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A performance-based hybrid deep learning model for predicting TBM advance rate using Attention-ResNet-LSTM
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作者 Sihao Yu zixin zhang +2 位作者 Shuaifeng Wang Xin Huang Qinghua Lei 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2024年第1期65-80,共16页
The technology of tunnel boring machine(TBM)has been widely applied for underground construction worldwide;however,how to ensure the TBM tunneling process safe and efficient remains a major concern.Advance rate is a k... The technology of tunnel boring machine(TBM)has been widely applied for underground construction worldwide;however,how to ensure the TBM tunneling process safe and efficient remains a major concern.Advance rate is a key parameter of TBM operation and reflects the TBM-ground interaction,for which a reliable prediction helps optimize the TBM performance.Here,we develop a hybrid neural network model,called Attention-ResNet-LSTM,for accurate prediction of the TBM advance rate.A database including geological properties and TBM operational parameters from the Yangtze River Natural Gas Pipeline Project is used to train and test this deep learning model.The evolutionary polynomial regression method is adopted to aid the selection of input parameters.The results of numerical exper-iments show that our Attention-ResNet-LSTM model outperforms other commonly-used intelligent models with a lower root mean square error and a lower mean absolute percentage error.Further,parametric analyses are conducted to explore the effects of the sequence length of historical data and the model architecture on the prediction accuracy.A correlation analysis between the input and output parameters is also implemented to provide guidance for adjusting relevant TBM operational parameters.The performance of our hybrid intelligent model is demonstrated in a case study of TBM tunneling through a complex ground with variable strata.Finally,data collected from the Baimang River Tunnel Project in Shenzhen of China are used to further test the generalization of our model.The results indicate that,compared to the conventional ResNet-LSTM model,our model has a better predictive capability for scenarios with unknown datasets due to its self-adaptive characteristic. 展开更多
关键词 Tunnel boring machine(TBM) Advance rate Deep learning Attention-ResNet-LSTM Evolutionary polynomial regression
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Earthquake-induced fracture displacements and transmissivity changes in a 3D fracture network of crystalline rock for spent nuclear fuel disposal
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作者 Wenbo Pan zixin zhang +1 位作者 Shuaifeng Wang Qinghua Lei 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2023年第9期2313-2329,共17页
During the long service period of a nuclear waste repository in crystalline rock,large earthquake(s)may occur nearby the repository site and coseismically alter the local stress field around pre-existing fractures wit... During the long service period of a nuclear waste repository in crystalline rock,large earthquake(s)may occur nearby the repository site and coseismically alter the local stress field around pre-existing fractures within the geological formation.The resulting fracture normal/shear displacements may lead to fracture opening and further promote the transport of leaked radionuclides into the groundwater system.Thus,it is of central importance to analyze the consequences of potential future earthquake(s)on the hydrogeological properties of a repository site for spent nuclear fuel disposal.Based on the detailed site characterization data of the repository site at Forsmark,Sweden,we conduct a three-dimensional(3D)seismo-hydro-mechanical simulation using the 3Dimensional Distinct Element Code(3DEC).We explicitly represent a primary seismogenic fault zone and its surrounding secondary fracture network associated with a power-law size scaling and a Fisher orientation distribution.An earthquake with a magnitude of M_(w)=5.6 caused by the reactivation of the primary fault zone is modeled by simulating its transient rupture propagating radially outwards from a predefined hypocenter at a specified rupture speed,with the faulting dynamics controlled by a strength weakening law.We model the coseismic response of the off-fault fracture network subject to both static and dynamic triggering effects.We further diagnose the distribution of fracture hydro-mechanical properties(e.g.mechanical/hydraulic aperture,hydraulic transmissivity)before and after the earthquake in order to quantify earthquakeinduced hydraulic changes in the fracture network.It is found that earthquake-induced fracture transmissivity changes tend to follow a power-law decay with the distance to the earthquake fault.Our simulation results and insights obtained have important implications for the long-term performance assessment of nuclear waste repositories in fractured crystalline rocks. 展开更多
