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智能水凝胶世界
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作者 杨跃娜 胡旭芳 +4 位作者 刘玉珊 况亚亚 凌剑 曹秋娥 周川华 《大学化学》 CAS 2024年第5期172-183,共12页
智能水凝胶是一类具有三维网络结构的高亲水性高分子聚合物材料,能快速感知和响应环境的变化。本项目以食用海带为原料提取海藻酸,利用其与不同金属离子的交联能力不同,制得具有金属离子响应能力的海藻酸水凝胶,成功用于软硬水鉴别、维... 智能水凝胶是一类具有三维网络结构的高亲水性高分子聚合物材料,能快速感知和响应环境的变化。本项目以食用海带为原料提取海藻酸,利用其与不同金属离子的交联能力不同,制得具有金属离子响应能力的海藻酸水凝胶,成功用于软硬水鉴别、维生素C和金属离子检测。项目通过设计趣味实验开展梯度科普,生动阐释智能水凝胶的形成原理和应用实例。学龄前儿童和小学生可以通过简单的操作制备出五彩缤纷的凝胶球,趣味性强。中学生和社会公众可用简单的生活器具从海带中提取海藻酸并制备出水凝胶,用于软硬水的鉴别和水果中维生素C的测定,生活化与科学性相结合,激发参与者学习化学的兴趣和热情。大学生可以通过实验研究智能水凝胶的分析检测性能,结合光度法检测铁离子和维生素C的含量,培养其综合素质。项目集趣味性、生活化和科学性于一体,层次丰富、可行性高。该项目有望助力化学从实验室走入生活,服务公众;也可推动更多人了解化学、走进化学、发展化学。 展开更多
关键词 智能水凝胶 海藻酸 金属离子响应 铁离子测定 维生素C检测
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Interface electron collaborative migration of Co–Co3O4/carbon dots:Boosting the hydrolytic dehydrogenation of ammonia borane 被引量:8
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作者 Han Wu Min Wu +5 位作者 Boyang Wang Xue Yong yushan liu Baojun Li Baozhong liu Siyu Lu 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2020年第9期43-53,I0002,共12页
Ammonia borane(AB)is an excellent candidate for the chemical storage of hydrogen.However,its practical utilization for hydrogen production is hindered by the need for expensive noble-metal-based catalysts.Herein,we re... Ammonia borane(AB)is an excellent candidate for the chemical storage of hydrogen.However,its practical utilization for hydrogen production is hindered by the need for expensive noble-metal-based catalysts.Herein,we report Co-Co3O4 nanoparticles(NPs)facilely deposited on carbon dots(CDs)as a highly efficient,robust,and noble-metal-free catalyst for the hydrolysis of AB.The incorporation of the multiinterfaces between Co,Co3O4 NPs,and CDs endows this hybrid material with excellent catalytic activity(rB=6816 mLH2 min^-1 gCo^-1)exceeding that of previous non-noble-metal NP systems and even that of some noble-metal NP systems.A further mechanistic study suggests that these interfacial interactions can affect the electronic structures of interfacial atoms and provide abundant adsorption sites for AB and water molecules,resulting in a low energy barrier for the activation of reactive molecules and thus substantial improvement of the catalytic rate. 展开更多
关键词 Ammonia borane Hydrogen evolution Co-Co3O4 interface Carbon dots Nanoparticles
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Effect of the Inclination Angle on Slippage Loss in Gas-Liquid Two-Phase Flow 被引量:4
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作者 yushan liu Yubin Su +2 位作者 Zhenhua Wu Wei Luo Ruiquan Liao 《Fluid Dynamics & Materials Processing》 EI 2020年第3期475-488,共14页
The lifting efficiency and stability of gas lift well are affected by the socalled slippage-loss effect in gas-liquid two-phase flow.The existing studies on this subject have generally been based on vertical and horiz... The lifting efficiency and stability of gas lift well are affected by the socalled slippage-loss effect in gas-liquid two-phase flow.The existing studies on this subject have generally been based on vertical and horizontal wells.Only a few of them have considered inclined pipes.In the present work a new focused study is presented along these lines.More specifically,we use the non-slip pressure drop model with Flanigan’s fluctuation correction coefficient formula(together with the parameters of slippage density,slippage pressure drop and slippage ratio)to analyze the influence of the inclination angle on slippage loss for different conditions(different gas-liquid superficial