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Exploring deep learning for landslide mapping:A comprehensive review 被引量:1
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作者 zhi-qiang yang Wen-wen Qi +1 位作者 Chong Xu Xiao-yi Shao 《China Geology》 CAS CSCD 2024年第2期330-350,共21页
A detailed and accurate inventory map of landslides is crucial for quantitative hazard assessment and land planning.Traditional methods relying on change detection and object-oriented approaches have been criticized f... A detailed and accurate inventory map of landslides is crucial for quantitative hazard assessment and land planning.Traditional methods relying on change detection and object-oriented approaches have been criticized for their dependence on expert knowledge and subjective factors.Recent advancements in highresolution satellite imagery,coupled with the rapid development of artificial intelligence,particularly datadriven deep learning algorithms(DL)such as convolutional neural networks(CNN),have provided rich feature indicators for landslide mapping,overcoming previous limitations.In this review paper,77representative DL-based landslide detection methods applied in various environments over the past seven years were examined.This study analyzed the structures of different DL networks,discussed five main application scenarios,and assessed both the advancements and limitations of DL in geological hazard analysis.The results indicated that the increasing number of articles per year reflects growing interest in landslide mapping by artificial intelligence,with U-Net-based structures gaining prominence due to their flexibility in feature extraction and generalization.Finally,we explored the hindrances of DL in landslide hazard research based on the above research content.Challenges such as black-box operations and sample dependence persist,warranting further theoretical research and future application of DL in landslide detection. 展开更多
关键词 Landslide Mapping Quantitative hazard assessment Deep learning Artificial intelligence Neural network Big data Geological hazard survery engineering
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Identification and distribution of 13003 landslides in the northwest margin of Qinghai-Tibet Plateau based on human-computer interaction remote sensing interpretation
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作者 Wei Wang Yuan-dong Huang +8 位作者 Chong Xu Xiao-yi Shao Lei Li Li-ye Feng Hui-ran Gao Yu-long Cui Shuai Wu zhi-qiang yang Kai Ma 《China Geology》 CAS CSCD 2024年第2期171-187,共17页
The periphery of the Qinghai-Tibet Plateau is renowned for its susceptibility to landslides.However,the northwestern margin of this region,characterised by limited human activities and challenging transportation,remai... The periphery of the Qinghai-Tibet Plateau is renowned for its susceptibility to landslides.However,the northwestern margin of this region,characterised by limited human activities and challenging transportation,remains insufficiently explored concerning landslide occurrence and dispersion.With the planning and construction of the Xinjiang-Tibet Railway,a comprehensive investigation into disastrous landslides in this area is essential for effective disaster preparedness and mitigation strategies.By using the human-computer interaction interpretation approach,the authors established a landslide database encompassing 13003 landslides,collectively spanning an area of 3351.24 km^(2)(36°N-40°N,73°E-78°E).The database incorporates diverse topographical and environmental parameters,including regional elevation,slope angle,slope aspect,distance to faults,distance to roads,distance to rivers,annual precipitation,and stratum.The statistical characteristics of number and area of landslides,landslide number density(LND),and landslide area percentage(LAP)are analyzed.The authors found that a predominant concentration of landslide origins within high slope angle regions,with the highest incidence observed in intervals characterised by average slopes of 20°to 30°,maximum slope angle above 80°,along with orientations towards the north(N),northeast(NE),and southwest(SW).Additionally,elevations above 4.5 km,distance to rivers below 1 km,rainfall between 20-30 mm and 30-40 mm emerge as particularly susceptible to landslide development.The study area’s geological composition primarily comprises Mesozoic and Upper Paleozoic outcrops.Both fault and human engineering activities have different degrees of influence on landslide development.Furthermore,the significance of the landslide database,the relationship between landslide distribution and environmental factors,and the geometric and morphological characteristics of landslides are discussed.The landslide H/L ratios in the study area are mainly concentrated between 0.4 and 0.64.It means the landslides mobility in the region is relatively low,and the authors speculate that landslides in this region more possibly triggered by earthquakes or located in meizoseismal area. 展开更多
关键词 LANDSLIDES Human-computer interaction interpretation Landslide database Spatial distribution Earthquake RAINFALL Human engineering activity Qinghai-Tibet Plateau Geological hazards survey engineering
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Concomitant occurrences of pulmonary embolism and acute myocardial infarction in acute coronary syndrome patient undergoing percutaneous coronary intervention:a case report 被引量:1
