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High-Precision and Ultraspeed Monitoring of Melt-Pool Morphology in Laser-Directed Energy Deposition Using Deep Learning
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作者 Jiayu Yang Guan liu +4 位作者 Wei Zhu Yingjie Zhang Wenbin Zhou defu liu Yongcheng Lin 《Additive Manufacturing Frontiers》 2025年第2期81-89,共9页
Laser-directed energy deposition(L-DED)is an advanced additive manufacturing technology primarily adopted in metal three-dimensional printing systems.The L-DED process is characterized by various defects,thus necessit... Laser-directed energy deposition(L-DED)is an advanced additive manufacturing technology primarily adopted in metal three-dimensional printing systems.The L-DED process is characterized by various defects,thus necessitating the extensive use of in-situ monitoring to enable real-time adjustments of process parameters by detecting molten-pool features.To address the challenge of accurately extracting the molten-pool morphology from an undetached spatter,an innovative monitoring method based on the U-Net(U-shaped network)is proposed herein.A lightweight architecture accelerates the processing speed,whereas an enhanced loss function incorporating weight maps augments the segmentation precision.The model performance is evaluated by comparing its segmentation accuracy and processing speed with those of the conventional U-Net,using the mean intersection over union(MIoU)as the segmentation metric.The improved model demonstrates superior segmentation accuracy at the interface between the molten pool and spatter,with a peak MIoU of 0.9798 achieved on the test set.Furthermore,this model processes each image in an extremely short time of 17.9 ms.Using this segmentation algorithm,the error in extracting the molten-pool width from single-track experiments is within 0.1 mm.The proposed method for monitoring the molten-pool morphology is suitable for deployment in online monitoring systems,thus providing a foundation for subsequent process-parameter regulation. 展开更多
关键词 Laser-directed energy deposition Molten-pool morphology Semantic segmentation Mean intersection over union(MIoU)
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Diel and seasonal variation of methane and carbon dioxide fluxes at Site Guojiaba, the Three Gorges Reservoir 被引量:26
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作者 Shangbin Xiao Yuchun Wang +3 位作者 defu liu Zhengjian Yang Dan Lei Cheng Zhang 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2013年第10期2065-2071,共7页
In order to investigate the CH4 and CO2 fluxes across the water-gas interface and identify their controlling factors, four diel field campaigns and one monthly sampling campaign during June 2010-May 2011 were carried ... In order to investigate the CH4 and CO2 fluxes across the water-gas interface and identify their controlling factors, four diel field campaigns and one monthly sampling campaign during June 2010-May 2011 were carried out at a site near the Three Gorges Dam, China. The averaged CH4 and CO2 fluxes across the air-water interface from the site were much less than those reported from reservoirs in tropic and temperate regions, and from the natural river channels of the Yangtze River. CH4 Fluxes at the site were very low compared to most other reservoirs or natural lakes. One of the most important reasons may be due to the oxidation of CH4 in the water column owing to the great water depth and high DO in water in the Three Gorges Reservoir. The averaged monthly CH4 and CO2 fluxes at the site during the observation year were 0.05 mg/(m^2·hr) and 104.43 mg/(m^2·hr) respectively with the maximum occurred in July 2010. The monthly CO2 fluxes during the observation year were positively correlated to the surface water temperature, and negatively correlated to the air pressure and the surface water pH. The CO2 flux showed a positive correlation with DOC to some extent, although not significantly, which indicated that allochthonous organic C was a major source of CO2 and biogeochemical processes in this reservoir were C-limited. The significantly positive correlation between the reservoir outflow and the seasonal gas flux indicate the disturbance condition of the water body dominated the seasonal gas emission. 展开更多
关键词 diel flux seasonal flux methane and carbon dioxide emission the Three Gorges Reservoir methane oxidation environmental factors reservoir outflow
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Study on Phosphorus Characteristics in Sediments of Xiangxi Bay, China Three-Gorge Reservoir 被引量:6
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作者 Huajun Luo defu liu Yingping Huang 《Journal of Environmental Protection》 2015年第4期281-289,共9页