关键词 EARTHQUAKE Fracture network Aperture Fracture transmissivity Shear dilation Nuclear waste disposal
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A molecular toolkit to boost functional genomic studies in transformation-recalcitrant vegetable legumes
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作者 Xinyang Wu Peipei zhang +6 位作者 Shuting Chen zixin zhang Yihan zhang Pingping Fang Kang Ning Ting Sun Pei Xu 《Horticulture Research》 SCIE CSCD 2023年第5期278-281,共4页
Dear Editor Legumes,the second-largest family of crops,contribute over one-third of human dietary proteins.Soybean(Glycine max L.),common bean(Phaseolus vulgaris L.),pea(Pisum sativum L.),and cowpea(Vigna unguiculata ... Dear Editor Legumes,the second-largest family of crops,contribute over one-third of human dietary proteins.Soybean(Glycine max L.),common bean(Phaseolus vulgaris L.),pea(Pisum sativum L.),and cowpea(Vigna unguiculata L.)are among the most widely culti-vated crop legumes for grain and vegetable and are essential for food security globally. 展开更多
关键词 LEG CROPS BOOST
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CmBES1 is a regulator of boundary formation in chrysanthemum ray florets 被引量:2
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作者 Peilei Cheng Yanan Liu +11 位作者 Yiman Yang Hong Chen Hua Cheng Qian Hu zixin zhang Jiaojiao Gao Jiaxin zhang Lian Ding Weimin Fang Sumei Chen Fadi Chen Jiafu Jiang 《Horticulture Research》 SCIE 2020年第1期1097-1108,共12页
Chrysanthemum(Chrysanthemum morifolium)is an ideal model species for studying petal morphogenesis because of the diversity in the flower form across varieties;however,the molecular mechanisms underlying petal developm... Chrysanthemum(Chrysanthemum morifolium)is an ideal model species for studying petal morphogenesis because of the diversity in the flower form across varieties;however,the molecular mechanisms underlying petal development are poorly understood.Here,we show that the brassinosteroid transcription factor BRI1-EMS-SUPPRESSOR 1(CmBES1)in chrysanthemum(C.morifolium cv.Jinba)is important for organ boundary formation because it represses organ boundary identity genes.Chrysanthemum plants overexpressing CmBES1 displayed increased fusion of the outermost ray florets due to the loss of differentiation of the two dorsal petals,which developed simultaneously with the ventral petals.RNA-seq analysis of the overexpression lines revealed potential genes and pathways involved in petal development,such as CUP-SHAPED COTYLEDON(CUC2),CYCLOIDEA 4(CYC4),genes encoding MADS-box transcription factors and homeodomain-leucine zippers(HD-Zips)and auxin pathway-related genes.This study characterizes the role of CmBES1 in ray floret development by its modulation of flower development and boundary identity genes in chrysanthemum. 展开更多
关键词 GENES BOUNDARY EXPRESSING
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The over-expression of a chrysanthemum gene encoding an RNA polymerase II CTD phosphatase-like 1 enzyme enhances tolerance to heat stress 被引量:2
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作者 Yuying Qi Yanan Liu +6 位作者 zixin zhang Jiaojiao Gao Zhiyong Guan Weimin Fang Sumei Chen Fadi Chen Jiafu Jiang 《Horticulture Research》 SCIE 2018年第1期470-479,共10页
The enzyme RNAPII CTD phosphatase-like 1 is known as a transcriptional regulator of the plant response to various abiotic stresses.Here,the isolation of CmCPL1,a chrysanthemum(Chrysanthemum morifolium)gene encoding th... The enzyme RNAPII CTD phosphatase-like 1 is known as a transcriptional regulator of the plant response to various abiotic stresses.Here,the isolation of CmCPL1,a chrysanthemum(Chrysanthemum morifolium)gene encoding this enzyme is described.Its predicted 955 residue gene product includes the FCPH catalytic domain,two double-stranded RNA binding motifs,and a nuclear localization signal.A sub-cellular localization assay confirmed that CmCPL1 was expressed in the nucleus.CmCPL1 transcription was shown to be significantly inducible by heat stress.The over-expression and knockdown of CmCPL1,respectively,increased and diminished the tolerance of chrysanthemum to heat stress,which maybe dependent on the regulation of CmCPL1 and on the expression of downstream heat stress-responsive genes. 展开更多
