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Durum wheat yield forecasting using machine learning

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Artificial Intelligence in Agriculture 2022年第1期6卷 156-166页

作者： nabila Chergui Faculty of Technology Ferhat Abbas UniversitySetif 1.MISC Laboratory Abdelhamid Mehri UniversityConstantine 2Algeria

A reliable and accurate forecasting model for crop yields is crucial for effective decision-making in every agricultural *** learning approaches allow for building such predictive models,but the quality of predictions decreases if data is *** this work,we proposed data-augmentation for wheat yield forecasting in the presence of small data sets of two distinct Provinces in *** first increased the dimension of each data set by adding more features,and then we augmented the size of the data by merging the two data *** assess the effectiveness of data-augmentation approaches,we conducted three sets of experiments based on three data sets:the primary data sets,data sets with additional features and the augmented data sets obtained by merging,using five regression models(Support Vector Regression,Random Forest,Extreme Learning Machine,Artificial Neural Network,Deep Neural Network).To evaluate the models,we used cross-validation;the results showed an overall increase in performance with the augmented *** outperformed the other models for the first Province with a Root Mean Square Error(RMSE)of 0.04 q/ha and R_Squared(R^(2))of 0.96,whereas the Random Forest outperformed the other models for the second Province with RMSE of 0.05 q/ha.

关键词： Machine learning Yield forecast Deep learning Data augmentation Regression Climate data

Degradation of direct azo dye by Cucurbita pepo free and immobilized peroxidase

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Journal of Environmental Sciences 2013年第6期25卷 1235-1244页

作者： nabila Boucherit Mahmoud Abouseoud Lydia Adour Université Mouloud Mammeri Laboratoire de Biomatériaux et de Phénomènes deTransports Université Dr.Yahia Fares Laboratoire de Biomatériaux et de Phénomènes de Transports Université Dr.Yahia Fares Laboratoire de Génie de la Réaction Faculté de Génie Mécanique et Génie des ProcédésUniversité Houari Boumediene Laboratoire des Biotechnologies Environnementales et Génie des Procédés

Enzymatic decolourization of the azo dye, Direct Yellow （DY 106） by Cucurbita pepo （courgette） peroxidase （CP） is a complex process, which is greatly affected by pH, temperature, enzyme activity and the concentrations of H202 and dye. Courgette peroxidase was extracted and its performance was evaluated by using the free-CP （FCP） and immobilized-CP （ICP） forms in the decolourization of DY106. Immobilization of peroxidase in calcium alginate beads was performed according to a strategy aiming to minimize enzyme leakage and keep its activity at a maximum value by optimizing sodium alginate content, enzyme loading and calcium chloride concentration. The initial conditions ~it which the highest DY106 decolourization yield was obtained were found at pH 2, temperature 20~C, H202 dose 1 mmol/L （FCP） and 100 mmol/L （ICP）. The highest decolourization rates were obtained for dye concentrations 50 mg/L （FCP） and 80 mg/L （ICP）. Under optimal conditions, the FCP was able to decolorize more than 87% of the dye within 2 min. While with ICP, the decolourization yield was 75% within 15 rain. The decolourization and removal of DY106 was proved by UV-Vis analysis. Fourier transform infrared （FF-IR） spectroscopy analysis was also performed on DY106 and enzymatic treatment precipitated byproduct.

关键词： Cucurbita pepo peroxidase immobilization decolourization azo dye

Lignin-Phenylhydrazone as a Corrosion Inhibitor of API X52 Carbon Steel in 3.5%NaCl and 0.1 mol/L HCl Medium

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Chemical Research in Chinese Universities 2021年第3期37卷 718-728页

作者： nabila AISSIOU Moussa BOUNOUGHAZ Amel DJEDDI Bougara Boumerdes35000Algeria UniversitéM’hamed Bougara Facultédes SciencesBoumerdes35000Algeria

The best alternative to fight against corrosion is the use of an inhibitor,the purpose of this work is the formulation of a new biomass-based molecule against corrosion of carbon *** was extracted using the Kraft process and phenylhydrazine molecules have been *** influence of the lignin-phenyl-hydrazone(LP)on the corrosion of carbon steel in salt and the acidic medium was studied by the polarization resistance,the potentiodynamic polarization,and the electrochemical impedance *** results of these tests reveal that the behavior of the inhibitor is a mixed *** adsorption mechanism of the inhibitor follows the Langmuir isothermal *** energy shows that the process of inhibition of carbon steel is *** SEM confirms that the inhibitor reduces the corrosion of the steel and stops the corrosion pitting *** modified lignin shown as a good corrosion inhibitor in acid medium is highly saline with an efficiency>96%.

