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Performance Analysis of Support Vector Machine (SVM) on Challenging Datasets for Forest Fire Detection

International Journal of Communications, Network and System Sciences 2024年第2期17卷 11-29页

作者： ankan kar Nirjhar Nath Utpalraj Kemprai Aman Department of Computer Science Chennai Mathematical Institute Chennai India Department of Mathematics & Computer Science Chennai Mathematical Institute Chennai India Department of Data Science Chennai Mathematical Institute Chennai India

This article delves into the analysis of performance and utilization of Support Vector Machines (SVMs) for the critical task of forest fire detection using image datasets. With the increasing threat of forest fires to ecosystems and human settlements, the need for rapid and accurate detection systems is of utmost importance. SVMs, renowned for their strong classification capabilities, exhibit proficiency in recognizing patterns associated with fire within images. By training on labeled data, SVMs acquire the ability to identify distinctive attributes associated with fire, such as flames, smoke, or alterations in the visual characteristics of the forest area. The document thoroughly examines the use of SVMs, covering crucial elements like data preprocessing, feature extraction, and model training. It rigorously evaluates parameters such as accuracy, efficiency, and practical applicability. The knowledge gained from this study aids in the development of efficient forest fire detection systems, enabling prompt responses and improving disaster management. Moreover, the correlation between SVM accuracy and the difficulties presented by high-dimensional datasets is carefully investigated, demonstrated through a revealing case study. The relationship between accuracy scores and the different resolutions used for resizing the training datasets has also been discussed in this article. These comprehensive studies result in a definitive overview of the difficulties faced and the potential sectors requiring further improvement and focus.

关键词： Support Vector Machine Challenging Datasets Forest Fire Detection Classification

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Assessment of the fraction of bed load concentration towards the sediment transport of a monsoon-dominated river basin of Eastern India

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Journal of Geographical Sciences 2023年第5期33卷 1023-1054页

作者： kar Rohan SARkar Arindam School of Infrastructure Indian Institute of Technology BhubaneswarArgulKhordhaOdisha 752050India

Given the challenges of re-creating complex bed load(BL)transport processes in rivers,models are preferred over gathering and examining field *** highlight of the present research is to develop an approach to determine the ungauged bed load concentration(BLC_(u))utilizing the measured suspended sediment concentration(SSC)and hydraulic variables of the last four decades for the Mahanadi River *** technique employs shear stress and SSC equations for turbulent open channel ***,the predicted BLC_(u)is correlated with SSC using a power relation to estimate BLC_(u)on the river and ***,different BL functions(BLF)efficiency is assessed across *** model predicted BLC_(u)is comparable with the published data for sandy rivers and falls within±20%.Outliers in hydraulic and sedimentological statistics significantly influence estimating the BL fraction apart from higher relative ratios and catchment *** constants of power functions are physically linked to sediment transport configuration,mechanism,and inflow to the *** stream power-based BLF best predicts the BL transport,followed by shear stress and unit discharge *** disparity in the estimation of BLC_(u)results from station-specific physical factors,sampling data dispersion,and associated uncertainties.

关键词： Mahanadi River Basin ungauged bed load concentration suspended sediment concentration correlations bed load functions

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Liposomal dual delivery systems in visceral leishmaniasis enhance the synergistic effects of combination therapy:A promise for the future

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Asian Pacific Journal of Tropical Medicine 2024年第2期17卷 47-60页

作者： Raghunath Hazra Amrita kar Santanu kar Mahapatra Department of Paramedical and Allied Health Sciences Biodiversity and Environmental Studies Research CentreMidnapore City CollegeKuturiyaBhadutalaPaschim Medinipur-721129West BengalIndia

Visceral leishmaniasis(VL)is a neglected tropical disease,and this review has summarized the current treatment scenario and its *** also highlights alternative approaches used by research groups in India and around the world to develop cutting-edge and potent anti-leishmanial *** though numerous medications could be utilized to treat VL,the limitations of current treatments including their toxicity,cost,route of administration,and duration of doses,have contributed to the emergence of *** therapy might be a better option due to its shorter duration,easier route of administration,and ability to extend the lifespan of individual ***,there is a risk of not delivering both the drugs to the target site together,which can be overcome by the liposomal entrapment of those drugs and at a time knock an opportunity to reduce the dosage of amphotericin B if the combination drug provides a synergistic effect with ***,this review presents a novel strategy to fight against VL by introducing dual drug-loaded liposomes.