关键词 stress RESIDUE CHRYSANTHEMUM
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The Effect of Baroreflex Function on Blood Pressure Variability 被引量:1
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作者 Xiufang Wei Xinhui Fang +4 位作者 Lina Ren Yanyan Meng zixin zhang Yongquan Wang Guoxian Qi 《International Journal of Clinical Medicine》 2013年第9期378-383,共6页
Objective: The aim of this study was to assess the relationship of blood pressure variability (BPV) and heart rate variability (HRV) to investigate the effect of baroreflex function on blood pressure variability. Meth... Objective: The aim of this study was to assess the relationship of blood pressure variability (BPV) and heart rate variability (HRV) to investigate the effect of baroreflex function on blood pressure variability. Methods: This study consisted of 111 subjects, including 32 normotensives and 79 hypertensives. All the subjects were given two concurrent tests: 24-hour Holter ECG and ambulatory blood pressure monitoring. According to standard deviation of normal-to-normal sinus RR intervals (SDNN) derived from the Holter ECG, the hypertensives were divided into two groups: an HRV normal group with SDNN > 100 ms and an HRV abnormal group with 展开更多
关键词 BLOOD Pressure VARIABILITY HEART Rate VARIABILITY BAROREFLEX FUNCTION HYPERTENSION
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Ecological Tunnel for the 21st Century: A New Conception and Methodology
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作者 zixin zhang Qinghua Lei Qiang Xue 《Journal of Transportation Technologies》 2011年第3期54-57,共4页
This paper presents a new conception—ecological tunnel, which is contrived to meet increasingly tough challenges in the 21st century. Ecological tunnel refers to integrating ecological principles into tunnel design, ... This paper presents a new conception—ecological tunnel, which is contrived to meet increasingly tough challenges in the 21st century. Ecological tunnel refers to integrating ecological principles into tunnel design, construction and operation in order to create a balanced and sustainable tunnel-nature system. It consists of four elements: green tunneling, green lighting, green lining, and green recycling of excavated material. The conception, function and implementation of each part are elaborated in the paper. In addition, computer visualization technique is applied to simulate complicated internal conditions of an ecological tunnel. 展开更多
关键词 ECOLOGICAL TUNNEL Green TUNNELING Green LIGHTING Green LINING Green RECYCLING Computer Visualization
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Stress arch bunch and its formation mechanism in blocky stratified rock masses
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作者 Xin Huang zixin zhang 《Journal of Rock Mechanics and Geotechnical Engineering》 2012年第1期19-27,共9页
Stress arch is a common phenomenon occurring in continuous materials and has also been proved to have great influences on the self-stabilization of soils or rock masses after excavation.In this paper,based on UDEC sim... Stress arch is a common phenomenon occurring in continuous materials and has also been proved to have great influences on the self-stabilization of soils or rock masses after excavation.In this paper,based on UDEC simulation,stress redistribution after excavation is investigated for a kind of special discontinuous material,i.e.blocky stratified rock mass.A layered stress arch system is observed with each stress arch lying over another.This special phenomenon is defined herein as "stress arch bunch".Effects of dip angle of bedding plane,lateral pressure and joint offset on this stress arch bunch are studied.Its formation mechanism is also discussed based on voussoir beam theory. 展开更多
关键词 岩体应力 机制 岩体开挖 应力重分布 UDEC 层状岩体 形成机理 不连续
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Hybrid ionic/electronic interphase enabling uniform nucleation and fast diffusion kinetics for stable lithium metal anode
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作者 Lun Li Pengxia Ji +5 位作者 Meng Huang zixin zhang Hong Wang Francis Verpoort Jinlong Yang Daping He 《Chinese Chemical Letters》 SCIE CAS CSCD 2024年第2期626-633,共8页
