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Study on the role of copper converter slag in simultaneously removing SO_(2)and NO_(x)using KMnO_(4)/copper converter slag slurry 被引量:3
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作者 Jiacheng Bao Kai Li +4 位作者 Ping Ning Chi Wang Xin Song Yansu Luo Xin Sun 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2021年第10期33-43,共11页
To achieve"waste controlled by waste",a novel wet process using KMnO_(4)/copper converter slag slurry for simultaneously removing SO_(2)and NO_(x)from acid-making tail gas was proposed.Through the solid-liqu... To achieve"waste controlled by waste",a novel wet process using KMnO_(4)/copper converter slag slurry for simultaneously removing SO_(2)and NO_(x)from acid-making tail gas was proposed.Through the solid-liquid separation for copper slag slurry,the liquid-phase part has a critical influence on removing NO_(x)and SO_(2).Also,the leached metal ions played a crucial role in the absorption of SO_(2)and NO_(x).Subsequently,the effects of single/multi-metal ions on NO_(x)removal was investigated.The results showed that the leached metal from copper converter slag(Al^(3+),Cu^((2+),and Mg^((2+))and KMnO_(4)had a synergistic effect on NO_(x)removal,thereby improving the NO_(x)removal efficiency.Whereas Fe^(2+) had an inhibitory effect on the NO_(x)removal owing to the reaction between Fe^(2+) and KMnO_(4),thereby consuming the KMnO_(4).Besides,SO_(2)was converted to SO_(4)^(2-) completely partly due to the liquid catalytic oxidation by metal ions.The XRD and XPS results indicated that the Fe(Ⅱ)species(Fe_(2)SiO_(4),Fe_(3)O_(4))in copper slag can react with H+ions with the generation of Fe^(2+),and further consumed the KMnO_(4),thereby resulting in a decrease in the NO_(x)removal.The characterization of the slags and solutions before and after reaction led us to propose the possible mechanisms.The role of copper slag is as follows:(1)the alkaline substances in copper slag can absorb SO_(2)and NO_(2)by KMnO_(4)oxidation.(2)copper slag may function as a catalyst to accelerate SO_(2)conversion and improve NO_(x)removal by synergistic effect between leached metal ions and KMnO_(4). 展开更多
关键词 Copper slag slurry Metal ions DESULFURIZATION DENITRIFICATION Reaction mechanism
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Preparation and characterization of La_(0.9)Sr_(0.1)Ga_(0.8)Mg_(0.2)O_(3-δ) thin film deposited by radio frequency magnetic sputtering 被引量:1
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作者 阳建君 马文会 +3 位作者 于洁 陈秀华 邢洁 李 蕊 《Journal of Rare Earths》 SCIE EI CAS CSCD 2013年第6期582-588,共7页
La0.9Sr0.1Ga0.8Mg0.2O3–? (LSGM) electrolyte materials were synthesized by the solid state reaction method. The conductivity of LSGM materials was detected by four probe method, and it was 0.08 S/cm at 850 oC. Dens... La0.9Sr0.1Ga0.8Mg0.2O3–? (LSGM) electrolyte materials were synthesized by the solid state reaction method. The conductivity of LSGM materials was detected by four probe method, and it was 0.08 S/cm at 850 oC. Dense and uniform films of LSGM materials were deposited by the magnetic sputtering on substrates of Si and La0.7Sr0.3Cr0.5Mn0.5O3–? (LSCM). The experimental results showed that the deposition rates dropped and the average grain sizes of the films enlarged with increase in the substrate temperatures. In the sputtering process, the LSGM film was deposited with preferred growth direction. After annealing, the preferred growth direction disappeared and the film surface became smoother and denser. Through observing the deposition process, deposition mechanism was proposed, which was consistent with a model of island growth. 展开更多
关键词 solid state reaction magnetic sputtering ANNEALING island growth rare earths
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Optimizing trade-offs between light transmittance and intraspecific competition under varying crop layouts in a maize-soybean strip relay cropping system 被引量:2
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作者 Liang Feng Kai Shi +8 位作者 Xin Liu Huan Yang Tian Pu Yushan Wu Taiwen Yong Feng Yang Xiaochun Wang Kees Jan van Groenigen Wenyu Yang 《The Crop Journal》 SCIE CSCD 2024年第6期1780-1790,共11页