关键词： Visceral leishmaniasis Liposomal anti-leishmanial drug Dual drug liposome

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On U-orthodox semigroups

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Science China Mathematics 2009年第2期52卷 329-350页

作者： SHUM kar Ping Department of Mathematics The University of Hong Kong

As a generalization of an orthodox semigroup in the class of regular semigroups, a type W semigroup was first investigated by El-Qallali and Fountain. As an analogy of the type W semigroups in the class of abundant semigroups, we introduce the U-orthodox semigroups. It is shown that the maximum congruence μ contained in on U-orthodox semigroups can be determined. As a consequence, we show that a U-orthodox semigroup S can be expressed by the spined product of a Hall semigroup W U and a V-ample semigroup (T,V). This theorem not only generalizes a known result of Hall-Yamada for orthodox semigroups but also generalizes another known result of El-Qallali and Fountain for type W semigroups.

关键词： orthodox semigroups type W semigroups U-orthodox semigroups U-ample semigroups spined products 20M10

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Nonlinear thermomechanical deformation behaviour of P-FGM shallow spherical shell panel

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Chinese Journal of Aeronautics 2016年第1期29卷 173-183页

作者： Vishesh Ranjan kar Subrata Kumar Panda Department of Mechanical Engineering National Institute of Technology

In the present article, the linear and the nonlinear deformation behaviour of functionally graded （FG） spherical shell panel are examined under thermomechanical load. The temperature- dependent effective material properties of FG shell panel are evaluated using Voigt＇s micro-mechanical rule in conjunction with power-law distribution. The nonlinear mathematical model of the FG shell panel is developed based on higher-order shear deformation theory and Green-Lagrange type geometrical nonlinearity. The desired nonlinear governing equation of the FG shell panel is computed using the variational principle. The model is discretised through suitable nonlinear finite element steps and solved using direct iterative method. The convergence and the val- idation behaviour of the present numerical model are performed to show the efficacy of the model. The effect of different parameters on the nonlinear deformation behaviour of FG spherical shell panel is highlighted by solving numerous examples.

关键词： Functionally graded mate-rial Green-Lagrange Higher-order Nonlinear deformation Temperature-dependent

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The onset of surface-enhanced Raman scattering for single-particle detection of submicroplastics

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Journal of Environmental Sciences 2022年第11期34卷 58-64页

作者： Cheng-Hao Lee James kar-Hei Fang Department of Applied Biology and Chemical Technology The Hong Kong Polytechnic UniversityKowloonHong Kong SARChina Institute of Textiles and Clothing The Hong Kong Polytechnic UniversityKowloonHong Kong SARChina Research Institute for Future Food The Hong Kong Polytechnic UniversityKowloonHong Kong SARChina State Key Laboratory of Marine Pollution City University of Hong KongKowloonHong Kong SARChina

Microplastics represent an emerging environmental problem worldwide, raising ecological and food safety concerns. Compared to microplastics, there is growing evidence of an even higher abundance of submicro-and nanoplastics in the environment, but a reliable monitoring method for detecting these smaller-sized plastics is lacking. Herein we presented the application of surface-enhanced Raman scattering(SERS) for this purpose. Particles of polystyrene(PS;600 nm) were used as the probe analyte. Gold nanourchins(Au NU;50 nm),i.e. urchin-shaped nanoparticles with irregular spikes around the core, were used as the SERS-active substrate. The effectiveness of SERS on PS was evaluated at a single-particle level with different numbers of Au NU in order to determine the minimum conditions required for the onset of the SERS effect. Our findings suggest that SERS of a single particle of PS can be induced by as few as 1–5 particles of Au NU, and that the use of excitation wavelength at 785 nm is appropriate to meet the red-shifted surface plasmon resonance of Au NU upon aggregation. These specifications provide additional information for the development of SERS-based tools for detecting plastic particles < 1 μm in food and environmental samples.

