4)SSe_(2)) as an anode material with high performance for LIBs. Synthesized via the mechanochemistry method, the a-P_(4)SSe_(2) compound is endowed with amorphous feature and offers excellent cycling stability(over 1500 mA h g^(-1) capacity after 425 cycles at 0.3 A g^(-1)), owing to the advantages of isotropic nature and synergistic effect of multielement forming Li-ion conductors during battery operation. Furthermore,as confirmed by ex situ X-ray diffraction(XRD) and transmission electron microscope(TEM), the a-P_(4)SSe_(2)anode material has a reversible and multistage Li-storage mechanism, which is extremely beneficial to long cycle life for batteries. Moreover, the autogenous intermediate electrochemical products with fast ionic conductivity can facilitate Li-ion diffusion effectively. Thus, the a-P_(4)SSe_(2)electrode delivers excellent rate capability(730 mA h g^(-1)capacity at 3 A g^(-1)). Through in situ electrochemical impedance spectra(EIS) measurements, it can be revealed that the resistances of charge transfer(R_(SEI)) and solid electrolyte interphase(R_(Ct)) decrease along with the formation of Li-ion conductors whilst the ohmic resistance(R_(Ω)) remains unchanged during the whole electrochemical process, thus resulting in rapid reaction kinetics and stable electrode to obtain excellent rate performance and cycling ability for LIBs. Moreover, the formation mechanism and electrochemical superiority of the a-P_(4)SSe_(2)phase, and its expansion to P_(4)S_(3-x)Se_(x)(x = 0, 1, 2, 3) family can prove its significance for LIBs. 展开更多
关键词 Lithium-ion batteries Amorphous anode materials Lithium ionic conductor High capacity long cycle life
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Oncological results, functional outcomes and health-related quality-of-life in men who received a radical prostatectomy or external beam radiation therapy for localized prostate cancer: a study on long-term patient outcome with risk stratification 被引量:3
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作者 Itsuhiro Takizawa Noboru Hara +4 位作者 Tsutomu Nishiyama Masaaki Kaneko Tatsuhiko Hoshii Emiko Tsuchida Kota Takahashi 《Asian Journal of Andrology》 SCIE CAS CSCD 2009年第3期283-290,共8页
Health-related quality-of-life (HRQOL) after a radical prostatectomy (RP) or extemal beam radiation therapy (EBRT) has not been studied in conjunction with oncological outcomes in relation to disease risk strati... Health-related quality-of-life (HRQOL) after a radical prostatectomy (RP) or extemal beam radiation therapy (EBRT) has not been studied in conjunction with oncological outcomes in relation to disease risk stratification. Moreover, the long-term outcomes of these treatment approaches have not been studied. We retrospectively analyzed oncological outcomes between consecutive patients receiving RP (n = 86) and EBRT (n = 76) for localized prostate cancer. HRQOL and functional outcomes could be assessed in 62 RP (79%) and 54 EBRT (79%) patients over a 3-year follow-up period (median: 41 months) using the Medical Outcomes Study Short Form-36 (SF-36) and the University of Califomia Los Angeles Prostate Cancer Index (UCLA PCI). The 5-year biochemical progression-free survival did not differ between the RP and EBRT groups for low-risk (74.6% vs. 75.0%, P = 0.931) and intermediate-risk (61.3% vs. 71.1%, P = 0.691) patients. For high-risk patients, progression-free survival was lower in the RP group (45.1%) than in the EBRT group (79.7%) (P = 0.002). The general HRQOL was comparable between the two groups. Regarding functional outcomes, the RP group reported lower scores on urinary function and less urinary bother and sexual bother than the EBRT group (P 〈 0.001, P 〈 0.05 and P 〈 0.001, respectively). With risk stratification, the low- and intermediate-risk patients in the RP group reported poorer urinary function than patients in the EBRT group (P 〈 0.001 for each). The sexual function of the high-risk patients in the EBRT group was better than that of the same risk RP patients (P 〈 0.001). Biochemical recurrence was not associated with the UCLA PCI score in either group. In conclusion, low- to intermediate-risk patients treated with an RP may report relatively decreased urinary function during long-term follow-up. The patient's HRQOL after treatment did not depend on biochemical recurrence. 展开更多