Light is one of the most important environmental factors for plant growth and development.In relay cropping systems,crop layouts influence light distribution,affecting light use efficiency(LUE).However,the response of... Light is one of the most important environmental factors for plant growth and development.In relay cropping systems,crop layouts influence light distribution,affecting light use efficiency(LUE).However,the response of light interception,light conversion,and LUE for relay maize and relay soybean to different crop layouts remains unclear.We aimed to quantify the effect of crop layout on intraspecific and interspecific competition,light interception,light conversion,LUE,and land productivity between relay maize and relay soybean.We conducted a field experiment for four consecutive years from 2017 to 2020 in Sichuan province,China,comparing different crop layouts(bandwidth 2.0 m,row ratio 2:2;bandwidth 2.4 m,row ratio 2:3;bandwidth 2.8 m,row ratio 2:4),with sole maize and sole soybean as controls.The results showed that relay maize in the 2.0 m bandwidth layout had the largest leaf area index and plant biomass,the lowest intraspecific competitive intensity and the highest aggressiveness.Compared to a bandwidth of 2.0 m,a bandwidth of 2.8 m significantly decreased relay maize leaf area index by 11%and plant biomass by 24%,while a 2.4 m bandwidth caused roughly half these reductions.The 2.0 m bandwidth layout also significantly improved crop light interception and LUE compared to sole maize.The light interception,light interception rate,light conversion rate and LUE in relay maize all decreased significantly with increasing bandwidth,but they increased in relay soybean.The increased light transmittance to the lower and middle canopy with increasing bandwidth did not compensate for the loss of relay maize yield caused by increased intraspecific competition.However,it enhanced the yield of relay soybeans.Increasing the bandwidth by 80 cm increased the relay maize intraspecific competition by 580%,and reduced maize yield by 33%,light interception by 12%,and LUE by 18%.In contrast,the relay soybean intraspecific competition was reduced by 64%,and the soybean yield was increased by 26%,light interception by 32%and LUE by 46%.Relay cropping systems with a 2.0 m bandwidth optimize the trade-off between light transmittance and intraspecific competition of relay crops.These systems achieve the highest LUE,group yield and economic benefits,making them a recommended crop layout for the southwest regions of China.Our study offers valuable insights for developing strip relay cropping systems that maximize light utilization and contributes to the theoretical understanding of efficient sunlight use in relay cropping practices. 展开更多
关键词 Crop layout Relay cropping MAIZE Intraspecific-interspecific relationships Land productivity
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Fabrication and Characterization of CTS/Coconut Composite Membranes Crosslinked with Glutaraldehyde for Elimination of Heavy Metal in Aqueous Solution
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作者 Truong Thi Cam Trang Nguyen Quang Huy Takaomi Kobayashi 《Journal of Agricultural Chemistry and Environment》 2019年第2期69-77,共9页
Chitosan/coconut (CTS/coconut) composite membranes were successfully prepared by the cross-linking reaction with glutaraldehyde and they were applied in eliminating heavy metals from aqueous solutions. The cross-linke... Chitosan/coconut (CTS/coconut) composite membranes were successfully prepared by the cross-linking reaction with glutaraldehyde and they were applied in eliminating heavy metals from aqueous solutions. The cross-linked membranes were obtained at the ratios of 1/1, 1/1.5 and 1/2 and the coconut fiber was chemically treated by NaOCl/NaOH. The best ratio of CTS/coconut fiber is found to be 1/1.5 which has a relatively high stability with the degree of swelling (DS) and solvent content (SC) of membrane to be 13.33% and 69.88%, respectively. The results also indicate that the CTS membranes showed preferential separation of heavy metals for blend CTS/coconut membranes. 展开更多
关键词 CRAB Shell Membrane Technology CHITOSAN COCONUT Fiber Heavy Metal
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Sustainable,Wearable,and Eco-Friendly Electronic Textiles
