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Landslide Susceptibility Mapping Using RBFN-Based Ensemble Machine Learning Models

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Computer Modeling in Engineering & Sciences 2025年第1期142卷 467-500页

作者： Landslide Susceptibility Mapping Using RBFN-Based Ensemble Machine Learning Models Duc-dam Nguyen Nguyen Viet Tiep Quynh-Anh Thi Bui Hiep van Le Indra Prakash Romulus Costache Manish Pandey Binh Thai Pham Faculty of Civil Engineering University of Transport TechnologyThanh XuanHa Noi100000Vietnam Faculty of Hydraulic Engineering Hanoi University of Civil EngineeringHa Noi100000Vietnam DDG(R)Geological Survey of India Gandhinagar382010India Research Institute of the University of Bucharest Bucharest050663Romania National Institute of Hydrology and Water Management Bucharest013686Romania Department of Civil Engineering Transilvania University of BrasovBrasov500152Romania Danube Delta National Institute for Research and Development Tulcea820112Romania Marwadi University Research Center(MURC) Marwadi UniversityRajkotGujaratBharat360003India Department of Civil Engineering Faculty of Engineering&TechnologyMarwadi UniversityRajkotGujaratBharat360003India

This study was aimed to prepare landslide susceptibility maps for the Pithoragarh district in Uttarakhand,India,using advanced ensemble models that combined Radial Basis Function Networks(RBFN)with three ensemble learning techniques:DAGGING(DG),MULTIBOOST(MB),and ADABOOST(AB).This combination resulted in three distinct ensemble models:DG-RBFN,MB-RBFN,and ***,a traditional weighted method,Information Value(IV),and a benchmark machine learning(ML)model,Multilayer Perceptron Neural Network(MLP),were employed for comparison and *** models were developed using ten landslide conditioning factors,which included slope,aspect,elevation,curvature,land cover,geomorphology,overburden depth,lithology,distance to rivers and distance to *** factors were instrumental in predicting the output variable,which was the probability of landslide *** analysis of the models’performance indicated that the DG-RBFN model,with an Area Under ROC Curve(AUC)of 0.931,outperformed the other *** AB-RBFN model achieved an AUC of 0.929,the MB-RBFN model had an AUC of 0.913,and the MLP model recorded an AUC of *** results suggest that the advanced ensemble ML model DG-RBFN was more accurate than traditional statistical model,single MLP model,and other ensemble models in preparing trustworthy landslide susceptibility maps,thereby enhancing land use planning and decision-making.

关键词： Landslide susceptibility map spatial analysis ensemble modelling information values(IV)

Balanced Monitoring of Flow Phenomena in Moving Mesh Methods

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Communications in Computational Physics 2010年第1期7卷 138-170页

作者： A.van dam P.A.Zegeling Department of Mathematics Utrecht UniversityP.O.Box 80.0103508 TA UtrechtThe Netherlands

Adaptive moving mesh research usually focuses either on analytical deriva-tions for prescribed solutions or on pragmatic solvers with challenging physical appli-cations. In the latter case, the monitor functions that steer mesh adaptation are oftendefined in an ad-hoc way. In this paper we generalize our previously used moni-tor function to a balanced sum of any number of monitor components. This avoidsthe trial-and-error parameter fine-tuning that is often used in monitor functions. Thekey reason for the new balancing method is that the ratio between the maximum andaverage value of a monitor component should ideally be equal for all *** as a monitor component is a good motivating example for this. Entropy alsoturns out to be a very informative monitor component. We incorporate the monitorfunction in an adaptive moving mesh higher-order finite volume solver with HLLCfluxes, which is suitable for nonlinear hyperbolic systems of conservation laws. Whenapplied to compressible gas flow it produces very sharp results for shocks and otherdiscontinuities. Moreover, it captures small instabilities (Richtmyer-Meshkov, Kelvin-Helmholtz). Thus showing the rich nature of the example problems and the effective-ness of the new monitor balancing.