Lithium(Li)dendrite issue,which is usually caused by inhomogeneous Li nucleation and fragile solid electrolyte interphase(SEI),impedes the further development of high-energy Li metal batteries.However,the integrated c... Lithium(Li)dendrite issue,which is usually caused by inhomogeneous Li nucleation and fragile solid electrolyte interphase(SEI),impedes the further development of high-energy Li metal batteries.However,the integrated construction of a high-stable SEI layer that can regulate uniform nucleation and facilitate fast Li-ion diffusion kinetics for Li metal anode still falls short.Herein,we designed an artificial SEI with hybrid ionic/electronic interphase to regulate Li deposition by in-situ constructing metal Co clusters embedded in LiF matrix.The generated Co and LiF both enable fast Li-ion diffusion kinetics,meanwhile,the lithiophilic properties of Co clusters can serve as Li-ion nucleation sites,thereby contributing to uniform Li nucleation and non-dendritic growth.As a result,a dendrite-free Li deposition with a low overpotential(16.1 mV)is achieved,which enables an extended lifespan over 750 h under strict conditions.The full cells with high-mass-loading LiFePO_(4)(11.5 mg/cm^(2))as cathodes exhibit a remarkable rate capacity of 84.1 mAh/g at 5 C and an improved cycling performance with a capacity retention of 96.4%after undergoing 180 cycles. 展开更多
关键词 Lithium metal anode Hybrid ionic/electronic interphase Solid electrolyte interphase Fast diffusion kinetics Dendritic growth of lithium
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职场中的“义警”身份:概念、内涵与理论整合 被引量:1
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作者 李铭泽 张子欣 +1 位作者 张光磊 刘玲 《中国人力资源开发》 北大核心 2023年第4期49-61,共13页
随着社会与组织的不断发展,如何管控职场偏差行为是学界与商界长期关注的一个重要议题,传统观点主张组织采取宏观控制手段(如组织规则、惩罚程序等)来治理职场偏差行为,但忽略了微观控制手段的能动作用。职场“义警”作为一种典型的微... 随着社会与组织的不断发展,如何管控职场偏差行为是学界与商界长期关注的一个重要议题,传统观点主张组织采取宏观控制手段(如组织规则、惩罚程序等)来治理职场偏差行为,但忽略了微观控制手段的能动作用。职场“义警”作为一种典型的微观控制方式,通过监督和干预同事的偏差行为来实现对组织秩序与公平的维护。本文回顾相关文献,梳理职场“义警”的概念与内涵,从三个动机视角剖析职场“义警”的形成机理,并且基于社会控制理论探讨职场“义警”针对干预者、被干预者以及组织的不同作用效果。由于该领域的研究尚处于起步阶段,未来研究还需要对职场“义警”的测量工具、持续机制以及作用结果等方面进行深入探讨。 展开更多
关键词 职场“义警” 社会控制 微观权力 偏差行为
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A near-complete genome assembly of the allotetrapolyploid Cenchrus fungigraminus(JUJUNCAO)provides insights into its evolution and C4 photosynthesis 被引量:1
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作者 Huakun Zheng Baiyu Wang +17 位作者 Xiuting Hua Ruiting Gao Yuhao Wang zixin zhang Yixing zhang Jing Mei Yongji Huang Yumin Huang Hui Lin Xingtan zhang Dongmei Lin Siren Lan Zhongjian Liu Guodong Lu Zonghua Wang Ray Ming Jisen zhang Zhanxi Lin 《Plant Communications》 SCIE CSCD 2023年第5期324-341,共18页
JUJUNCAO(Cenchrus fungigraminus;2n=4x=28)is a Cenchrus grass with the highest biomass production among cultivated plants,and it can be used for mushroom cultivation,animal feed,and biofuel production.Here,we report a ... JUJUNCAO(Cenchrus fungigraminus;2n=4x=28)is a Cenchrus grass with the highest biomass production among cultivated plants,and it can be used for mushroom cultivation,animal feed,and biofuel production.Here,we report a nearly complete genome assembly of JUJUNCAO and reveal that JUJUNCAO is an allopolyploid that originated2.7 million years ago(mya).Its genome consists of two subgenomes,and subgenome A shares high collinear synteny with pearl millet.We also investigated the genome evolution of JUJUNCAO and suggest that the ancestral karyotype of Cenchrus split into the A and B ancestral karyotypes of JUJUNCAO.Comparative transcriptome and DNA methylome analyses revealed functional divergence of homeologous gene pairs between the two subgenomes,which was a further indication of asymmetric DNA methylation.The three types of centromeric repeat in the JUJUNCAO genome(CEN137,CEN148,and CEN156)may have evolved independently within each subgenome,with some introgressions of CEN156 from the B to the A subgenome.We investigated the photosynthetic characteristics of JUJUNCAO,revealing its typical C4 Kranz anatomy and high photosynthetic efficiency.NADP-ME and PEPCK appear to cooperate in the major C4 decarboxylation reaction of JUJUNCAO,which is different from other C4 photosynthetic subtypes and may contribute to its high photosynthetic efficiency and biomass yield.Taken together,our results provide insights into the highly efficient photosynthetic mechanism of JUJUNCAO and provide a valuable reference genome for future genetic and evolutionary studies,as well as genetic improvement of Cenchrus grasses. 展开更多
关键词 genome assembly allotetrapolyploid centromere architecture evolutionary trajectory photosynthetic efficiency Cenchrus grass
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Size effect enabling additive-free MXene ink with ultrahigh conductivity for screen printing of wireless electronics