关键词 long-term observation QUALITY-OF-life radiation therapy radical prostatectomy risk stratification
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Preparation and Properties of a Long-life Cementbased Mortar Used on Metal Oilcans
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作者 孙世安 FEI Yiwei +2 位作者 YANG Hongwei XIAO Yunpeng 宗志敏 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2014年第2期309-313,共5页
Organic-based materials are often used as the coating of metal oilcans. But they need to be sprayed several times in the whole life of oilcans because of the short-life of organic components. To overcome this problem,... Organic-based materials are often used as the coating of metal oilcans. But they need to be sprayed several times in the whole life of oilcans because of the short-life of organic components. To overcome this problem, a type of long-life flexible cement-based anti-corrosion material used on the surface of metal oilcans was developed according to the principle that the steel reinforced concrete can remain the same life with buildings. The materials with different formulas composed of acrylic ~nulsion, cement and other additives were prepared. Because the ratios of polymer to cement played the decisive role in the adhesion and anti-corrosion characteristics, their effects on the physical performances were investigated by comparing the mechanical properties, anti-corrosion and anti-aging properties. The relationship between microstructure and macroscopic properties was also discussed. 展开更多
关键词 mental oilcan long-life anti-corrosion material coment-based mortar
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Online Consumption Is a Long Way from Chinese Life
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《China's Foreign Trade》 2000年第7期20-21,共2页
关键词 long Online Consumption Is a long Way from Chinese life
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双碳背景下铝电解绿色低碳技术体系构建 被引量:5
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作者 曹曦 胡红武 +2 位作者 刘雅锋 刘伟 王旋 《轻金属》 2024年第2期18-23,共6页
沈阳院铝电解绿色深度节能技术是针对国家双碳战略和行业阶梯电价背景而形成的一整套技术体系。其从铝电解工艺本质切入,着手于磁流体稳定性提升、良好热平衡维持和系统性节能降耗三个方向,包含了磁场原位升级技术、网络化自均衡母线技... 沈阳院铝电解绿色深度节能技术是针对国家双碳战略和行业阶梯电价背景而形成的一整套技术体系。其从铝电解工艺本质切入,着手于磁流体稳定性提升、良好热平衡维持和系统性节能降耗三个方向,包含了磁场原位升级技术、网络化自均衡母线技术、节能长寿命阴极及内衬技术、双侧精准集气技术以及相配套的生产操作及管理技术等。该技术体系已经在超过45条电解系列上应用,涉及了从180到600 kA的所有国内电解槽型,直流电耗最低达到了12200 kWh/t-Al以下。该技术的应用有助于缓解电解铝生产企业的节能降碳压力,同时提高电解生产的安全性和稳定性。 展开更多
关键词 绿色深度节能 磁场原位升级 节能长寿命 双侧精准集气 降碳
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Bone Marrow Transplant Long-Term Survivors’ Satisfaction with Quality of Life: Comparison with a Control Group
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作者 Maribel Pelaez Doro José Zanis Neto +3 位作者 Denise Carvalho Julita Maria Pelaez Vaneuza Funke Ricardo Pasquini 《Open Journal of Medical Psychology》 2014年第5期337-347,共11页
Purpose: To evaluate the global quality of life (QoL) of survivors with 10-year or more post-transplant, and to identify risk factors that interfere with well-being. Methods: This is a prospective analytic transversal... Purpose: To evaluate the global quality of life (QoL) of survivors with 10-year or more post-transplant, and to identify risk factors that interfere with well-being. Methods: This is a prospective analytic transversal study with 214 survivors of Bone Marrow Transplant (BMT) and 264 healthy people identified among blood donors, treated as the control group, of both sexes, 18 years or older. The protocol includes a demographic-socioeconomic questionnaire, World Health Organization Quality of Life (WHOQOL) and the Karnofsky Performance Status Scale. Results: 53.7% of the survivor group members are satisfied with their QoL. A similar result can be found in the control group (54.2%). Chronological maturity, anxiety, sexual difficulty, and being a provider are factors that interfere negatively in the QoL of male survivors. In female survivors, the risk factors are anxiety, low educational level, not having a stable partner, being a provider, and not being Caucasian. Conclusions: Survivors are as satisfied with their QoL as the control group. QoL is understood as a perceptive process composed of objective (functional and relational capacity) and subjective phenomenon (perceptive composition). 展开更多