关键词： Kraft Lignin Phenylhydrazone Corrosion inhibitor Corrosion pitting Electrochemical Impedance

Microstructure and texture analysis of YBCO thick film with peritectic growth on unoriented silver substrate

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Journal of Rare Earths 2009年第3期27卷 474-479页

作者：王珏 MALOUFI nabila 樊占国薛向欣 ESLING Claude School of Materials and Metallurgy Northeastern University LETAM-ISGMP Université Paul Verlaine-Metz

YBCO textured thick film was prepared by direct peritectic growth method. Microstructure of the film was characterized. Electron backscattered diffraction （EBSD） technique was applied to the film for quantitative texture analysis. The main difficulty in resolving the orientation of YBCO pseudo-cubic structure was investigated. Automated orientation mapping was performed on YBCO thick film. Local texture was presented in the form of orientation maps. Misorientation distribution and crystal growth characterization in the YBCO thick film were revealed. Large domains with well-aligned YBCO grains were formed. Each domain presented clear in-plane and out-plane textures.

关键词： EBSD high temperature superconductor thick film local texture orientation rare earths

Platinum drugs:from Pt(Ⅱ)compounds,Pt(Ⅳ)prodrugs,to Pt nanocrystals/nanoclusters

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Science Bulletin 2017年第8期62卷 589-596页

作者： Xi Hu Fangyuan Li nabila Noor Daishun Ling Zhejiang Province Key Laboratory of Anti-Cancer Drug Research College of Pharrnaceutical SciencesZhejiang UniversityHangzhou 310058China Key Laboratory of Biomedical Engineering of the Ministry of Education College of Biomedical Engineering&Instrument ScienceZhejiang UniversityHangzhou 310027China

Platinum(Pt) based drugs, such as cisplatin, are widely used as anti-cancer agents, but their severe adverse reactions and resistance of cancer patients have limited their board clinical use. For the last few decades, Pt(Ⅱ) compounds, Pt(Ⅳ) prodrugs as well as smart drug delivery systems have been developed to overcome these problems. However, most conventional strategies rely on the similar anti-cancer mechanism with cisplatin and consequently only achieve limited success. Recently, Pt nanocrystals/nanoclusters(Pt NCs), with a brand new anti-cancer mechanism, have shown a promising potential in targeted cancer therapy, especially in Pt resistance circumvention. This review is helpful to understand the research strategies of Pt drugs, particularly, the recent developments and medical applications of Pt NCs.

关键词： Platinum Pt(Ⅱ) Pt(Ⅳ) Pt nanocrystals/nanoclusters Pt resistance Cancer therapy

Deep learning models for automatic identification of plant-parasitic nematode

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Artificial Intelligence in Agriculture 2023年第1期7卷 1-12页

作者： nabila Husna Shabrina Ryukin Aranta Lika Siwi Indarti Department of Computer Engineering Universitas Multimedia NusantaraJl.Scientia BoulevardTangerang 15111Indonesia Department of Plant Protection Faculty of AgricultureUniversitas Gadjah MadaJl.FloraBulaksumurYogyakarta 55581Indonesia

Plant-parasitic nematodes cause various diseases that can be fatal to the infected *** causes losses to the agricultural industry,such as crop failure and poor crop *** an accurate nematode classification system is vital for pest identification and *** learning classification techniques can help speed up Nematode identification as it can perform tasks directly from *** the present study,four state-of-the-art deep learning models(ResNet101v2,CoAtNet-0,Effi-cientNetV2B0,and EfficientNetV2M)were evaluated in plantparasitic nematode classification from microscopic *** models were trained using a combination of three different optimizers(Adam,SGD,dan RMSProp)and several data augmentation with image transformations,such as image flip,blurring,noise addition,brightness,and contrast *** performance of the trained models was *** test accuracy,EfficientNetV2B0 and EfficientNetV2M using RMSProp and brightness augmentation give the best result of 97.94%However,the overall performance of EfficientNetV2M was superior,with 98.66%mean class accuracy,97.99%F1 score,98.26%average precision,and 97.94%average recall.

关键词： Augmentations Classifications Deeplearning Nematode Optimization

The Adsorption of Pb(II)Using Silica Gel Synthesized from Chemical Bottle Waste:Optimization Using Box-Behnken Design

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Journal of Renewable Materials 2023年第6期11卷 2913-2924页

作者： Yatim Lailun Ni’mah nabila Eka Yuningsih Suprapto Suprapto Department of Chemistry Faculty of Science and Data AnalyticsInstitut Teknologi Sepuluh NopemberSurabayaIndonesia

The adsorption of Pb(II)on silica gel synthesized from chemical glass bottle waste has been *** effect of independent variables(adsorbent dose,initial concentration of Pb(II),contact time,and pH)on the Pb(II)removal from water was evaluated and optimized using the Response Surface Methodology(RSM).Under optimized conditions(adsorbent dose:20 mg;contact time:30 min;initial Pb(II)concentration:120 mg.L^(−1);and pH:8),the removal of Pb(II)was 99.77%.The adsorption equilibrium data obtained from the batch experiment were investigated using different isotherm *** Langmuir isotherm model fits the experimental *** shows that the surface of the silica gel synthesized from chemical bottles waste was covered by a Pb(II)*** analysis showed that the synthesized silica gel had a SiO_(2) content of 75.63%.Amorphous silica was observed from XRD ***-EDX characterization showed that Pb was adsorbed on the silica gel *** analysis showed that silica gel has irregular particles with a surface area of 297.08 m2.g^(−1) with a pore radius of 15.74 nm calculated from BET analysis.