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作者 Marzia Dulal Harsh Rajesh Mansukhlal Modha +6 位作者 Jingqi Liu Md Rashedul Islam Chris Carr Tawfique Hasan Robin Michael Statham Thorn Shaila Afroj Nazmul Karim 《Energy & Environmental Materials》 2025年第3期303-316,共14页
Wearable electronic textiles(e-textiles)with embedded electronics offer promising solutions for unobtrusive,real-time health monitoring,enhancing healthcare efficiency.However,their adoption is limited by performance ... Wearable electronic textiles(e-textiles)with embedded electronics offer promising solutions for unobtrusive,real-time health monitoring,enhancing healthcare efficiency.However,their adoption is limited by performance and sustainability challenges in materials,manufacturing,and recycling.This study introduces a sustainable paradigm for the fabrication of fully inkjet-printed Smart,Wearable,and Eco-friendly Electronic Textiles(SWEET)with the first comprehensive assessments of the biodegradability and life cycle assessment(LCA).SWEET addresses existing limitations,enabling concurrent and continuous monitoring of human physiology,including skin surface temperature(at temperature coefficient of resistance,TCR value of~-4.4%℃^(-1))and heart rate(-74 beats per minute,bpm)separately and simultaneously like the industry gold standard,using consistent,versatile,and highly efficient inkjet-printed graphene and Poly(3,4-ethylenedioxythiophene):poly(styrene sulfonate)(PEDOT:PSS)-based wearable e-textiles.Demonstrations with a wearable garment on five human participants confirm the system’s capability to monitor their electrocardiogram(ECG)signals and skin temperature.Such sustainable and biodegradable e-textiles decompose by-48%in weight and lost-98%strength over 4months.Life cycle assessment(LCA)reveals that the graphene-based electrode has the lowest climate change impact of-0.037 kg CO_(2) eq,40 times lower than reference electrodes.This approach addresses material and manufacturing challenges,while aligning with environmental responsibility,marking a significant leap forward in sustainable e-textile technology for personalized healthcare management. 展开更多
关键词 e-textiles graphene smart textiles SUSTAINABILITY wearable electronics
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Novel cable-like tin@carbon whiskers derived from the Ti_(2)SnC MAX phase for ultra-wideband electromagnetic wave absorption 被引量:1
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作者 Feiyue Hu Pei Ding +7 位作者 Fushuo Wu Peigen Zhang Wei Zheng Wenwen Sun Rui Zhang Longzhu Cai Bingbing Fan ZhengMing Sun 《Carbon Energy》 CSCD 2024年第12期1-13,共13页
One-dimensional(1D)metals are well known for their exceptional conductivity and their ease of formation of interconnected networks that facilitate electron migration,making them promising candidates for electromagneti... One-dimensional(1D)metals are well known for their exceptional conductivity and their ease of formation of interconnected networks that facilitate electron migration,making them promising candidates for electromagnetic(EM)attenuation.However,the impedance mismatch from high conductivity and their singular mode of energy loss hinder effective EM wave dissipation.Construction of cable structures not only optimizes impedance matching but also introduces a multitude of heterojunctions,increasing attenuation modes and potentially enhancing EM wave absorption(EMA)performance.Herein,we showcase the scalable synthesis of tin(Sn)whiskers from a Ti_(2)SnC MAX phase precursor,followed by creation of a 1D tin@carbon(Sn@C)cable structure through polymerization of PDA on their surface and annealing in argon.The EMA capabilities of Sn@C significantly surpass those of uncoated Sn whiskers,with an effective absorption bandwidth reaching 7.4 GHz.Remarkably,its maximum radar cross section reduction value of 27.85 dBm2 indicates its exceptional stealth capabilities.The enhanced EMA performance is first attributed to optimized impedance matching,and furthermore,the Sn@C cable structures have rich SnO2/C and Sn/SnO2 heterointerfaces and the associated defects,which increase interfacial and defect-induced polarization losses,as visually demonstrated by off-axis electron holography.The development of the Sn@C cable structure represents a notable advancement in broadening the scope of materials with potential applications in stealth technology,and this study also contributes to the understanding of how heterojunctions can improve EMA performance. 展开更多