关键词： Moving mesh method conservative interpolation balanced monitor function direc-tional adaptation hydrodynamics implosion problem

On Some Families of Smooth Affine Spherical Varieties of Full Rank

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Acta Mathematica Sinica,English Series 2018年第3期34卷 563-596页

作者： Kay PAULUS Guido PEZZINI bart van STEIRTEGHEM Department Mathematik FA U Erlangen-Niirnberg 91058 Erlangen Germany Dipartimento di Matematica 'Sapienza' Universith di Roma 00185 Roma Italy Department Mathematik FA U Erlangen-Niirnberg & Department of MathematicsMedgar Evers College-City University of New York Brooklyn New York 11225 USA

Let G be a complex connected reductive group. Losev has shown that a smooth affine spherical G-variety X is uniquely determined by its weight monoid, which is the set of irreducible representations of G that occur in the coordinate ring of X. In this paper we use a combinatorial characterization of the weight monoids of smooth affine spherical varieties to classify：（a） all such varieties for G = SL（2） × C~×and（b） all such varieties for G simple which have a G-saturated weight monoid of full rank. We also use the characterization and Knop＇s classification theorem for multiplicity free Hamiltonian manifolds to give a new proof of Woodward＇s result that every reflective Delzant polytope is the moment polytope of such a manifold.

关键词： Affine spherical variety weight monoid multiplicity free Hamiltonian manifold moment polytope

Defining the Value of Extracorporeal Liver Support in Acute and Acute-on-chronic Liver Failure

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Journal of Clinical and Translational Hepatology 2023年第3期11卷 517-520页

作者： bart van Hoek Department of Gastroenterology and Hepatology C4-Pand Transplantation CenterLeiden University Medical CenterLei denthe Netherlands

Next to acute liver failure(ALF)without previous liver dis-ease,the concept of acute-on-chronic liver failure(ACLF)has been developed.1,2 In most cases patients developing ACLF first have acute decompensation(AD)of cirrhosis,of-ten with ascites,hepatic encephalopathy,variceal bleeding,or hepatorenal *** can be induced by infection or other factors,like hepatitis *** ALF and ACLF develop rapidly,ALF within 26 weeks of onset,ACLF in 2-4 weeks,and both conditions share the symptoms of a fail-ing *** detoxification with jaundice and hepatic encephalopathy,and impaired synthetic capacity of the liver with changes in coagulation parameters are part of these *** both ALF and ACLF multi-organ failure can de-velop,including hemodynamic instability,respiratory failure and acute kidney injury,and patients become susceptible to *** standard medical treatment(SMT)in the intensive care unit has improved over the years,2,3 both con-ditions often lead toward death,unless a timely liver trans-plantation(LT)is possible.4,5.

关键词： acute impaired Acute

Effects of turbulence on carbon emission in shallow lakes

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Journal of Environmental Sciences 2018年第7期30卷 166-172页

作者： Lin Zhu Boqiang Qin Jian Zhou Bryce van dam Wenqing Shi Taihu Lake Laboratory Ecosystem Station State Key Laboratory of Lake Science and Environment Nanjing Institute of Geography and Limnology Chinese Academy of Sciences Institute of Marine Sciences University of North Carolina at Chapel Hill Center for Eco-Environmental Research Nanjing Hydraulics Research Institute

Turbulent mixing is enhanced in shallow lakes. As a result, exchanges across the air–water and sediment–water interfaces are increased, causing these systems to be large sources of greenhouse gases. This study investigated the effects of turbulence on carbon dioxide（CO2）and methane（CH4） emissions in shallow lakes using simulated mesocosm *** demonstrated that turbulence increased CO2 emissions, while simultaneously decreasing CH4 emissions by altering microbial processes. Under turbulent conditions, a greater fraction of organic carbon was recycled as CO2 instead of CH4, potentially reducing the net global warming effect because of the lower global warming potential of CO2 relative to CH4. The CH4/CO2 flux ratio was approximately 0.006 under turbulent conditions, but reached 0.078 in the control. The real-time quantitative PCR analysis indicated that methanogen abundance decreased and methanotroph abundance increased under turbulent conditions, inhibiting CH4 production and favoring the oxidation of CH4 to *** findings suggest that turbulence may play an important role in the global carbon cycle by limiting CH4 emissions, thereby reducing the net global warming effect of shallow lakes.