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作者 Shuaishuai Chen Huaqiang Fu +7 位作者 Yunfa Si Xueyu Liu Zhe Wang Yixue Duan zixin zhang Hao Feng Xin Zhao Daping He 《Nano Research》 SCIE EI CSCD 2023年第8期11012-11017,共6页
Facile preparation of additive-free inks with both high viscosity and high conductivity is critical for scalable screen printing of wireless electronics,yet very challenging.MXene materials exhibit excellent conductiv... Facile preparation of additive-free inks with both high viscosity and high conductivity is critical for scalable screen printing of wireless electronics,yet very challenging.MXene materials exhibit excellent conductivity and hydrophilicity,showing great potential in the field of additive-free inks for screen printing.Here,we demonstrate the synthesis of additive-free two-dimensional(2D)titanium carbide MXene inks,and realize screen-printed MXene wireless electronics for the first time.The viscosity of MXene ink is solely regulated by tuning the size of MXene nanosheet without any additives,hence rendering the printed MXene film extremely high conductivity of 1.67×10^(5) S/m and fine printing resolution down to 0.05 mm on various flexible substrates.Moreover,radio frequency identification(RFID)tags fabricated using the additive-free MXene ink via screen printing exhibit stable antenna reading performance and superb flexibility.This article,thus offers a new route for the efficient,low-cost and pollution-free manufacture of printable electronics based on additive-free MXene inks. 展开更多
关键词 size effect additive-free MXene ink screen printing wireless electronics radio frequency identification(RFID)
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Scalable fabrication of graphene-assembled multifunctional electrode with efficient electrochemical detection of dopamine and glucose
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作者 Xiaodong Ji Xin Zhao +8 位作者 zixin zhang Yunfa Si Wei Qian Huaqiang Fu Zibo Chen Zhe Wang Huihui Jin Zhugen Yang Daping He 《Nano Research》 SCIE EI CSCD 2023年第5期6361-6368,共8页
Conventional glassy carbon electrodes(GCE)cannot meet the requirements of future electrodes for wider use due to low conductivity,high cost,non-portability,lack of flexibility.Therefore,cost-effective and wearable ele... Conventional glassy carbon electrodes(GCE)cannot meet the requirements of future electrodes for wider use due to low conductivity,high cost,non-portability,lack of flexibility.Therefore,cost-effective and wearable electrode enabling rapid and versatile molecule detection is becoming important,especially with the ever-increasing demand for health monitoring and point-ofcare diagnosis.Graphene is considered as an ideal electrode due to its excellent physicochemical properties.Here,we prepare graphene film with ultra-high conductivity and customize the 3-electrode system via a facile and highly controllable laser engraving approach.Benefiting from the ultra-high conductivity(5.65×10^(5)S·m^(−1)),the 3-electrode system can be used as multifunctional electrode for direct detection of dopamine(DA)and enzyme-based detection of glucose without further metal deposition.The dynamic ranges from 1–200μM to 0.5–8.0 mM were observed for DA and glucose,respectively,with a limit of detection(LOD)of 0.6μM and 0.41 mM.Overall,the excellent target detection capability caused by the ultra-high conductivity and ease modification of graphene films,together with their superb mechanical properties and ease of mass-produced,provides clear potential not only for replacing GCE for various electrochemical studies but also for the development of portable and highperformance electrochemical wearable medical devices. 展开更多
关键词 graphene film ultra-high conductivity multifunctional electrode point-of-care diagnosis wearable medical devices
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Well-structured 3D channels within GO-based membranes enable ultrafast wastewater treatment
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作者 Huaqiang Fu Zhe Wang +7 位作者 Peng Li Wei Qian zixin zhang Xin Zhao Hao Feng Zhugen Yang Zongkui Kou Daping He 《Nano Research》 SCIE EI CSCD 2023年第2期1826-1834,共9页