关键词 cable structure electromagnetic wave absorption interfacial polarization Sn whiskers Sn@C
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老挝旅游业与客源市场空间分异特征及其影响因素研究
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作者 Vongthana Sengaloun 孙燕 杨永春 《甘肃科技》 2019年第24期63-69,62,共8页
研究老挝旅游业和客源市场的空间特征有利于区域旅游资源的优化和生产要素的空间布局调整,也能有效调节区域之间的“竟合”关系。老挝省级尺度的旅游业的研究在国家、县级尺度上具有承上启下的作用,运用GIS空间分析技术、定量分析法以... 研究老挝旅游业和客源市场的空间特征有利于区域旅游资源的优化和生产要素的空间布局调整,也能有效调节区域之间的“竟合”关系。老挝省级尺度的旅游业的研究在国家、县级尺度上具有承上启下的作用,运用GIS空间分析技术、定量分析法以及对比研究法来探讨老挝省级尺度的旅游资源、旅游服务设施、客源市场空间分异特征及其影响因素,结果表明:(1)老挝的旅游资源主要分布在上寮和中寮,而下寮的旅游资源较为匮乏,老挝的旅游资源呈现核心-边缘结构的空间特征,老挝的历史旅游资源所占权重最大,而自然旅游资源的权重最小,⑵老挝旅游服务设施在空间上具有异质性,中寮地区的酒店、宾馆、娱乐设施最多,上寮地区的饭店最多,老挝旅行社和旅行社分支机构主要分布在上寮地区的琅勃拉邦省和波乔省;中寮地区的首都万象;下寮地区的占巴塞,而其他省的旅行社和旅行社分支机构基本很少甚至没有相关的旅行社和旅行社分支机构。⑶在客源市场方面。老挝国内、国际旅游人口在空间上呈现离散分布特征以及集聚与分散相结合的分布形式。⑷影响老挝国际旅游人口的直接因素是酒店,而影响老挝国内民众进行旅游的直接因素是宾馆(度假村)。该研究结论可为老挝相关政府和管理部门提供的旅游发展方面的建议。 展开更多
关键词 旅游业 客源市场 省级尺度 GIS空间分析法 影响因素 老挝
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Online Transient Stability Assessment Implementing the Weighted Least-square Support Vector Machine with the Consideration of Protection Relays
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作者 Amir Hossein Poursaeed Farhad Namdari 《Protection and Control of Modern Power Systems》 2025年第1期1-17,共17页
Weighted least-square support vector machine(WLS-SVM)is proposed in this research as a real-time transient stability evaluation method using the synchrophasor measurement received from phasor measurement units(PMUs).T... Weighted least-square support vector machine(WLS-SVM)is proposed in this research as a real-time transient stability evaluation method using the synchrophasor measurement received from phasor measurement units(PMUs).This method considers the directional overcurrent relays(DOCRs)for the transmission system,whereas in previous studies,the effect of protective mechanisms on the transient stability was largely ignored.When protective relays are activated in power system,the configuration of the power system is altered to mitigate the risk of the power system becoming unstable.The present study considers the operation of DOCRs in transmission lines for the transient stability so that the proposed method can respond to changes in the configuration of the case study system.In addition,WLS-SVM is employed for an online assessment of the transient stability.WLS-SVM not only is effective in response due to its faster speed,but also is resistant to noise and has excellent performance against the measurement errors of PMUs.To extract the characteristics of the vectors that are fed into the WLS-SVM algorithm,principal component analysis is used.The findings of the suggested technique reveal that it has higher accuracy and optimum performance,as compared to the extreme learning machine method,the adaptive neuro-fuzzy inference system method,and the back-propagation neural network method.The proposed technique is validated in the New England 39-bus system and the IEEE 118-bus system. 展开更多
关键词 Transient stability assessment weighted least-square support vector machine directional over-current relay phasor measurement unit
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A review of bifacial solar photovoltaic applications 被引量:4
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作者 Aydan GARROD Aritra GHOSH 《Frontiers in Energy》 SCIE EI CSCD 2023年第6期704-726,共23页