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作者 zhi-qiang yang Shu-Tong DONG +9 位作者 Qiao-Yu SHAO Yu-Fei WANG Qiu-Xuan LI Zai-Qiang LIU Xiao-Teng MA Jing LIANG Dong-Mei SHI Yu-Jie ZHOU Fei GAO Zhi-Jian WANG 《Journal of Geriatric Cardiology》 SCIE CAS CSCD 2023年第12期880-885,共6页
Pulmonary embolism(PE),a form of venous thromboembolism,is a relatively frequent car-diovascular emergency,and a potentially life-threatening condition that needs prompt identification and treatment.[1]PE is often mis... Pulmonary embolism(PE),a form of venous thromboembolism,is a relatively frequent car-diovascular emergency,and a potentially life-threatening condition that needs prompt identification and treatment.[1]PE is often misdiagnosed or unrecogn-ized with many patients experiencing atypical sympt-oms.[2,3]Early diagnosis and treatment of PE are import-ant.In this case,PE was found in a 73-year-old male pa-tient with three-vessel coronary artery disease who un-derwent percutaneous coronary intervention(PCI)for concomitant acute myocardial infarction(MI). 展开更多
关键词 CORONARY EMBOLISM ACUTE
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Prognostic significance of multiple triglycerides-derived metabolic indices in patients with acute coronary syndrome 被引量:3
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作者 Qiao-Yu SHAO Xiao-Teng MA +8 位作者 zhi-qiang yang Qiu-Xuan LI Yu-Fei WANG Jing LIANG Hua SHEN Xiao-Li LIU Yu-Jie ZHOU Dong-Mei SHI Zhi-Jian WANG 《Journal of Geriatric Cardiology》 SCIE CAS CSCD 2022年第6期456-468,共13页
BACKGROUND Triglyceride(TG)and its related metabolic indices,all recognized as surrogates of insulin resistance,have been demonstrated to be relevant to clinical prognosis.However,the relative value of these TG-relate... BACKGROUND Triglyceride(TG)and its related metabolic indices,all recognized as surrogates of insulin resistance,have been demonstrated to be relevant to clinical prognosis.However,the relative value of these TG-related indices for predicting cardiovascular events among patients with acute coronary syndrome(ACS)has not been examined.METHODS The TG,the triglyceride-glucose(TyG)index,the atherogenic index of plasma,TG to high-density lipoprotein cholesterol ratio,and the lipoprotein combine index were assessed in 1694 ACS patients undergoing percutaneous coronary intervention.The primary endpoint was major adverse cardiovascular event(MACE),which was the composite of all-cause mortality,stroke,myocardial infarction,or unplanned repeat revascularization.RESULTS During a median follow-up of 31 months,345 patients(20.4%)had MACE.The risk of the MACE was increased with higher TG and the four TG-derived metabolic indices[TG-adjusted hazard ratio(HR)=1.002,95%CI:1.001-1.003;TyG index-adjusted HR=1.736,95%CI:1.398-2.156;atherogenic index of plasma-adjusted HR=2.513,95%CI:1.562-4.043;TG to high-density lipoprotein cholesterol ratio-adjusted HR=1.148,95%CI:1.048-1.258;and lipoprotein combine index-adjusted HR=1.009,95%CI:1.004-1.014;P<0.001 for all indices].TG and all the four indices significantly improved the predictive ability for MACE in addition to the baseline model.Among them,TyG index showed the best ability for predicting MACE compared with the other three indices from all the three measurements(P<0.05 for all comparison).CONCLUSIONS TG and TG-derived metabolic indices were all strongly associated with MACE among ACS patients undergoing percutaneous coronary intervention.Among all the indices,TyG index showed the best ability to predict the risk of MACE. 展开更多
关键词 PATIENTS CORONARY indices
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Association of serum complement C1q with cardiovascular outcomes among patients with acute coronary syndrome undergoing percutaneous coronary intervention
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作者 Qiu-Xuan LI Xiao-Teng MA +6 位作者 Qiao-Yu SHAO zhi-qiang yang Jing LIANG Li-Xia yang Dong-Mei SHI Yu-Jie ZHOU Zhi-Jian WANG 《Journal of Geriatric Cardiology》 SCIE CAS CSCD 2022年第12期949-959,1007-1010,共15页
OBJECTIVE To determine the association of serum complement C1q levels with cardiovascular outcomes among patients with acute coronary syndrome(ACS)undergoing percutaneous coronary intervention(PCI),and evaluate the va... OBJECTIVE To determine the association of serum complement C1q levels with cardiovascular outcomes among patients with acute coronary syndrome(ACS)undergoing percutaneous coronary intervention(PCI),and evaluate the value of C1q modified by high-sensitivity C-reactive protein(hs-CRP)levels as an independent predictor.METHODS As a single-center prospective observational study,we analyzed 1701 patients who had received primary or elective PCI for ACS at Beijing Anzhen Hospital,Capital Medical University,Beijing,China between June 1,2016 and November 30,2017.The associations of C1q modified by hs-CRP with major adverse cardiovascular events(MACE)were determined in survival analysis.RESULTS Patients with the lowest C1q tertile had the highest cumulative risk of MACE(log-rank P=0.007).In fully adjusted Cox regression models,stratifying the total population according to hs-CRP dichotomy,C1q was significantly associated with MACE in patients with hs-CRP levels less than 2 mg/L but not in those with 2 mg/L or more(P_(interaction)=0.02).In patients with hs-CRP levels less than 2 mg/L,with the lowest C1q tertile as reference,the risk of MACE was reduced by 40.0%in the middle C1q tertile[hazard ratio(HR)=0.600,95%CI:0.423–0.852,P=0.004]and by 43.9%in the highest C1q tertile(HR=0.561,95%CI:0.375–0.840,P=0.005).CONCLUSIONS Serum complement C1q is significantly associated with cardiovascular outcomes in patients with ACS undergoing PCI,only when hs-CRP levels are less than 2 mg/L.This finding implicates the usefulness of C1q for the risk stratification in ACS patients with reduced systemic inflammation. 展开更多