Graphene oxide(GO)-based membranes have been widely studied for realizing efficient wastewater treatment,due to their easily functionalizeable surfaces and tunable interlayer structures.However,the irregular structure... Graphene oxide(GO)-based membranes have been widely studied for realizing efficient wastewater treatment,due to their easily functionalizeable surfaces and tunable interlayer structures.However,the irregular structure of water channels within GO-based membrane has largely confined water permeance and prevented the simultaneously improvement of purification performance.Herein,we purposely construct the well-structured three-dimensional(3D)water channels featuring regular and negatively-charged properties in the GO/SiO_(2)composite membrane via in situ close-packing assembly of SiO_(2)nanoparticles onto GO nanosheets.Such regular 3D channels can improve the water permeance to a record-high value of 33,431.5±559.9 L·m^(−2)·h−1(LMH)bar−1,which is several-fold higher than those of current state-of-the-art GO-based membranes.We further demonstrate that benefiting from negative charges on both GO and SiO2,these negatively-charged 3D channels enable the charge selectivity well toward dye in wastewater where the rejection for positive-charged and negative-charged dye molecules is 99.6%vs.7.2%,respectively.The 3D channels can also accelerate oil/water(O/W)separation process,in which the O/W permeance and oil rejection can reach 19,589.2±1,189.7 LMH bar−1 and 98.2%,respectively.The present work unveils the positive role of well-structured 3D channels on synchronizing the remarkable improvement of both water permeance and purification performance for highly efficient wastewater treatment. 展开更多
关键词 graphene oxide membranes wastewater treatment water channels charge-selectivity
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Cohesive zone model-based analyses of localized leakage of segmentally lined tunnels
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作者 Jiachong XIE Xin HUANG +1 位作者 zixin zhang Guolong JIN 《Frontiers of Structural and Civil Engineering》 SCIE EI CSCD 2023年第4期503-521,共19页
This paper presents a novel approach for simulating the localized leakage behavior of segmentally lined tunnels based on a cohesive zone model.The proposed approach not only simulates localized leakage at the lining s... This paper presents a novel approach for simulating the localized leakage behavior of segmentally lined tunnels based on a cohesive zone model.The proposed approach not only simulates localized leakage at the lining segment,but also captures the hydromechanically coupled seepage behavior at the segmental joints.It is first verified via a tunnel drainage experiment,which reveals its merits over the existing local hydraulic conductivity method.Subsequently,a parametric study is conducted to investigate the effects of the aperture size,stratum permeability,and spatial distribution of drainage holes on the leakage behavior,stratum seepage field,and leakage-induced mechanical response of the tunnel lining.The proposed approach yields more accurate results than the classical local hydraulic conductivity method.Moreover,it is both computationally efficient and stable.Localized leakage leads to reduced local ground pressure,which further induces outward deformation near the leakage point and slight inward deformation at its diametrically opposite side.A localized stress arch spanning across the leakage point is observed,which manifests as the rotation of the principal stresses in the adjacent area.The seepage field depends on both the number and location of the leakage zones.Pseudostatic seepage zones,in which the seepage rate is significantly lower than that of the adjacent area,appear when multiple seepage zones are considered.Finally,the importance of employing the hydromechanical coupled mechanism at the segment joints is highlighted by cases of shallowly buried tunnels subjected to surface loading and pressure tunnels while considering internal water pressure. 展开更多
关键词 segmentally lined tunnel localized leakage cohesive element hydraulic behavior numerical modeling
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TBM performance prediction using LSTM-based hybrid neural network model:Case study of Baimang River tunnel project in Shenzhen,China
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作者 Qihang Xu Xin Huang +3 位作者 Baogang zhang zixin zhang Junhua Wang Shuaifeng Wang 《Underground Space》 SCIE EI CSCD 2023年第4期130-152,共23页