关键词： Turbulence Carbon dioxide Methane Methanogen Methanotroph

Electrochemically-stimulated nanoscale mechanochemical wear of silicon

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Friction 2023年第11期11卷 2142-2152页

作者： Chen XIAO Stefan van VLIET Roland BLIEM bart WEBER Steve FRANKLIN Advanced Research Center for Nanolithography(ARCNL) Amsterdam 1098XGthe Netherlands van der Waals–Zeeman Institute Institute of PhysicsUniversity of Amsterdam(UvA)Amsterdam 1098XGthe Netherlands Department of Materials Science and Engineering The University of SheffieldSheffield S13JDUK

Mechanochemical reactions at the sliding interface between a single-crystalline silicon(Si)wafer and a silica(SiO2)microsphere were studied in three environmental conditions:humid air,potassium chloride(KCl)solution,and KCl solution with an applied *** to that from humid air,mechanochemical material removal from the silicon surface increased substantially in the KCl-immersed condition,and further increased when electrochemistry was introduced into the tribological *** measuring the load dependence of the material removal rate and analyzing the results using a mechanically assisted Arrhenius-type kinetic model,the activation energy(E_(a))and the mechanical energy(E_(m)),by which this energy is reduced by mechanical activation,were compared qualitatively under different environmental *** the KCl-immersed condition,mechanochemistry may decrease the required effective energy of reactions(E_(eff)=E_(a)−E_(m))and promote material removal mainly through improved catalysis of the mechanochemical reactions facilitated by greater availability of water molecules compared to the humid air ***,the effectiveness of the mechanochemistry is *** the electrochemical condition,electrochemically-accelerated oxidation of the silicon surface was confirmed by the X-ray photoelectron spectroscopy(XPS)*** results strongly suggest that electrochemistry further stimulates mechanochemical reactions primarily by increasing the initial energy state of the surface via the facilitated formation of interfacial bonding bridges,i.e.,a surface oxidation/hydroxylation process.

关键词： spherical contact adhesive wear normal loading power law

Application of Belgian endive(Cichorium intybus ***)dietary fiber concentrate to improve nutritional value and functional properties of plant-based burgers

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Food Bioscience 2022年第4期48卷 513-519页

作者： Anna Twarogowska bart van Droogenbroeck Ilse Fraeye Flanders Research Institute for Agriculture Fisheries and Food(ILVO)Technology and Food Science UnitBrusselsesteenweg 370BE-9090MelleBelgium Research Group for Technology and Quality of Animal Products Department M2SLeuven Food Science and Nutrition Research Centre(LFoRCe)KU Leuven Technology Campus GhentGebroeders De Smetstraat 19000GhentBelgium

Increasing consumer awareness of health and climate is being reflected in their dietary *** is reflected in the strong growth in the market for plant-based food,with plant-based burgers(PBB)being the most popular meat *** must be based on natural ingredients that increase nutritional value,improve technological properties,and create satisfying physical *** obtained from agri-food by-products can potentially meet all of these *** dietary fiber concentrate(DFC)produced from the forced roots of Belgian endive(Cichorium intybus ***)(by-product)has shown potential for application in *** soy protein with 5%and 10%of DFC from Belgian endive(DFC-BE)resulted in lower caloric value and sugar content and doubled dietary fiber concentration in the end product,enough to justify a“high fiber”nutrition claim(>6 g per 100 g).Baking properties such as baking yield,moisture retention,and dimeter reduction also *** of DFC-BE can also be used to regulate pH,color,texture profile,and sensory *** recipes must be adjusted to obtain the required results.

关键词： Belgian endive Cichorium intybus Plant-based food Dietary fiber concentrates Functional properties

Prediction of Shear Bond Strength of Asphalt Concrete Pavement Using Machine Learning Models and Grid Search Optimization Technique

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Computer Modeling in Engineering & Sciences 2025年第1期142卷 691-712页

作者： Quynh-Anh Thi Bui dam Duc Nguyen Hiep van Le Indra Prakash Binh Thai Pham Civil Engineering Department University of Transport Technology54 Trieu KhucThanh XuanHanoi100000Vietnam DDG(R)Geological Survey of India Gandhinagar382010India