To explore the environment influence of the sediments in Xiangxi Bay (China Three-Gorge Reservoir), spatial and temporal distribution characteristics of total phosphorus (TP), phosphorus fractions, dissolved total pho... To explore the environment influence of the sediments in Xiangxi Bay (China Three-Gorge Reservoir), spatial and temporal distribution characteristics of total phosphorus (TP), phosphorus fractions, dissolved total phosphorus (DTP) of pore water and overlying water in the sediments were investigated. In surveys, the sampling was undertaken from six sites of Xiangxi Bay on 29 March 2009 and 28 March 2010. TP contents ranged from 1111.29 mg/kg to 1941.29 mg/kg with the mean value of 1533.09 mg/kg in 2009 spring and 1600.48 mg/kg in 2010 spring. Five fractions of sedimentary phosphorus, including loosely sorbed phosphorus (NH4Cl-P), redox-sensitive phosphorus (BD-P), metal oxide bound phosphorus (NaOH-P), calcium bound phosphorus (HCl-P), and residual phosphorus (Res-P), were separately quantified. DTP of pore water and overlying water all have positive correlations with NH4Cl-P and BD-P, which indicated that NH4Cl-P and BD-P were the main fractions that can easily release phosphorus in the sediments of Xiangxi Bay. 展开更多
关键词 PHOSPHORUS CHARACTERISTICS FRACTIONS SEDIMENTS Xiangxi BAY
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Cr(Ⅲ) removal from simulated solution using hydrous magnesium oxide coated fly ash: Optimization by response surface methodology (RSM) 被引量:1
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作者 Min Xia Chunsong Ye +2 位作者 Kewu Pi defu liu Andrea R. Gerson 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2018年第5期1192-1199,共8页
Hydrous magnesium oxide coated fly ash (MFA) has environmental remediation potential by providing a sub- strate for the adsorption of aqueous Cr(Ⅲ). Aqueous Cr(Ⅲ) adsorption onto MFA was examined as a function... Hydrous magnesium oxide coated fly ash (MFA) has environmental remediation potential by providing a sub- strate for the adsorption of aqueous Cr(Ⅲ). Aqueous Cr(Ⅲ) adsorption onto MFA was examined as a function of MFA dosage, pH and initial Cr(Ⅲ) concentration with the Box-Behnken approach used for experimental design and optimization using response surface methodology (RSM). pH and dosage (dosage and concentration) have significant interactive effects on Cr(Ⅲ) adsorption efficiency. Analysis of variance shows that the response surface quadratic model is highly significant and can effectively predict the experimental outcomes. Cr(Ⅲ) removal effi- ciency of 98% was obtained using optimized conditions of MFA dosage, pH and initial Cr(Ⅲ) concentration of 1,5 7 g. L- 1, 4.11 and 126 mg. L- 1, respectively. Cr(Ⅲ) adsorption onto MFA is mainly attributed to the interaction between Or(Ⅲ) and the functional group --OH of the hydrous magnesium oxide, in all probability caused by chemisorptions. The results of this study can conduce to reveal the interactions between Cr(Ⅲ) pollutant and MFA characteristics, posing important implications for the cost-effective alternative adsorption technology in the treatment of heavy metal containing wastewater. 展开更多
关键词 Hydrous magnesium oxide Fly ash Cr(Ⅲ) removal OPTIMIZATION Response surface methodology (RSM)
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Typhoon/Hurricane/Tropical Cyclone Disasters: Prediction, Prevention and Mitigation 被引量:1
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作者 defu liu Fengqing Wang 《Journal of Geoscience and Environment Protection》 2019年第5期26-36,共11页
Since 1972 Rita typhoon attacked on Dalian Port and induced severe catastrophe, we were studied on statistical prediction model of typhoon induced wave height and wind speed. With an increasing tendency of the natural... Since 1972 Rita typhoon attacked on Dalian Port and induced severe catastrophe, we were studied on statistical prediction model of typhoon induced wave height and wind speed. With an increasing tendency of the natural hazards frequency and intensity, risk assessment of some design codes for coastal defence infrastructures should be of paramount importance influencing the economic development and a lot of lifes in China. Comparison between existing extreme statistical model like Gumbel, Weibull, P-III distribution or Probable Maximum Typhoon/Hurricane (PMT/PMH), Design Basis Flood (DBF) with our 1975-1980 proposed (CEVD) model showed that all the planned, designed and constructed coastal infrastructures accepted the traditional safety regulations are menaced by possibility of future ty-phoon/hurricane disasters and cannot satisfy the safety requirements with the increasing tendency of the extreme natural hazards. Our first publication in US (J. of Waterway Port Coastal & Ocean Eng. ASCE, 1980, ww4) proposed an new model “Compound Extreme Value Distribution” used for China sea, after then the model was used in “Long term Distribution of Hurricane Characteristics” for Gulf of Mexico & Atlantic coasts, U.S. (OTC.1982). 2005 hurricane Katrina, Rita and 2012 hurricane Sandy induced disasters proved 1982 CEVD and CEVD has been developed into Multivariate Compound Extreme Value Distribution (MCEVD). 2006 MCEVD predicted extreme hazards in New Orleans, Gulf of Mexico and Philadelphia areas. 2013 typhoon Fitow induced disaster in China also proved MCEVD 2006 predicted results. 展开更多