Accurately predicting tunnel boring machine(TBM)performance is beneficial for excavation efficiency enhancement and risk miti-gation of TBM tunneling.In this paper,we develop a long short-term memory(LSTM)based hybrid... Accurately predicting tunnel boring machine(TBM)performance is beneficial for excavation efficiency enhancement and risk miti-gation of TBM tunneling.In this paper,we develop a long short-term memory(LSTM)based hybrid intelligent model to predict two key TBM performance parameters(advance rate and cutterhead torque).The model combines the LSTM,BN,Dropout and Dense layers to process the raw data and improve the fitting quality.The features,including the ground formation properties,tunnel route cur-vature,tunnel location and TBM operational parameters,are divided into historical/real-time time-varying parameters,time-invariant parameters and historical/real-time output prediction data.The effectiveness of the proposed model is verified based on a large moni-toring database of the Baimang River Tunnel Project in Shenzhen,south China.We then discuss the influence of the prediction mode,neural network structure and time division interval length of historical data on the prediction accuracy.The significance evaluation of input features shows that the historical output prediction has the largest influence on the prediction accuracy,and the influence of ground properties is secondary.It is also found that the correlations between input features and the output prediction are coincident with their interrelationships with the ground properties and ease of TBM excavation.Finally,it is found that the prediction results are most affected by the total propulsion force followed by the rotation speed of the cutterhead.The established model can provide useful guidance for construction personnel to roughly grasp the possible TBM status from the prediction results when adjusting the operational parameters. 展开更多
关键词 TBM performance LSTM Deep learning Neural network Advance rate Cutterhead torque
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Impact of age and tumor size on the development of the Kasabach-Merritt phenomenon in patients with kaposiform hemangioendothelioma:a retrospective cohort study
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作者 Jiangyuan Zhou Yuru Lan +12 位作者 Tong Qiu Xue Gong zixin zhang Chunshui He Qiang Peng Fan Hu Xuepeng zhang Guoyan Lu Liqing Qiu Feiteng Kong Yongbo zhang Siyuan Chen Yi Ji 《Precision Clinical Medicine》 2023年第2期81-88,共8页
Introduction The Kasabach–Merritt phenomenon(KMP)is a severe complication of kaposiform hemangioendothelioma(KHE).The risk factors for KMP need further investigation.Methods The medical records of patients with KHE w... Introduction The Kasabach–Merritt phenomenon(KMP)is a severe complication of kaposiform hemangioendothelioma(KHE).The risk factors for KMP need further investigation.Methods The medical records of patients with KHE were reviewed.Univariate and multivariate logistic regression models were used for the risk factors for KMP,and the area under the receiver operator characteristic(ROC)curve was used to assess the predictive power of risk factors.Results A total of 338 patients with KHE were enrolled.The incidence of KMP was 45.9%.Age of onset(P<0.001,odds ratio[OR]0.939;95%confidence interval[CI]0.914–0.966),lesion size(P<0.001,OR 1.944;95%CI 1.646–2.296),mixed type(P=0.030,OR 2.428;95%CI 1.092–5.397),deep type(P=0.010,OR 4.006;95%CI 1.389–11.556),and mediastinal or retroperitoneal lesion location(P=0.019,OR 11.864;95%CI 1.497–94.003)were correlated with KMP occurrence through multivariate logistic regression.ROC curve analysis revealed that the optimal cutoffs were 4.75 months for the age of onset(P<0.001,OR 7.206,95%CI 4.073–12.749)and a lesion diameter of 5.35 cm(P<0.001,OR 11.817,95%CI 7.084–19.714).Bounded by a lesion size of 5.35 cm,we found significant differences in tumor morphology,age of onset,treatments,and hematological parameters.Using an onset age of 4.75 months as a cutoff,we found significant differences in tumor morphology,lesion size,hematological parameters,and prognosis.Conclusion For KHE patients with an onset age<4.75 months and/or lesion diameter>5.35 cm,clinicians should be wary of the occurrence of KMP.Active management is recommended to improve the prognosis. 展开更多
关键词 kaposiform hemangioendothelioma Kasabach-Merritt phenomenon age of onset tumor size cutoff values
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MicroTom Metabolic Network: Rewiring Tomato Metabolic Regulatory Network throughout the Growth Cycle 被引量:11
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作者 Yan Li Yang Chen +13 位作者 Lu Zhou Shengjie You Heng Deng Ya Chen Saleh Alseekh Yong Yuan Rao Fu zixin zhang Dan Su Alisdair R.Fernie Mondher Bouzayen Tao Ma Mingchun Liu Yang zhang 《Molecular Plant》 SCIE CAS CSCD 2020年第8期1203-1218,共16页