Bifacial photovoltaics (BPVs) are a promising alternative to conventional monofacial photovoltaics given their ability to exploit solar irradiance from both the front and rear sides of the panel, allowing for a higher... Bifacial photovoltaics (BPVs) are a promising alternative to conventional monofacial photovoltaics given their ability to exploit solar irradiance from both the front and rear sides of the panel, allowing for a higher amount of energy production per unit area. The BPV industry is still emerging, and there is much work to be done until it is a fully mature technology. There are a limited number of reviews of the BPV technology, and the reviews focus on different aspects of BPV. This review comprises an extensive in-depth look at BPV applications throughout all the current major applications, identifying studies conducted for each of the applications, and their outcomes, focusing on optimization for BPV systems under different applications, comparing levelized cost of electricity, integrating the use of BPV with existing systems such as green roofs, information on irradiance and electrical modeling, as well as providing future scope for research to improve the technology and help the industry. 展开更多
关键词 bifacial photovoltaics(BPVs) bifacial photovoltaics APPLICATIONS REVIEW SOLAR
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Carbon stocks and sequestration potential of dry forests under community management in Tigray, Ethiopia 被引量:1
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作者 Negasi Solomon Emiru Birhane +2 位作者 Tewodros Tadesse Anna C.Treydte Kiros Meles 《Ecological Processes》 SCIE EI 2017年第1期203-213,共11页
Introduction:Forests form a major component of the carbon(C)reserves in the world’s ecosystems.However,little is known on how management influences C stocks of woody vegetation,particularly in dry areas.We developed ... Introduction:Forests form a major component of the carbon(C)reserves in the world’s ecosystems.However,little is known on how management influences C stocks of woody vegetation,particularly in dry areas.We developed regression models for two dominant tree species to predict C stocks and quantified the potential of community managed forests as C sinks.Methods:Plots were randomly selected from community-managed natural forest,herbivore exclosures,and from communal grazing land.Tree and shrub biomass were estimated using a regression model on the most dominant woody species while herbaceous biomass was determined using destructive sampling.Results:The simplest model,based on only one single predictor variable,showed a good fit to the data for both species(Juniperus procera and Acacia abyssinica).Diameter at breast height(r2>0.95)was a more reliable predictor than height(r2>0.54),crown diameter(r2>0.68)(p<0.001).The C content of the total biomass for the managed natural forest and the exclosure were estimated as,58.11 and 22.29 Mg ha−1,respectively,while that for the grazing land was 7.76 Mg ha−1,and the mean carbon content between the three land uses were significantly different(p<0.05).Conclusions:We conclude that forests managed by the community have a high potential for C sequestration and storage and their conservation should be promoted. 展开更多
关键词 Allometric functions Regression DRYLAND Livestock pressure Woody and grassy vegetation EXCLOSURES
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Entropy-driven microwave absorption enhancement in hexagonal(Ba_(1/3)Sr_(1/3)Ca_(1/3))FeO_(3)perovskite
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作者 Mengru Li Wei Li +8 位作者 Yixiao Wang Fei Sun Qian Wang Dalong Tan Rui Zhang Hailong Wang Gang Shao Yongliang Liu Bingbing Fan 《Journal of Advanced Ceramics》 2025年第4期115-125,共11页
Multi-component occupancies of perovskite materials(ABO_(3))have brought diverse crystallographic distortions and highly tunable defect structures.These structural features enable ABO_(3)to have customizable dielectri... Multi-component occupancies of perovskite materials(ABO_(3))have brought diverse crystallographic distortions and highly tunable defect structures.These structural features enable ABO_(3)to have customizable dielectric and magnetic properties,offering new opportunities for advancing microwave absorbing materials.In this study,entropy-driven strategies,including composition optimization,structural/defective design,microstructure engineering,and microwave absorption simulation,are proposed to improve the microwave absorption capacity of(Ba_(1/3)Sr_(1/3)Ca_(1/3))FeO_(3).The hexagonal perovskite structure(Ba_(1/3)Sr_(1/3)Ca_(1/3))FeO_(3)prepared at 1100℃exhibits exceptional electromagnetic wave absorption properties,with a minimum reflection loss of−40.58 dB at a thickness of 1.2 mm and a maximum effective absorption bandwidth of 4.16 GHz.The results indicate that the interconnection of octahedra,and structural distortions,oxygen vacancies,and other defects enhance the dielectric polarization of the material,leading to excellent wave absorption performance.The entropy-driven design strategy for perovskite ABO_(3)materials offers valuable insights for the development of advanced electromagnetic wave absorption materials. 展开更多