关键词 Typhoon/Hurricane Disasters: PROBABILITY PREDICTION Model Design Code Calibration Joint PROBABILITY Safety ASSESSMENT Compound and Multivariate Extreme Value Distribution Risk ASSESSMENT for Coastal Offshore and NPP Defense INFRASTRUCTURES
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Joint Probability Prediction Model of Rainfall Triggered Landslides and Debris Flows 被引量:1
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作者 Guilin liu defu liu +2 位作者 Tianfu Li Fengqing Wang Tao Zou 《Open Journal of Geology》 2012年第2期103-110,共8页
The rainfall induced landslides and debris flows are the major disasters in China, as well in Europe, South America, Japan and Australia. This paper proposes a new type of joint probability prediction model—Double La... The rainfall induced landslides and debris flows are the major disasters in China, as well in Europe, South America, Japan and Australia. This paper proposes a new type of joint probability prediction model—Double Layer Nested Multivariate Compound Extreme Value Distribution (DLNMCEVD) to predict landslides and debris flows triggered by rainfall. The outer layer of DLNMCEVD is predicting the joint probabilities of different combinations for rainfall characteristics, air temperature and humidity, which should be considered as external load factors with geological and geotechnical characteristics as resistance factors for reliability analysis of slope stability in the inner layer of model. For the reliability and consequence analysis of rainfall-induced slope failure, the Global Uncertainty Analysis and Global Sensitivity Analysis (GUA & GSA) should be taken into account for input-output iterations. Finally, based on the statistics prediction by DLNMCEVD, the geological hazards prevention alarm and regionalization can be provided in this paper. 展开更多
关键词 PREDICTION RAINFALL LANDSLIDES and Debris Flows DLNMCEVD GUA & GSA
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Discussion on IAEA and China Safety Regulation for NPP Coastal Defense Infrastructures against Typhoon/Hurricane Attacks 被引量:1
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作者 Guilin liu Huajun Li +2 位作者 defu liu Fengqing Wang Tao Zou 《World Journal of Nuclear Science and Technology》 2012年第3期114-123,共10页
The World Meteorological Organization estimates that about 90 percent of all natural disasters is extreme meteorological hazards like typhoon/hurricane and tropical cyclone triggered disasters. With the increasing ten... The World Meteorological Organization estimates that about 90 percent of all natural disasters is extreme meteorological hazards like typhoon/hurricane and tropical cyclone triggered disasters. With the increasing tendency of natural hazards, the typhoon induced surge, wave, precipitation, flood and wind as extreme external loads menacing Nuclear Power Plants (NPP) in coastal and inland provinces of China. For all of the planned, designed and constructed NPP in China the National Nuclear Safety Administration of China and IAEA recommended Probable Maximum Hurricane/ Typhoon/(PMH/T), Probable Maximum Storm Surge (PMSS), Probable Maximum Flood (PMF), Design Basis Flood (DBF) as safety regulations recommended for NPP defense infrastructures. This paper discusses the joint probability analysis of simultaneous occurrence typhoon induced extreme external hazards and compared with IAEA 2003-2011 recommended safety regulations for some NPP along China coast to make safety assessment based on the “As Low As Reasonable Practice” (ALARP) principle. 展开更多
关键词 IAEA Safety Regulation Typhoon/Hurricane ATTACKS Design Basis FLOOD MULTIVARIATE Compound Extreme Value Distribution Risk Assessment ALARP
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Influence Factors Analysis to Chlorophyll a of Spring Algal Bloom in Xiangxi Bay of Three Gorges Reservoir
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作者 Huajun LUO defu liu +2 位作者 Daobin JI Yuling HUANG Yingping HUANG 《Journal of Water Resource and Protection》 2009年第3期188-194,共7页