velocity and pipe diameters).Moreover,the“standard regression coefficient method”is used for multi-factor sensitivity analysis.The experimental results indicate that slippage loss is affected by multiple factors,and the influence of the inclination angle on slippage loss is less significant than other factors.The change of the slippage pressure drop with the superficial velocity of gas-liquid is similar to that of the total pressure drop.The inclination angles of 45°and 60°have the greatest influence on slippage loss.The correlation between slippage density and slippage ratio is not obvious.Using the so-called slippage ratio seems to be a more accurate option to evaluate the degree of slippage loss. 展开更多
关键词 Inclined pipes gas-liquid flow slippage loss pressure drop gas-liquid ratio
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Construction of Ru/WO3 with hetero-interface structure for efficient hydrogen evolution reaction 被引量:3
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作者 Xin Xie Yunxiao Fan +6 位作者 Wanyu Tian Meng Zhang Jialin Cai Xingang Zhang Jie Ding yushan liu Siyu Lu 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2023年第8期150-157,I0006,共9页
Water electrolysis is considered as one most promising technique for hydrogen production.The high efficiency electrocatalyst is the key to accelerating the sluggish kinetics of the hydrogen evolution reaction(HER) in ... Water electrolysis is considered as one most promising technique for hydrogen production.The high efficiency electrocatalyst is the key to accelerating the sluggish kinetics of the hydrogen evolution reaction(HER) in alkaline media.In this work,an efficient HER electrocatalyst with hetero-interfacial metal-metal oxide structure was constructed through a redox solid phase reaction(SPR) strategy.During the annealing process under Ar atmosphere,RuO_(2) and WS_(2)in RuO_(2)/WS_(2)precursor were converted to Ru nanoparticles(NPs) and WO3in situ,where tiny Ru NPs and oxygen vacancies were uniformly distributed onto the newly formed WO3nanosheets.Different characterization techniques were adopted to confirm the successful formation of Ru/WO_(3)electrocatalyst(RWOC).The optimized RWOC sample annealed at 400℃ exhibited the low overpotential value of 13 mV at a current density of 10 mA cm^(-2)and strong durability under the alkaline condition.Density functional theoretical calculations further revealed that the promoted adsorption/desorption rate of reaction intermediates and the accelerated kinetics of HER process were deduced to the synergistic effect between Ru and WO_(3)in electrocatalyst.This work provides a feasible method to fabricate highly efficient HER electrocatalysts. 展开更多
关键词 RU WO_(3) Hetero-interface Hydrogen evolution reaction ELECTROCATALYST
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Carbon Doping Triggered Efficient Electrochemical Hydrogen Evolution of Cross-Linked Porous Ru-MoO_(2) Via Solid-Phase Reaction Strategy 被引量:1
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作者 Jialin Cai Jianye Yang +7 位作者 Xin Xie Jie Ding Leyan liu Wanyu Tian yushan liu Zhiyong Tang Baozhong liu Siyu Lu 《Energy & Environmental Materials》 SCIE EI CAS CSCD 2023年第1期392-400,共9页