关键词 perovskites entropy-driven microwave absorption IRON-BASED
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Ternary layered boride MoAlB:A novel thermo-regulation microwave absorbing ceramic material 被引量:2
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作者 Zhangjue Wang Fan Zhang +6 位作者 Nannan Wang Wei Li Yongqiang Chen Hailong Wang Rui Zhang Yanqiu Zhu Bingbing Fan 《Journal of Advanced Ceramics》 SCIE EI CAS CSCD 2024年第5期699-710,共12页
In the context of the fifth-generation(5G)smart era,the demand for electromagnetic wave(EMW)-absorbing materials has become increasingly prominent,so it is necessary to explore promising candidate materials.This work ... In the context of the fifth-generation(5G)smart era,the demand for electromagnetic wave(EMW)-absorbing materials has become increasingly prominent,so it is necessary to explore promising candidate materials.This work focuses on the exploration of the material absorbing properties of a MoAlB MAB(MAB represents a promising group of alternatives,where M stands for a transition metal,A typically denotes Al,and B is boron)phase system.First,the first-principles calculations were performed to reveal the unique crystal and layered structure of the MoAlB ceramics and to predict their potential for use as an EMW absorption material.Subsequently,a series of MoAlB ceramics were synthesized at temperatures ranging from 800 to 1300℃,and the influence of temperature on the phase compositions and microstructures of the obtained MoAlB ceramics was characterized and analyzed.Finally,the practical EMW absorption performance of the prepared MoAlB ceramics was evaluated via a combination of experiments and radar cross-sectional calculations.The MoAlB sample synthesized at 900℃ exhibits superior EMW absorption performance,achieving an impressive minimum reflection loss(RL)of−50.33 dB.The unique layered structure and good electrical conductivity of the MoAlB samples are the main reasons for their enhanced wave absorption performance,which provides interfacial polarization and multiple dielectric loss mechanisms.Therefore,this study not only contributes to the understanding of the preparation of MoAlB materials but also provides potential guidance for their utilization in the realm of electromagnetic wave absorption. 展开更多
关键词 MoAlB electronic band structure electromagnetic wave(EMW)absorption layered ternary boride density of states
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Structure-from-Motion Photogrammetry and Rare Earth Oxides can quantify diffuse and convergent soil loss and source apportionment
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作者 Pia Benaud Karen Anderson +3 位作者 Mike R.James Timothy A.Quine John N.Quinton Richard E.Brazier 《International Soil and Water Conservation Research》 SCIE CSCD 2023年第4期633-648,共16页
Accurately quantifying rates of soil erosion requires capturing both the volumetric nature of the visible,convergent fluvial pathways(also known as rills)and the subtle nature of the less-visible,diffuse pathways(inte... Accurately quantifying rates of soil erosion requires capturing both the volumetric nature of the visible,convergent fluvial pathways(also known as rills)and the subtle nature of the less-visible,diffuse pathways(interrill areas).The aim of this study was to use Rare Earth Oxide(REO)tracers and Structure-from-Motion(SfM)photogrammetry to elucidate retrospective information about soil erosion rates and sediment sources during different soil erosion conditions,within a controlled laboratory environment.The experimental conditions created erosion events consistent with diffuse and convergent erosion processes.REO tracers allowed the sediment transport distances of over 2 m to be described,and helped resolved the relative contribution of diffuse and convergent soil erosion;interrill areas were also iden-tified