关键词 Quality of life Bone MARROW TRANSPLANTATION long-Term SURVIVORS Control Group RESILIENCE
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终身教育视域下高校教育管理体制改革探析 被引量:2
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作者 马翠凤 《绵阳师范学院学报》 2024年第1期75-81,共7页
随着时代的进步与发展,人们越来越重视教育,并逐渐树立起终身教育的观念,以保证能够具备终身发展的能力与素质。作为学习与工作两者间切换和衔接的重要阶段,高校教育在终身教育体系中具有重要的作用。但当前高校教育管理体制存在教育管... 随着时代的进步与发展,人们越来越重视教育,并逐渐树立起终身教育的观念,以保证能够具备终身发展的能力与素质。作为学习与工作两者间切换和衔接的重要阶段,高校教育在终身教育体系中具有重要的作用。但当前高校教育管理体制存在教育管理理念相对滞后、教育管理方式单调僵化、教育管理缺乏监管机制等不适应终身教育发展的问题,必须通过树立终身教育理念、建立学分银行制度、提升教育管理透明度、发挥信息技术的优势、完善高校终身教育体系监督机制等措施,促进高校教育管理体制的改革和完善,以期在终身教育体系中发挥其应有的作用。 展开更多
关键词 终身教育 高校 教育管理 体制改革
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长寿命水工混凝土结构材料研究进展综述
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作者 蒋金洋 《水力发电学报》 CSCD 北大核心 2024年第8期1-13,共13页
混凝土是我国水利水电工程建设的关键基础材料。然而,作为一种典型的多孔介质材料,其在水工环境下易发生离子侵蚀、产物腐蚀、基体开裂等问题,导致钢筋锈蚀、结构承载力下降,难以满足西部高原、南部沿海等地区水利水电工程长寿命设计与... 混凝土是我国水利水电工程建设的关键基础材料。然而,作为一种典型的多孔介质材料,其在水工环境下易发生离子侵蚀、产物腐蚀、基体开裂等问题,导致钢筋锈蚀、结构承载力下降,难以满足西部高原、南部沿海等地区水利水电工程长寿命设计与高质量建设的发展需求。本文首先总结了严酷环境下传统水工混凝土结构材料损伤劣化机理和面临的问题与挑战。进一步地,详细介绍了水工混凝土结构材料长寿命设计方法与性能提升材料。最后,本文展望了人工智能在水工混凝土结构材料长寿命设计与应用方面的发展前景,为国家重大水利水电工程的安全运维与长效服役提供新方法和新思路。 展开更多
关键词 水工混凝土 严酷环境 劣化机理 长寿命设计 人工智能
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我国百年住宅全生命周期可持续性评价
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作者 李忠富 孟芊芸 《工程管理学报》 2024年第2期54-59,共6页
以推进我国百年住宅的应用与发展为根本目的,对其进行全生命周期可持续性评价。结合国内外已有的可持续性评估体系及相关标准规范,选取人口、资源和环境3个方面的评价指标。采用COWA算子为评价指标赋权重,并结合云物元理论,建立百年住... 以推进我国百年住宅的应用与发展为根本目的,对其进行全生命周期可持续性评价。结合国内外已有的可持续性评估体系及相关标准规范,选取人口、资源和环境3个方面的评价指标。采用COWA算子为评价指标赋权重,并结合云物元理论,建立百年住宅全生命周期可持续性评价模型。通过对具体案例进行实证分析,结果表明该评价方法具有一定的可行性及科学性,为百年住宅的进一步发展与推广提供依据。 展开更多
关键词 百年住宅 全生命周期 可持续性评价 COWA 云物元模型
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Long-term renal function, complications and life expectancy in living kidney donors
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作者 Masahiko Okamoto 《World Journal of Transplantation》 2012年第1期5-8,共4页
Living kidney transplantation is now a widely accepted treatment for end stage renal disease(ESRD) because it provides excellent outcomes for recipients. However, long-term outcomes of living kidney donors have not be... Living kidney transplantation is now a widely accepted treatment for end stage renal disease(ESRD) because it provides excellent outcomes for recipients. However, long-term outcomes of living kidney donors have not been well understood. Because securing the safety of the donor is essential to the continued success of this procedure, we reviewed articles discussing long-term outcomes of living kidney donors. Most studies found no decrease in long-term survival or progressive renal dysfunction in previous kidney donors. Moreover, the prevalence of hypertension was comparable to that expected in the general population, although some did report otherwise. Urinary protein showed small increases in this population and was associated with hypertension and a lower glomerular filtration rate. Quality of life following living kidney donation seems to be better than the national norm. We also encountered several reports of ESRD in previous living kidney donors. Regular follow-up of kidney donors is recommended and future controlled, prospective studies will better delineate risk factors which cause health problems following living kidney donation. 展开更多
关键词 Living kidney DONOR long-TERM survival Hypertension PROTEINURIA RENAL function Quality of life
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基于WOA-LSTM的锂电池寿命预测研究
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作者 霍琳 宋云琦 +1 位作者 盖迪 徐海 《兵器装备工程学报》 CAS CSCD 北大核心 2024年第S01期223-230,共8页
针对LSTM模型参数较难选取导致锂电池寿命预测效果较差,提出一种长短期记忆神经网络(LSTM)结合鲸鱼优化算法(WOA)的锂电池产品寿命预测方法,该方法通过WOA对参数进行优化以提高模型的准确性。在此基础上,采用NASA锂电池数据集进行对比... 针对LSTM模型参数较难选取导致锂电池寿命预测效果较差,提出一种长短期记忆神经网络(LSTM)结合鲸鱼优化算法(WOA)的锂电池产品寿命预测方法,该方法通过WOA对参数进行优化以提高模型的准确性。在此基础上,采用NASA锂电池数据集进行对比实验分析,分别运用WOA-LSTM算法、CNN-LSTM算法和LSTM算法对锂电池的剩余使用寿命进行预测,实验结果证明,WOA-LSTM模型相较于CNN-LSTM模型和LSTM模型的精度分别提升了3.2%和4.5%,验证了WOA方法的有效性,为推动锂电池相关研究的进展提供思路和依据。 展开更多
关键词 锂电池 剩余使用寿命 长短期记忆神经网络 鲸鱼优化算法
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