The defect-free structure of Mo-based materials is a“double-edged sword”,which endows the material with excellent stability,but limits its chemical versatility and application in electrochemical hydrogen evolution r... The defect-free structure of Mo-based materials is a“double-edged sword”,which endows the material with excellent stability,but limits its chemical versatility and application in electrochemical hydrogen evolution reaction(HER).Carbon doping engineering is an attractive strategy to effectively improve the performance of Mo-based catalyst and maintain their stability.Herein,we report a cross-linked porous carbon-doped MoO_(2)(C–MoO_(2))-based catalyst Ru/C–MoO_(2) for electrochemical HER,which is prepared by the convenient redox solid-phase reaction(SPR)of porous RuO_(2)/Mo_(2)C composite precursor.Theoretical studies reveal that due to the presence of carbon atoms,the electronic structure of C–MoO_(2) has been properly adjusted,and the loaded small Ru nanoparticles provide a fast water dissociation rate and moderate H adsorption strength.In electrochemical studies under a pH-universal environment,Ru/C–MoO_(2) electrocatalyst exhibits a low overpotential at a current density of 10 mA cm^(-2) and has a low Tafel slope.Meanwhile,Ru/C-MoO_(2) has excellent stability for more than 100 h at an initial current density of 100 mA cm^(-2). 展开更多
关键词 carbon doped hydrogen evolution reaction macro-meso-micropore MoO_(2) RU solid-phase reaction
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Bi_(2)S_(3)Nanorods Hosted on rGO Sheets from Pyrolysis of Molecular Precursors for Efficient Li-Ion Storage
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作者 Zhongshuang Li Mengmeng He +7 位作者 Bing Bo Huijuan Wei Yanyan liu Hao Wen yushan liu Ke Zhang Panke Zhang Baojun Li 《Energy & Environmental Materials》 SCIE EI CAS CSCD 2021年第4期577-585,共9页
Bismuth-based compounds with high capacity and durability are still challenging in Li-ion batteries(LIBs).In this article,Bi_(2)S_(3)nanorods hosted on reduced graphene oxide nanosheets(Bi_(2)S_(3)/rGO,BSG)are success... Bismuth-based compounds with high capacity and durability are still challenging in Li-ion batteries(LIBs).In this article,Bi_(2)S_(3)nanorods hosted on reduced graphene oxide nanosheets(Bi_(2)S_(3)/rGO,BSG)are successfully prepared using molecular precursor pyrolysis strategy.1D nanorod architecture possesses preeminent kinetic characteristics,shortening the ion diffusion path and increasing the contact area between electrode and electrolyte.The large specific surface area and charge polarization of rGO at the interface promote charge transfer.The capacity of material(BSG-400)reaches 558.4 m Ah g^(-1)at 0.2 A g^(-1)after 200 cycles.The anode properties of the composite outperform those of pristine Bi_(2)S_(3).The introduction of graphene enables the interfacial interaction between rGO and Bi_(2)S_(3).The closely contact interface improves the conductivity and lithium storage performances of Bi_(2)S_(3).The regulatory effect of rGO on the electronic density of states and band gap of Bi_(2)S_(3)has been demonstrated by theoretical calculation.The synthetic approach has the advantages of universality,simple operation procedure,and strong repeatability.This research provides some ideas for the preparation of other metal sulfides/rGO nanomaterials and their application in battery research. 展开更多
关键词 Bi_(2)S_(3) Li-ion batteries molecular precursor NANORODS PYROLYSIS reduced graphene oxide
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Polar O-Co-P Surface for Bimolecular Activation in Catalytic Hydrogen Generation
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作者 Huanhuan Zhang Ke Zhang +6 位作者 Saima Ashraf Yanping Fan Shuyan Guan Xianli Wu yushan liu Baozhong liu Baojun Li 《Energy & Environmental Materials》 SCIE EI CAS CSCD 2023年第1期224-233,共10页