关键词： Chemical bottle waste silica gel adsorption box-behnken design response surface methodology

Comprehensive toxicity assessment of nanodiamond on Blaps polychresta: implications and novel findings

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INSECT SCIENCE 2024年第6期31卷 1838-1863页

作者： Saad, Marwa Selim, nabila El-Samad, Lamia M. Alexandria Univ Fac Sci Dept Zool Alexandria Egypt Alexandria Univ Fac Sci Dept Zool Baghdad st Qism Moharram Bek Alexandria 21568 Egypt

With the increasing development of nanomaterials, the use of nanodiamonds (NDs) has been broadly manifested in many applications. However, their high penetration into the ecosystem indubitably poses remarkable toxicological risks. This paper investigates the toxic effects of NDs on the darkling beetle, Blaps polychresta Forskal, 1775 (Coleoptera: Tenebrionidae). Survival analysis was carried out by monitoring the beetles for 30 d after the injection of four different doses of NDs. A dose of 10.0 mg NDs/g body weight, causing less than 50% mortality effect, was assigned in the analysis of the different organs of studied beetles, including testis, ovary, and midgut. Structural and ultrastructural analyses were followed using light, TEM, and SEM microscopes. In addition, a variety of stress markers and enzyme activities were assessed using spectrophotometric methods. Furthermore, cell viability and DNA damage were evaluated using cytometry and comet assay, respectively. Compared to the control group, the NDs-treated group was exposed to various abnormalities within all the studied organs as follows. Significant disturbances in enzyme activities were accompanied by an apparent dysregulation in the antioxidant system. The flow cytometry results indicated a substantial decrease of viable cells along with a rise of apoptotic and necrotic cells. The comet assay demonstrated a highly increased level of DNA damage. Likewise, histological analyses accentuated the same findings showing remarkable deformities in the studied organs. Prominently, the research findings substantially contribute for the first time to evaluating the critical effects of NDs on B. polychresta, adopted as the bioindicator in this paper.

关键词： Blaps polychresta ecotoxicity molecular analysis nanodiamond oxidative stress pathophysiology

Competitive Contribution of Catalyst and Adsorption Roles of TiO_2 on the Degradation of AO7 Dye During Plasma Treatment

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Plasma Science and Technology 2013年第9期15卷 915-922页

作者： nabila HADDOU Moufok Redounae GHEZZAR Fatiha ABDELMALEK Stephanie OGNIER Ahmed ADDOU Laboratory of Science and Technical Environment and Valorization University of Mostaganem Laboratory of Process Engineering and Surface Treatment National School of ChemistryUniversity of Pierre and Marie Curie

In order to investigate the role of TiO2 during plasma treatment, the degradation of the dye AO7 has been studied by gliding arc discharge in the presence of a TiO2 catalyst （CGAD）. The results revealed that the adsorption of the dye on TiO2 is a physical adsorption in accordance with Langmuir isotherm, with a constant of adsorption KL ： 0.52 mg/L and a maximum adsorption capacity b = 18.1 mg/g. The temperature variation of the reaction medium made it possible to consider thermodynamic parameters. Indeed, the adsorption is exothermic （enthalpy： △H 〈 0）, and spontaneous （free enthalpy： △G 〈 0）. The negative entropy （△S 〈 0） confirms the affinity of the dye molecules for TiO2. 20 min of CGAD treatment in the pres- ence of an optimal quantity of TiO2 （2 g/L enabled us to bleach the solution of AO7 （100 μM） completely. The discoloration rate with and without the addition of TiO2 was 100% and 28%, respectively. 40 additional minutes of treatment allowed a total abatement of the chemical oxy- gen demand. The elimination of AO7 molecules during the plasma-catalytic treatment follows Langmuir-Hinshelwood （L-H） model kinetics. According to this model, the speed constant is kr = 14.97 mg-L-1 ·min-1 and the adsorption coefficient is KL-H= 0.010 L/mg. The latter being negligible compared to kr, adsorption is therefore weakly performed during the plasma treatment.

关键词： adsorption catalysis AO7 gliding arc discharge TiO_2 degradation