Determination of Shear Bond strength(SBS)at interlayer of double-layer asphalt concrete is crucial in flexible pavement *** study used three Machine Learning(ML)models,including K-Nearest Neighbors(KNN),Extra Trees(ET),and Light Gradient Boosting Machine(LGBM),to predict SBS based on easily determinable input ***,the Grid Search technique was employed for hyper-parameter tuning of the ML models,and cross-validation and learning curve analysis were used for training the *** models were built on a database of 240 experimental results and three input variables:temperature,normal pressure,and tack coat *** validation was performed using three statistical criteria:the coefficient of determination(R2),the Root Mean Square Error(RMSE),and the mean absolute error(MAE).Additionally,SHAP analysis was also used to validate the importance of the input variables in the prediction of the *** show that these models accurately predict SBS,with LGBM providing outstanding ***(Shapley Additive explanation)analysis for LGBM indicates that temperature is the most influential factor on ***,the proposed ML models can quickly and accurately predict SBS between two layers of asphalt concrete,serving practical applications in flexible pavement structure design.

关键词： Shear bond asphalt pavement grid search optimization machine learning

Impact of black cherry on pedunculate oak vitality in mixed forests:Balancing benefits and concerns

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Forest Ecosystems 2023年第6期10卷 690-699页

作者： Ellen Desie bart Muys Jan den Ouden bart Nyssen Rita Sousa-Silva Leon van den Berg Arnold van den Burg Gert-Jan van Duinen Koenraad van Meerbeek Maaike Weijters Karen vancampenhout Division Forest Nature and LandscapeKU Leuven Campus GeelKleinhoefstraat 4B-2240 GeelBelgium Division Forest Nature and LandscapeKU LeuvenCelestijnenlaan 200EBox 2411B-3001 LeuvenBelgium KU Leuven Plant Institute B-3001 LeuvenBelgium Forest Ecology and Management Group Wageningen UniversityP.O.Box 47Wageningenthe Netherlands Bosgroep Zuid-Nederland Huisvenseweg 145591 VD Heezethe Netherlands Young Academy for Sustainability Research University of Freiburg79104 Freiburg im BreisgauGermany Aquatic Ecology&Environmental Biology Radboud University NijmegenHeyendaalseweg 1356525 AJ Nijmegenthe Netherlands Biosphere/Zoological Museum Netherlands Onderlangs 176731 BK Otterlothe Netherlands Stichting Bargerveen Toernooiveld 16525 ED Nijmegenthe Netherlands B-WARE Research Centre/Radboud University Nijmegen Toernooiveld 16525 ED Nijmegenthe Netherlands

The vitality of European forests continues to decline due to new pests and diseases,climate-change related disturbances and high loads of atmospheric nitrogen *** soil health is a major factor underpinning the low vitality of West-European *** tree species with soil ameliorative traits is proposed as an avenue to counteract soil acidification and improve overall forest *** we evaluate the impact of black cherry(Prunus serotina Ehrh.),a known rich litter species,on the vitality of neighboring pedunculate oak(Quercus robur L.)in ten mixed forests on sand in Germany,Belgium and the *** found that black cherry admixture increases foliar N and P to a surplus whereas it causes deficiencies in foliar Mg,thereby resulting in an overall negative effect on oak foliar nutrient ***,defoliation of oak leaves by herbivory decreases with the proximity of black *** structural equation modelling(SEM),we tested the hypothesized‘improved soil health’*** analyses showed that black cherry admixture leads to lower accumulation in the humus layer,resulting in higher soil base saturation which has a positive effect on foliar Ca yet a negative effect on total ***,the SEM illustrated that herbivory of oak leaves decreases when black cherry is admixed,both via dilution and improved soil *** effects of black cherry on oak vitality via“improved soil health”in our SEM are however small in comparison to direct ***,our study showed that the combined positive and negative impacts of black cherry on oak vitality are limited,which tempers the potential benefits of using the rich litter species to counteract oak decline via improved soil health–yet,the concern of black cherry as an invasive alien species negatively affecting the vitality of mature pedunculate oak trees may also be exaggerated.

关键词： Rich litter species Black cherry Nutrient cycling Insect herbivory Dilution effect Humus type Pedunculate oak Plant-soil interaction