Boron hydrides release an abundant amount of hydrogen in the presence of a suitable catalyst.Accelerating bimolecular activation kinetics is the key to designing cost-effective catalysts for borohydride hydrolysis.In ... Boron hydrides release an abundant amount of hydrogen in the presence of a suitable catalyst.Accelerating bimolecular activation kinetics is the key to designing cost-effective catalysts for borohydride hydrolysis.In this study,the bimolecular activation of a polar O-Co-P site demonstrated superior hydrogen-generation kinetics(turnover frequency,TOF=37 min−1,298 K)and low activation energy(41.0 kJ mol^(−1))close to that of noble-metal-based catalysts.Through a combination of experiments and theoretical calculations,it was revealed that the activated dangling oxygen atom in the Co–O precursor effectively replaced via surface-phosphorization because of strong electronic interactions between the dangling oxygen and P atoms.This substitution modulated the local coordination environment and electronegativity around the surface Co sites and formed a new polar O-Co-P active site for optimizing the activation kinetics of ammonia borane and water.This strategy based on bimolecular activation may create new avenues in the field of catalysis. 展开更多
关键词 bimolecular activation borohydride hydrolysis hydrogen generation noble-metal-free catalysts polar site
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水热炭化制备碳量子点及其应用 被引量:13
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作者 刘禹杉 李伟 +1 位作者 吴鹏 刘守新 《化学进展》 SCIE CAS CSCD 北大核心 2018年第4期349-364,共16页
碳量子点作为新兴的"零维"碳纳米材料引起人们广泛的关注。水热炭化法是目前为止应用最广泛的碳量子点合成方法之一。水热炭化合成碳量子点取材广泛、过程简单,其最大的特点是合成的碳量子点表面含有丰富的含氧官能团,水溶性... 碳量子点作为新兴的"零维"碳纳米材料引起人们广泛的关注。水热炭化法是目前为止应用最广泛的碳量子点合成方法之一。水热炭化合成碳量子点取材广泛、过程简单,其最大的特点是合成的碳量子点表面含有丰富的含氧官能团,水溶性优异,在制备过程中即可对碳量子点进行表面功能化改性。此外,水热法合成的碳量子点具有石墨或无定形结构的碳核。水热碳量子点的结构和性质主要受原料种类及制备条件(水热炭化温度、时间及化学添加剂)的影响,产物在光催化技术、分析检测、活体成像和细胞标记、发光二极管(LED)及药物输送等领域展示出较好应用效果。本文综述了水热碳量子点的制备、性质、形成机理(包括原料的脱水、聚合、炭化及钝化过程)及发光机理(表面缺陷态效应和量子尺寸效应),并对水热碳量子点的应用进行了总结。最后,对水热碳量子点发展过程中尚待解决的问题进行总结,对其未来的发展方向进行了展望。 展开更多
关键词 碳量子点 水热炭化 应用 机理 性质
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COVID-19疫情暴发前、后呼吸道感染住院患儿呼吸道病原体的变化 被引量:3
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作者 夏金蓉 王慧 +1 位作者 刘玉珊 谢江 《中华妇幼临床医学杂志(电子版)》 CAS 2022年第6期712-721,共10页
目的探讨新型冠状病毒疾病(COVID-19)疫情暴发前、后,呼吸道感染住院患儿呼吸道病原体变化情况。方法选择2019年1月至2021年12月,成都市第三人民医院诊治的1576例呼吸道感染住院患儿为研究对象。根据入院时间,将其分为研究组(n=771,入... 目的探讨新型冠状病毒疾病(COVID-19)疫情暴发前、后,呼吸道感染住院患儿呼吸道病原体变化情况。方法选择2019年1月至2021年12月,成都市第三人民医院诊治的1576例呼吸道感染住院患儿为研究对象。根据入院时间,将其分为研究组(n=771,入院时间为2020年1月1日至2021年12月31日,COVID-19疫情期内)与对照组(n=805,入院时间为2019年1月1日至2019年12月31日,COVID-19疫情暴发前)。采用间接免疫荧光法,检测2组患儿血清中嗜肺军团菌血清1型(LP1)、肺炎支原体(MP)等呼吸道9种病原体免疫球蛋白(Ig)M抗体。采用χ2检验,对2组患儿,不同性别、年龄段及季节患儿的血清呼吸道病原体IgM阳性率进行统计学比较。本研究遵循的程序经成都市第三人民医院医学伦理委员会批准(审批文号:成都三院伦〔2022〕S-110号)。监护人对患儿的诊治均知情同意。结果①本研究1576例呼吸道感染患儿的血清呼吸道病原体IgM阳性率为53.2%(839/1576)。2组患儿血清Q热立克次体(COX)IgM均呈阴性,研究组患儿血清LP1及肺炎衣原体(CP)IgM均呈阴性。2019—2021年,每年纳入本研究的呼吸道感染患儿均以单一感染为主,其病原体以MP为主。2019、2020、2021年纳入本研究患儿呼吸道感染病原体≥2种的混合感染率逐年下降(23.1%、13.1%、4.6%),并且两两比较差异均有统计学意义(P<0.001)。②2019、2020及2021年纳入本研究呼吸道感染患儿中,血清呼吸道病原体IgM阳性率位居前3位的病原体分别依次为MP、乙型流感病毒(INFB)及副流感病毒(PIV),MP、PIV及INFB,MP、PIV及INFB。研究组患儿血清MP、呼吸道合胞病毒(RSV)、腺病毒、甲型流感病毒(INFA)、INFB及总体病原体IgM阳性率均较对照组低,而血清PIV IgM阳性率则较对照组高,并且差异均有统计学意义(P<0.05)。③研究组男性患儿血清MP及总体病原体IgM阳性率均低于女性患儿,对照组男性患儿血清MP、PIV及总体病原体IgM阳性率均低于女性患儿,并且上述差异均有统计学意义(P<0.05);研究组男性及女性患儿血清呼吸道总体病原体IgM阳性率,分别低于对照组同性别患儿(36.2%vs 55.6%,47.6%vs 76.1%),并且差异均有统计学意义(χ2=32.78、60.69,均为P<0.001)。④研究组4个年龄段(0~1岁,≥1~3岁,≥3~7岁,≥7~18岁)患儿血清MP、PIV及总体病原体IgM阳性率比较,以及对照组上述4个年龄段患儿血清LP1、MP、RSV、INFB、PIV及总体病原体IgM阳性率比较,差异均有统计学意义(P<0.05);研究组≥1~3岁、≥3~7岁、≥7~18岁呼吸道感染患儿的血清呼吸道总体病原体IgM阳性率,均低于对照组同年龄段患儿,并且差异均有统计学意义(P<0.05)。⑤研究组患儿春、夏、秋、冬4个季节血清MP、INFB及总体病原体IgM阳性率比较,以及对照组患儿4个季节血清MP、RSV、INFB、PIV及总体病原体IgM阳性率比较,差异均有统计学意义(P<0.05);研究组患儿春、夏、秋季血清呼吸道总体病原体IgM阳性率,均较对照组同季节低,并且差异均有统计学意义(P<0.001),其中春季的血清总体病原体IgM阳性率降低最显著。结论MP、INFB及PIV是本院住院患儿呼吸道感染的常见病原体;COVID-19疫情暴发前、后均以MP单一感染为主,疫情暴发后INFB感染有所减少,PIV感染有所增加。 展开更多