Tomato(Solanum lycopersicum)is a major horticultural crop worldwide and has emerged as a preeminent model for metabolic research.Although many research efforts have focused on the analysis of metabolite differences be... Tomato(Solanum lycopersicum)is a major horticultural crop worldwide and has emerged as a preeminent model for metabolic research.Although many research efforts have focused on the analysis of metabolite differences between varieties and species,the dynamics of metabolic changes during the tomato growth cycle and the regulatory networks that underlie these changes are poorly understood.In this study,we integrated high-resolution spatio-temporal metabolome and transcriptome data to systematically explore the metabolic landscape across 20 major tomato tissues and growth stages.In the resulting MicroTom Metabolic Network,the 540 detected metabolites and their co-expressed genes could be divided into 10 distinct clusters based on their biological functions.Using this dataset,we constructed a global map of the major metabolic changes that occur throughout the tomato growth cycle and dissected the underlying regulatory network.In addition to verifying previously well-established regulatory networks for important metabolites,we identified novel transcription factors that regulate the biosynthesis of important secondary metabolites such as steroidal glycoalkaloids and flavonoids.Our findings provide insights into spatiotemporal changes in tomato metabolism and generate a valuable resource for the study of metabolic regulatory processes in model plants. 展开更多
关键词 TOMATO METABOLOME transcriptome transcription factor CO-EXPRESSION FLAVONOIDS
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Linking environmental signals to plant metabolism:The combination of field trials and environment simulators 被引量:1
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作者 Jing zhang Xiao Yang +4 位作者 Xin zhang Li zhang zixin zhang Yang zhang Qichang Yang 《Molecular Plant》 SCIE CAS CSCD 2022年第2期213-215,共3页
Breeding crops with enhanced nutrients is one of the major goals of plant breeding.Notably,plants intensively produce various specialized plant metabolites(e.g.,phenolic compounds and ca-rotenoids)in response to diver... Breeding crops with enhanced nutrients is one of the major goals of plant breeding.Notably,plants intensively produce various specialized plant metabolites(e.g.,phenolic compounds and ca-rotenoids)in response to diverse external stimuli and changing environmental conditions,which have been reported as health-promoting compounds with various health benefits(Dong and Lin,2021).On the other hand,the varied growth environment and global climate change necessitates crops to have the qualities of good environmental adaptability(Eshed and Lippman,2019). 展开更多
关键词 CROPS METABOLISM specialized
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Overexpression of CmSOS1 confers waterlogging tolerance in Chrysanthemum 被引量:1
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作者 Lijun Wang Jiaojiao Gao +7 位作者 zixin zhang Weimiao Liu Peilei Cheng Wenting Mu Tong Su Sumei Chen Fadi Chen Jiafu Jiang 《Journal of Integrative Plant Biology》 SCIE CAS CSCD 2020年第8期1059-1064,共6页
Plants experiencing hypoxia(a shortage of oxygen)are unable to maintain aerobic respiration,which leads to an energy and carbohydrate deficit.The pervasive and rapid accumulation of ethylene is an early and reliable r... Plants experiencing hypoxia(a shortage of oxygen)are unable to maintain aerobic respiration,which leads to an energy and carbohydrate deficit.The pervasive and rapid accumulation of ethylene is an early and reliable response to hypoxic stress(Sasidharan and Voesenek 2015),producing an uptick in the accumulation of reactive oxygen species(ROS).This in turn triggers apoptosis in root cortex cells,eventually leading to the formation of lysigenous aerenchyma,a tissue from which ethylene is readily lost(Loreti et al.2016).In plants exposed to prolonged waterlogging,group VII ethylene response factors operate to activate the suite of genes required to establish anaerobic metabolism(Gibbs et al.2011);some of these genes are also modulated by ROS(Narsai et al.2011;Sasidharan and Voesenek 2015).The transcriptional activation of genes encoding group VII ethylene response factors is regulated by the hypoxia response attenuator 1(HRA1)protein(Pucciariello and Perata 2017).A link between the oxygen sensing and ROS signaling has been established involving the hypoxia‐responsive universal stress protein 1(HRU1),which interacts with the respiratory burst oxidase homolog D(RBOHD)(Gonzali et al.2015).Salinity also tends to induce ROS production(You and Chan 2015). 展开更多
关键词 METABOLISM eventually MAINTAIN
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