关键词 C1Q PATIENTS CORONARY
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Hot Deformation Behavior of SA508GR.4N Steel for Nuclear Reactor Pressure Vessels 被引量:3
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作者 Ning LIU Zheng-dong LIU +2 位作者 Xi-kou HE zhi-qiang yang Long-teng MA 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2016年第12期1342-1348,共7页
A hot compression experiment (1073 1473 K, strain rates of 0. 001-10 s -1 ) of SAS08GR. 4N low alloy steel was performed using a Gleeble-3800 thermal-mechanical simulator, and the hot deformation behavior of the ste... A hot compression experiment (1073 1473 K, strain rates of 0. 001-10 s -1 ) of SAS08GR. 4N low alloy steel was performed using a Gleeble-3800 thermal-mechanical simulator, and the hot deformation behavior of the steel was investigated by analyzing both the true stress true strain curves and its microstructures. The thermal de formation equation and hot deformation activation energy (Q) of SA508GR. 4N steel were obtained by regression with a classic hyperbolic sine function. The hot processing map of SAS08GR. 4N steel was also established. An empirical equation for the stress peak was described for practical applications. The SA508GR. 4N steel showed a critical Zener-Hollomon parameter (lnZc) for dynamic recrystallization (DRX) of 37.44, below which full DRX may occur. The sensitivity of the SA508GR. 4N steel increased linearly with test temperature, such that higher temperatures led to enhanced workability. 展开更多
关键词 SA508GR. 4N steel dynamic recrystallization hot deformation equation hot processing map ZenerHollomon parameter
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Constitutive modeling and critical strain of dynamic recrystallization in SA508Gr.4N steel for advanced pressure vessel materials 被引量:1
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作者 zhi-qiang yang Zheng-dong Liu +2 位作者 Xi-kou He Shi-bin Qiao Chang-sheng Xie 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2018年第11期1189-1197,共9页
Using a Gleeble-1500D thermal-mechanical simulator,the hot-deformation behavior and critical strain in the dynamic recrystallization of SA508Gr.4N steel were investigated by compression tests from 1050 to 1250℃ with ... Using a Gleeble-1500D thermal-mechanical simulator,the hot-deformation behavior and critical strain in the dynamic recrystallization of SA508Gr.4N steel were investigated by compression tests from 1050 to 1250℃ with strain rates from 0.001 to 0.1 s^-1.Stress-strain curves were fitted by a nonlinear fitting method.Based on these tests,the flow stress constitutive equations of the work-hardening dynamical recovery period and dynamical recrystallization period Were established for SA508Gr.4N steel.The stress-strain curves of SA508Gr.4N steel predicted by the established models are in a good agreement with the experimental ones.Curves of ln θ -ε and --(a)(lnθ)/(a)ε-ε (where θ is the work-hardening rate and ε is true strain)were plotted from experimental data.A critical strain (εc)and a peak strain (εp)of dynamic recrystallization were obtained and exhibited a linear relationship,i.e.,εc =0.386εp.The predicted model of εc could be described by the equation of εc=1.604×10^-3Z^0.127. 展开更多
关键词 SA508Gr.4N STEEL HOT deformation CONSTITUTIVE modeling CRITICAL strain Dynamic RECRYSTALLIZATION
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Effect of Mn content on microstructure, tensile and impact properties of SA508Gr.4N steel for reactor pressure vessel 被引量:1
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作者 Xi-kou He zhi-qiang yang +2 位作者 Zhen Wang Shi-bin Qiao Zheng-dong Liu 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2020年第4期461-470,共10页
The effect of manganese(Mn)on the microstructure,tensile and impact properties of SA508Gr.4N steel has been experimentally investigated.The influence of Mn content on the substructure of SA508Gr.4N steel was investiga... The effect of manganese(Mn)on the microstructure,tensile and impact properties of SA508Gr.4N steel has been experimentally investigated.The influence of Mn content on the substructure of SA508Gr.4N steel was investigated using the scanning electron microscope,electron back-scattered diffractometer and transmission electron microscope.It was found that the increased Mn content had a beneficial effect on both strength and toughness.Examination of microstructure revealed smaller size of block and larger number of high-angle grain boundaries with higher Mn content.The change of the ultimate tensile strength and toughness with increasing Mn content was attributed to the increased hardenability,the number of high-angle grain boundaries and the crack propagation path by the block refining. 展开更多
关键词 Mn element SA508Gr.4N steel MICROSTRUCTURE Charpy impact toughness SUBSTRUCTURE
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