关键词： Microplastics Nanoplastics Gold nanourchins SERS Food contamination

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Removal of Dye Using Lignin-Based Biochar/Poly(ester amide urethane)Nanocomposites from Contaminated Wastewater

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Journal of Renewable Materials 2024年第9期12卷 1507-1540页

作者： Annesha kar Niranjan karak Advanced Polymer and Nanomaterial Laboratory(APNL) Department of Chemical SciencesTezpur UniversityNapaamTezpur784028India Research and Development RymbalRTCSahibabad Industrial Area Site 4SahibabadGhaziabad201010India

The pursuit of incorporating eco-friendly reinforcing agents in polymer composites has accentuated the exploration of various natural biomass-derived *** burgeoning environmental crisis spurred by the discharge of synthetic dyes into wastewater has catalyzed the search for effective and sustainable treatment *** the various sorbent materials explored,biochar,being renewable,has gained prominence due to its excellent adsorption properties and environmental *** has also emerged as a focal point for its potential to replace other conventional reinforcing agents,viz.,fumed silica,aluminum oxide,treated clays,*** study introduces a novel class of polymer nanocomposites comprising of lignin-based biochar particles and poly(ester amide urethane)matrix via a feasible *** structural evaluation of these nanocomposites was accomplished using Fourier-transform infrared spectroscopy,X-ray photoelectron spectroscopy,and powder X-ray *** polymer nanocomposites exhibited superior mechanical properties with an increment in tensile strength factor by 45%in comparison to its pristine matrix,along with an excellent toughness value of 90.22 MJm^(−3)at a low loading amount of only 1 wt%.The composites showed excellent improvement in thermal properties with a sharp rise in the glass transition temperature(Tg)value from−28.15℃to 84℃,while also championing sustainability through inherent biodegradability *** their structural prowess,these polymer nanocomposites demonstrated excellent potential as adsorbents,displaying efficient removal of malachite green and tartrazine dyes from aqueous systems with a removal efficiency of 87.25%and 73.98%,*** kinetics study revealed the pseudo second order model to be the precision tool to assess the dye removal *** this,the Langmuir adsorption isotherm provided a framework to assess the sorption features of the polymer ***,these ren

关键词： Reinforcing agents biochar polymer nanocomposites poly(ester amide urethane) dye removal adsorption kinetics pseudo second order model langmuir isotherm

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Bioactive polyphenolic compounds, water-soluble vitamins, in vitro anti-inflammatory, anti-diabetic and free radical scavenging properties of underutilized alternate crop Amaranthus spinosus L. from Gangetic plain of West Bengal

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Food Bioscience 2022年第6期50卷 799-813页

作者： Agnideepa kar Soumen Bhattacharjee Plant Physiology&Biochemistry Research laboratory UGC Centre for Advanced StudyDepartment of BotanyThe University of BurdwanBurdwanWest BengalIndia UGC Centre for Advanced Study Department of BotanyThe University of BurdwanBurdwanWest BengalIndia