关键词 呼吸道感染 新型冠状病毒疾病 病原体 免疫球蛋白M 荧光抗体技术 间接 肺炎支原体 儿童
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橡胶/混凝土盐冻循环后性能劣化及微观结构 被引量:13
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作者 姚韦靖 刘雨姗 +1 位作者 王婷雅 庞建勇 《复合材料学报》 EI CAS CSCD 北大核心 2021年第12期4294-4304,共11页
制备普通混凝土(Normal concrete,NC)和橡胶/混凝土基体(Rubber/NC),研究盐冻循环60次内,表观现象、剥落量、抗压强度损失等性能指标劣化过程,采用超声波无损检测法评价混凝土盐冻循环破坏前后超声参数变化,建立相对波速、损伤度与抗压... 制备普通混凝土(Normal concrete,NC)和橡胶/混凝土基体(Rubber/NC),研究盐冻循环60次内,表观现象、剥落量、抗压强度损失等性能指标劣化过程,采用超声波无损检测法评价混凝土盐冻循环破坏前后超声参数变化,建立相对波速、损伤度与抗压强度的关系,利用SEM观察盐冻循环损伤前后试件微结构变化。结果表明:随盐冻循环次数增加,混凝土试件表面剥蚀愈显著,剥落量增加,内部损伤、强度损失逐渐加剧,超声参数与抗压强度具有密切相关性;混凝土经历盐冻破坏后,内部结构呈疏松絮状,孔隙、裂纹愈加显现,密实度下降,造成宏观力学性能劣化。但弹性橡胶细集料掺入后有效缓解结冰压引起的内部开裂和孔隙扩大,各阶段橡胶/混凝土基体劣化程度均优于普通混凝土,以橡胶掺量(与胶凝材料质量比)10%(10%Rubber/NC)各性能指标最优,经历60次盐冻循环后,普通混凝土抗压强度损失率为58.5%,10%Rubber/NC抗压强度损失率为48.0%。 展开更多
关键词 橡胶/混凝土 盐冻循环 超声波无损检测 性能劣化 微观分析
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Dual-periodic-microstructure-induced color tunable white organic Ught-emitting devices 被引量:2
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作者 Yangang BI Jinhai JI +8 位作者 Yang CHEN yushan liu Xulin ZHANG Yunfei LI Ming XU Yuefeng liu Xiaochi HAN Qiang GAO Hongbo SUN 《Frontiers of Optoelectronics》 CSCD 2016年第2期283-289,共7页
In this paper, we demonstrate a color tunable white organic light-emitting devices (WOLEDs) based on the two complementary color strategies by introducing two-dimensional (2-D) dual periodic gratings. It is possib... In this paper, we demonstrate a color tunable white organic light-emitting devices (WOLEDs) based on the two complementary color strategies by introducing two-dimensional (2-D) dual periodic gratings. It is possible to tune the color in a range between cold-white and warmwhite by simply operating the polarization of polarizer in front of the microstructured WOLEDs. Experimental and numerical results demonstrate that color tunability of the WOLEDs comes from the effect of the 2-D dual periodic gratings by exciting the surface plasmon-polariton (SPP) resonance associated with the cathode/organic interface. The electroluminescence (EL) performance of the WOLEDs have also been improved due to the effective light extraction by excitation and out-coupling of the SPP modes, and a 39.65% enhancement of current efficiency has been obtained compared to the conventional planar devices. 展开更多
关键词 dual periodic grating surface plasmon-polar-iton (SPP) color tunable white organic light-emittingdevices (WOLEDs)
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A genetically engineered Escherichia coli that senses and degrades tetracycline antibiotic residue
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作者 Zepeng Mu Zhuoning Zou +19 位作者 Ye Yang Wenbo Wang Yue Xu Jianyi Huang Ruiling Cai Ye liu Yajin Mo Boyi Wang Yiqun Dang Yongming Li yushan liu Yueren Jiang Qingyang Tan Xiaohong liu Cheng Hu Hua Li Sha Wei Chunbo Lou Yang Yu Jiangyun Wang 《Synthetic and Systems Biotechnology》 SCIE 2018年第3期196-203,共8页