as a significant sediment sources soil loss under convergent erosion conditions.While the potential for SfM photogrammetry to resolve sub-millimetre elevations changes was demonstrated,under some conditions non-erosional changes in surface elevation,such as compaction,exceeded volumes of soil loss via diffuse erosion.The discrepancies between SfM Photogrammetry calculations and REO tagged sediment export were beneficial,identifying that during soil erosion events sediment in both aggregate and particle form is deposited within the convergent features,even when the rill extended the full length of the soil surface.The combination of SfM photogrammetry and REO tracers has provided a novel platform for building a spatial understanding of patterns of soil loss and source apportionment between rill and interrill erosion. 展开更多
关键词 Soil erosion Structure-from-Motion Photogrammetry Rare Earth Oxides Tracers Sediment Rainfall simulator Sheetwash Rilling Interrill
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Machine learning driven performance for hole transport layer free carbon-based perovskite solar cells
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作者 Sreeram Valsalakumar Shubhranshu Bhandari +3 位作者 Anurag Roy Tapas K.Mallick Justin Hinshelwood Senthilarasu Sundaram 《npj Computational Materials》 CSCD 2024年第1期1014-1022,共9页
The rapid advancement of machine learning(ML)technology across diverse domains has provided a framework for discovering and rationalising materials and photovoltaic devices.This study introduces a five-step methodolog... The rapid advancement of machine learning(ML)technology across diverse domains has provided a framework for discovering and rationalising materials and photovoltaic devices.This study introduces a five-step methodology for implementing ML models in fabricating hole transport layer(HTL)free carbon-based PSCs(C-PSC).Our approach leverages various prevalentMLmodels,andwe curated a comprehensive dataset of 700 data points using SCAPS-1D simulation,encompassing variations in the thickness of the electron transport layer(ETL)and perovskite layers,along with bandgap characteristics.Our results indicate that the ANN-based ML model exhibits superior predictive accuracy for C-PSC device parameters,achieving a low root mean square error(RMSE)of 0.028 and a high R-squared value of 0.954.The novelty of this work lies in its systematic use ofMLto streamline the optimisation process,reducing the reliance on traditional trial-and-error methods and providing a deeper understanding of the interdependence of key device parameters. 展开更多
关键词 learning LAYER PEROVSKITE
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Intensified rainfall overrides vegetation greening in driving erosion and carbon loss on the Tibetan Plateau
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作者 Rui Deng Dongfeng Li +12 位作者 Yi Zhao Desmond E.Walling Panos Panagos Pasquale Borrelli Philippe Ciais Yuefei Huang Yuanyuan Bai Sergey Chalov Valentin N.Golosov Xudong Fu Chiyuan Miao Jiahua Wei Jinren Ni 《Science Bulletin》 2025年第22期3698-3702,共5页
Soil,a fundamental component of Earth’s ecosystems,plays a vital role in nutrient cycling,supports land productivity and food security,influences the water cycle[1],and sequesters carbon,with critical implications fo... Soil,a fundamental component of Earth’s ecosystems,plays a vital role in nutrient cycling,supports land productivity and food security,influences the water cycle[1],and sequesters carbon,with critical implications for climate regulation.Soil erosion affects the abovementioned ecosystem functions and has been widely acknowledged as one of the most severe global environmental threats[2].For instance,the latest report of the Food and Agriculture Organization of the United Nations indicates that soil erosion is projected to result in a 10%decline in global crop yields by 2050[3].Moreover,soil erosion transports large amounts of organic carbon into rivers and drives vertical greenhouse gas emissions during the mobilization of sediment[4,5]. 展开更多
关键词 carbon loss nutrient cycling land productivity vegetation greening soil erosion food security intensified rainfall Tibetan Plateau
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