Studies associated with validation of folklore and ethnomedicinal claim of utilization of different plant parts of ‘ spiny amaranth’ (Amaranthus spinosus L.) against degenerative diseases with chemical data, particularly the bioactive polyphenolic compounds and associated anti-degenerative properties are scanty and is the purpose of the present investigations. RP-HPLC coupled photodiode assay was employed for the quantification of twenty-one health promoting bioactive polyphenolic antioxidants derived from phenylpropanoid pathway from different plant parts of Amaranthus spinosus L. for validating organoleptic traditional claims as well as current trends in practice of this underutilized medicinal herb. Further, important water-soluble vitamins [vitamin B1, B2, B3, B6, B9] present in different plant parts were extracted and estimated through RP-HPLC for validating the claim of their functional food properties. The antioxidant-based functional food property of different plant parts of Amaranthus spinosus were corroborated from the data of in vitro free radical scavenging, metal-chelating, reducing, superoxide radical scavenging, hydroxyl radical scavenging, anti-protein coagulation, anti-lipid peroxidation and antidiabetic properties. When compared, a positive correlation in accumulation of polyphenolic compounds and water-soluble vitamins tested with antioxidant attributes were noticed for different plant parts, strongly substantiating their phytonutrient properties. Taken as a whole, the present work provides data on organ-specific bioavailability of bioactive polyphenolic antioxidant compounds, water soluble B- vitamins and their functional attributes for validating traditional claims as well as existing trends in consumption of this underutilized medicinal vegetable as low-cost natural antioxidant supplement and functional food, which may encourage their effective exploration and utilization.

关键词： Spiny amaranth Bioactive polyphenolic compounds B-Vitamins Antioxidant and anti-inflammatory properties Ethnomedicinal use Functional food

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Administration of Fenugreek Seed Extract Produces Better Effects in Glibenclamide-Induced Inhibition in Hepatic Lipid Peroxidation: An in vitro Study

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Chinese Journal of Integrative Medicine 2019年第4期25卷 278-284页

作者： Sharma Neha kar Anand Panda Sunanda School of Life Sciences Devi Ahilya UniversityTakshashila CampusIndore452017India

Objective: To evaluate the comparative effects of fenugreek(Trigonel a foenum graecum) seed extract(FSE) alone and in combination with an antidiabetic conventional medicine,glibenclamide(GLB),on the inhibition of in vitro lipid peroxidation(LPO) in liver,the major target organ of a ***: LPO was induced by ferrous sulphate(Fe So4),hydrogen peroxide(H2 O2) and carbon tetrachloride(CCl4) and the effects of test seed extract and/or GLB were ***: While Fe So4,H2 O2 and CCl4 markedly enhanced the hepatic LPO,simultaneous administration of FSE reduced it in a concentration dependent ***,when both FSE and GLB were added to the incubation mixture,chemical y induced hepatic LPO was further *** test extract also exhibited high antioxidative activity in 1,1-diphenyl-2-picrylhydrazyl radical and in 2,2'-azino-bis,3-ethylbenzothiazoline-6-sulphonic acid radical scavenging ***: FSE therapy in moderate concentration along with a hypoglycemic drug may prove to be advantageous in ameliorating diabetes mel itus and other diseases that are LPO mediated.

关键词： fenugreek glibenclamide antioxidant activity lipid peroxidation

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Computation of Quantum Bound States on a Singly Punctured Two-Torus

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Chinese Physics Letters 2013年第1期30卷 17-20页

作者： CHAN kar-Tim Hishamuddin Zainuddin Saeid Molladavoudi Department of Physics Faculty of ScienceUniversiti Putra Malaysia43400 UPM SerdangSelangorMalaysia Laboratory of Computational Sciences and Mathematical Physics Institute for Mathematical ResearchUniversiti Putra Malaysia43400 UPM SerdangSelangorMalaysia

We study a quantum mechanical system on a singly punctured two-torus with bound states described by the Maass waveforms which are eigenfunctions of the hyperbolic Laplace–Beltrami *** the discrete eigenvalues of the Maass cusp form are not known analytically,they are solved numerically using an adapted algorithm of Hejhal and Then to compute Maass cusp forms on the punctured *** report on the computational results of the lower lying eigenvalues for the punctured two-torus and find that they are *** also visualize the eigenstates of selected eigenvalues using GridMathematica.

关键词： torus states hyperbolic

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