Due to the abuse of antibiotics,antibiotic residues can be detected in both natural environment and various industrial products,posing threat to the environment and human health.Here we describe the design and impleme... Due to the abuse of antibiotics,antibiotic residues can be detected in both natural environment and various industrial products,posing threat to the environment and human health.Here we describe the design and implementation of an engineered Escherichia coli capable of degrading tetracycline(Tc)-one of the commonly used antibiotics once on humans and now on poultry,cattle and fisheries.A Tcdegrading enzyme,TetX,from the obligate anaerobe Bacteroides fragilis was cloned and recombinantly expressed in E.coli and fully characterized,including its Km and kcat value.We quantitatively evaluated its activity both in vitro and in vivo by UVeVis spectrometer and LC-MS.Moreover,we used a tetracycline inducible amplification circuit including T7 RNA polymerase and its specific promoter PT7 to enhance the expression level of TetX,and studied the dose-response of TetX under different inducer concentrations.Since the deployment of genetically modified organisms(GMOs)outside laboratory brings about safety concerns,it is necessary to explore the possibility of integrating a kill-switch.Toxin-Antitoxin(TA)systems were used to construct a mutually dependent host-plasmid platform and biocontainment systems in various academic and industrious situations.We selected nine TA systems from various bacteria strains and measured the toxicity of toxins(T)and the detoxifying activity of cognate antitoxins(A)to validate their potential to be used to build a kill-switch.These results prove the possibility of using engineered microorganisms to tackle antibiotic residues in environment efficiently and safely. 展开更多
关键词 TetX Antibiotic residue Toxin-antitoxin system Kill-switch
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Toward an accurate mobility trajectory recovery using contrastive learning
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作者 yushan liu Yang CHEN +2 位作者 Jiayun ZHANG Yu XIAO Xin WANG 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI 2024年第11期1479-1496,共18页
Human mobility trajectories are fundamental resources for analyzing mobile behaviors in urban computing applications.However,these trajectories,typically collected from location-based services,often suffer from sparsi... Human mobility trajectories are fundamental resources for analyzing mobile behaviors in urban computing applications.However,these trajectories,typically collected from location-based services,often suffer from sparsity and irregularity in time.To support the development of mobile applications,there is a need to recover or estimate missing locations of unobserved time slots in these trajectories at a fine-grained spatial–temporal resolution.Existing methods for trajectory recovery rely on either individual user trajectories or collective mobility patterns from all users.The potential to combine individual and collective patterns for precise trajectory recovery remains unexplored.Additionally,current methods are sensitive to the heterogeneous temporal distributions of the observable trajectory segments.In this paper,we propose CLMove(where CL stands for contrastive learning),a novel model designed to capture multilevel mobility patterns and enhance robustness in trajectory recovery.CLMove features a two-stage location encoder that captures collective and individual mobility patterns.The graph neural network based networks in CLMove explore location transition patterns within a single trajectory and across various user trajectories.We also design a trajectory-level contrastive learning task to improve the robustness of the model.Extensive experimental results on three representative real-world datasets demonstrate that our CLMove model consistently outperforms state-of-the-art methods in terms of trajectory recovery accuracy. 展开更多
关键词 Human mobility Mobility trajectory recovery Contrastive learning
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