Articles with "knn" as a keyword



A Novel Classification Algorithm Based on the Synergy Between Dynamic Clustering with Adaptive Distances and K-Nearest Neighbors

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Published in 2024 at "Journal of Classification"

DOI: 10.1007/s00357-024-09471-5

Abstract: This paper introduces a novel supervised classification method based on dynamic clustering (DC) and K-nearest neighbor (KNN) learning algorithms, denoted DC-KNN. The aim is to improve the accuracy of a classifier by using a DC… read more here.

Keywords: classification; dynamic clustering; novel classification; algorithm ... See more keywords

Structural, optical and photoluminescence properties of K0.5Na0.5NbO3 ceramics synthesized by sol–gel reaction method

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Published in 2018 at "Journal of Sol-Gel Science and Technology"

DOI: 10.1007/s10971-018-4791-y

Abstract: AbstractPotassium sodium niobate (KNN) ceramics have been prepared by sol–gel route. The effect of conventional sintering on its optical and photoluminescence properties has been studied. Optical measurements were done by reflectance measurements of the ceramics… read more here.

Keywords: temperature; knn; spectroscopy; optical photoluminescence ... See more keywords

Designing high energy storage performance BSZT-KNN ceramics

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Published in 2021 at "Ceramics International"

DOI: 10.1016/j.ceramint.2021.04.071

Abstract: Abstract In this paper, relaxor ferroelectric Ba0.8Sr0.2Zr0.9Ti0.1O3–Na0.5K0·5NbO3 (BSZT-KNN) ceramics were achieved by designing microstructures and adding nano-additives. The fine grains (192 nm) and relaxor behaviour of the BSZT-KNN ceramics were enhanced by utilizing the BSZT@KNN powders.… read more here.

Keywords: knn; knn ceramics; energy storage; bszt knn ... See more keywords
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A comparative study of four nonlinear dynamic methods and their applications in classification of ship-radiated noise

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Published in 2020 at "Defence Technology"

DOI: 10.1016/j.dt.2020.11.011

Abstract: Abstract Refined composite multi-scale dispersion entropy (RCMDE), as a new and effective nonlinear dynamic method, has been applied in the field of medical diagnosis and fault diagnosis. In this paper, we first introduce RCMDE into… read more here.

Keywords: classification; knn; multi scale; ship radiated ... See more keywords
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Improved optical properties of ion beam irradiated (K,Na)NbO3 thin films

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Published in 2020 at "Journal of Alloys and Compounds"

DOI: 10.1016/j.jallcom.2020.153794

Abstract: Abstract In the present study, we have demonstrated the effect of swift heavy ion (SHI) irradiation on photoluminescence (PL) and time-resolved photoluminescence (TRPL) properties of potassium sodium niobate (KNN) thin films deposited on Si and… read more here.

Keywords: irradiation; thin films; knn; ion beam ... See more keywords
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A compromise between piezoelectricity and transparency in KNN-based ceramics: the dual functions of Li2O addition

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Published in 2020 at "Journal of The European Ceramic Society"

DOI: 10.1016/j.jeurceramsoc.2020.01.029

Abstract: Abstract Transparent ceramics with good electrical performance have recently drawn broad interest as promising multifunctional materials. Here, we report that a superior transmittance (T = 75 % at 2000 nm) and good piezoelectricity (d33 ∼… read more here.

Keywords: knn; piezoelectricity transparency; compromise piezoelectricity; based ceramics ... See more keywords

Investigation of optical non-linearity of lead-free ferroelectric potassium sodium niobate (K0.35Na0.65NbO3) thin films via two-wave mixing phenomenon

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Published in 2021 at "Optics and Laser Technology"

DOI: 10.1016/j.optlastec.2021.107148

Abstract: Abstract In the present work, structural, morphological and optical properties of lead- free ferroelectric Potassium Sodium Niobate (K0.35Na0.65NbO3 or KNN) films (~1 µm thin), grown using pulsed laser deposition (PLD) technique at distinct substrate temperature,… read more here.

Keywords: thin films; ferroelectric potassium; probe; knn ... See more keywords
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Comparative performance analysis of K-nearest neighbour (KNN) algorithm and its different variants for disease prediction

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Published in 2022 at "Scientific Reports"

DOI: 10.1038/s41598-022-10358-x

Abstract: Disease risk prediction is a rising challenge in the medical domain. Researchers have widely used machine learning algorithms to solve this challenge. The k-nearest neighbour (KNN) algorithm is the most frequently used among the wide… read more here.

Keywords: disease prediction; performance; disease; knn ... See more keywords

A novel adaptive sigma KNN model for depression and anxiety detection following the COVID 19 pandemic

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Published in 2025 at "Scientific Reports"

DOI: 10.1038/s41598-025-24252-9

Abstract: Mental health disorders, such as depression and anxiety, are increasing, and thus, there is a necessity for accurate and effective detection. K-Nearest Neighbors (KNN) and extensions have been extensively used in disease detection. In this… read more here.

Keywords: detection; adaptive sigma; knn; depression anxiety ... See more keywords

Short-Term Traffic Forecasting Using Self-Adjusting k-Nearest Neighbours

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Published in 2017 at "Iet Intelligent Transport Systems"

DOI: 10.1049/iet-its.2016.0263

Abstract: Short-term traffic forecasting is becoming more important in intelligent transportation systems. The k-nearest neighbour (kNN) method is widely used for short-term traffic forecasting. However, the self-adjustment of kNN parameters has been a problem due to… read more here.

Keywords: traffic; knn; term traffic; traffic forecasting ... See more keywords

Synthesis and Characterization of RF Magnetron Sputtered Lead-Free KNN Thin Films for Energy Harvesting Application

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Published in 2025 at "Integrated Ferroelectrics"

DOI: 10.1080/10584587.2025.2482411

Abstract: Abstract The present work investigates the structural, electrical, and ferroelectric properties of KxNa1-xNbO3 thin films at morphotropic phase boundary [KNN-50 (x = 0.50)]. RF magnetron sputtering was used to deposit the KNN thin films under optimized deposition… read more here.

Keywords: thin films; knn; synthesis characterization; knn thin ... See more keywords