To study the relationship between environmental variables and chlorophyll a of spring algal bloom in Xiangxi Bay of Three Gorges Reservoir, stepwise multiple binomial regression and grey relative analysis methods were... To study the relationship between environmental variables and chlorophyll a of spring algal bloom in Xiangxi Bay of Three Gorges Reservoir, stepwise multiple binomial regression and grey relative analysis methods were adopted. In surveys, 13 stations have been investigated and 143 samples were collected weekly from March 4 to May 13 in 2007. The study shows environmental variables (turbidity, total nitrogen, dissolved oxygen, total phosphates and silicate) are key factors during algal bloom. The grey relative values and their permutation indicated that turbidity was the most important factor and had comprehensive effect on chlorophyll a. The more number of interactive variables is found to be an indication of biochemical activity during spring algal bloom in Xiangxi Bay such as DO×TN, Turb×TP and so on. There was good linear relationship between chlorophyll a and the interaction of DO with TN ( , ).The interac-tion of nutrients (TP×TN, TP×SiO4, TN×SiO4) had significant influence to chlorophyll a and probably determined the inter-specific competition at different nutrient concentrations. 展开更多
关键词 STEPWISE Multiple BINOMIAL Regression Grey Relative Analysis CHLOROPHYLL a Environment Variables ALGAL BLOOM Xiangxi BAY
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Poisson-Gumbel Mixed Compound Distribution and its application 被引量:18
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作者 defu liu Shuqin Wen Liping Wang 《Chinese Science Bulletin》 SCIE EI CAS 2002年第22期1901-1906,共6页
With the development of offshore engineering, the joint probability study for extreme sea environments has been a subject of increasing interest for both mathematicians and engineers. However, the conventional multiva... With the development of offshore engineering, the joint probability study for extreme sea environments has been a subject of increasing interest for both mathematicians and engineers. However, the conventional multivariate probability distribution models do not describe the distribution of the occurrences of extreme sea states induced by typhoon, hurricane or winter storm, and thus fail to reflect the probability characteristics of sea environments in all the aspects. Extreme sea environments are typically to be found in storms like typhoon, and the occurrences of such storms in certain sea areas, varying from year to year, may be fitted to a discrete distribution. By compounding the discrete distribution with a bivariate continuous distribution of two extreme sea environments, a new kind of distribution-Bivariate Compound Extreme Value Distribution (BCEVD) is obtained in this note. This study proposes Poisson-Gum-bel Mixed Compound Distribution, one of the particular forms of BCEVD, and gives an 展开更多
关键词 Compound EXTREME Distribution joint PROBABILITY EXTREME sea state TYPHOON design CRITERIA wave HEIGHT and wind velocity.
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Erysipeloid and Erysipelothrix rhusiopathiae Bacteremia Secondary to a Crab Stab Wound:A Case Report and Literature Review 被引量:1
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作者 Chaowen Deng Xin Li +3 位作者 defu liu Linlin Sun Haiyan Ye Fanfan Xing 《Infectious Microbes & Diseases》 CSCD 2023年第4期195-197,共3页
Erysipelothrix rhusiopathiae is a facultative anaerobic,nonmotile,nonspore-forming,gram-positive bacillus.It is a zoonotic pathogen that rarely infects humans but causes swine erysipelas.The disease caused by E.rhusio... Erysipelothrix rhusiopathiae is a facultative anaerobic,nonmotile,nonspore-forming,gram-positive bacillus.It is a zoonotic pathogen that rarely infects humans but causes swine erysipelas.The disease caused by E.rhusiopathiae canmanifest in the following threemain forms:erysipeloid,diffuse cutaneous infections,and bacteremia with or without endocarditis.In this article,we present the case study of a healthy Chinese man who developed erysipeloid and an E.rhusiopathiae bloodstream infection after being stabbed by a crab.Additionally,we conducted a thorough review of the available literature on E.rhusiopathiae bacteremia within the past two decades and provided a summary of the key findings.Early diagnosis and proper treatment are crucial in mitigating recurrence risk and avoiding sepsis.Understanding the risk factors for death from E.rhusiopathiae bacteremia is essential,and appropriate personal protective equipment should be used to prevent occupational exposure to this bacterium. 展开更多
关键词 Erysipelothrix rhusiopathiae erysipeloid bloodstream infection ENDOCARDITIS
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