Evaluation of Differences between Fe<sub>3</sub>O<sub>4</sub> Micro- and Nanoparticles Properties

Duriagina, Zoia; Tepla, Tetiana; Kulyk, Volodymyr

doi:10.12693/aphyspola.133.869

Cited by 6 publications

(2 citation statements)

References 18 publications

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“…For modeling of the proposed methods, it was used the DataSet from [8,9]. Based on the studies from [8,25], it was possible to distinguish four groups of characteristics that effect a composition of an alloy, which can be synthesized from four different titanium alloys powder components (Fig. 1).…”

Section: Resultsmentioning

confidence: 99%

The Combined Use of the Wiener Polynomial and SVM for Material Classification Task in Medical Implants Production

Izonin¹,

Trostianchyn²,

Duriagina³

et al. 2018

IJISA

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This document presents two developed methods for solving the classification task of medical implant materials based on the compatible use of the Wiener Polynomial and SVM. The high accuracy of the proposed methodology for solving this task are experimentally confirmed. A comparison of the proposed methods with existing ones: Logistic Regression; Linear SVC; Random Forest; SVC (linear kernel); SVC (RBF kernel); Random Forest + Wiener Polynomial is carried out. The duration of training of all methods that described in work is investigated. The article presents the visualization of all method results for solving this task.

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Section: Resultsmentioning

confidence: 99%

The Combined Use of the Wiener Polynomial and SVM for Material Classification Task in Medical Implants Production

Izonin¹,

Trostianchyn²,

Duriagina³

et al. 2018

IJISA

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show abstract

“…Moreover, iron nanoparticles' magnetic properties contribute to manipulating the treatment and diagnosis of diseases and applications for fabricating electrical components, transducers, and sensors. 39,40 Furthermore, magnesium oxide nanoparticles (MgONPs) possess numerous properties. They can act as anti-biolm agents, i.e., they inhibit the growth of biolm and remove pre-established biolms.…”

Section: Physicobiochemical Propertiesmentioning

confidence: 99%

Potentialities of bioinspired metal and metal oxide nanoparticles in biomedical sciences

Singh¹,

Nayak

Singh

et al. 2021

RSC Adv.

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Magnetic Hysteresis Loops Revisited: Step Closer to Understand the Role of Exterior Angles

Nikolić

Rajňák

Mariano

et al. 2022

J Supercond Nov Magn

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Evaluation of Differences between Fe₃O₄ Micro- and Nanoparticles Properties

Cited by 6 publications

References 18 publications

The Combined Use of the Wiener Polynomial and SVM for Material Classification Task in Medical Implants Production

The Combined Use of the Wiener Polynomial and SVM for Material Classification Task in Medical Implants Production

Potentialities of bioinspired metal and metal oxide nanoparticles in biomedical sciences

Magnetic Hysteresis Loops Revisited: Step Closer to Understand the Role of Exterior Angles

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Evaluation of Differences between Fe3O4 Micro- and Nanoparticles Properties

Cited by 6 publications

References 18 publications

The Combined Use of the Wiener Polynomial and SVM for Material Classification Task in Medical Implants Production

The Combined Use of the Wiener Polynomial and SVM for Material Classification Task in Medical Implants Production

Potentialities of bioinspired metal and metal oxide nanoparticles in biomedical sciences

Magnetic Hysteresis Loops Revisited: Step Closer to Understand the Role of Exterior Angles

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Product

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Evaluation of Differences between Fe₃O₄ Micro- and Nanoparticles Properties