Research
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Detecting Solar Panel Hotspots and Diode Failures with Thermal Cameras and Deep Learning
Abstract
This research paper explores the use of deep learning, specifically the YOLOv11 model, in detecting defects in solar panels using thermal imaging. The focus is on two common types of faults: Hotspot Faults and Bypass Diode Faults. Hotspo...
Publication · January 19, 2026
A Python-Based Framework for Synthetic Four-Vertex Planar Coils Shape Dataset Generation
Abstract
This paper focuses on creating synthetic geometric datasets of planar coils, specifically four- vertex spiral planar coils. The conception of geometry is the first and initial phase. Traditional methods involve using CAD software with ma...
Publication · January 19, 2026
Conception and application of machine learning for inductance prediction in multilayer rectangular spiral micro coils
Abstract
Introduction/purpose: This research introduces a novel approach for designing a dataset of multilayer rectangular planar coils by the integration of a complementary software tools. MATLAB works as a high-level design environment, facili...
Publication · January 19, 2026
Protist size-dependent shifts of bacterial communities can reduce litter decomposition
Abstract
Abstract Microbial-mediated litter decomposition drives carbon and nutrient cycling. This process can be top-down regulated by microbiome predators, particularly the diverse protists. Size has been suggested to determine predation impac...
Publication · January 19, 2026
Soil microbiome predator diversity outperforms nitrogen addition in boosting plant biomass via bacterial community shifts
Publication · January 19, 2026
Green Algal Photobiont Diversity in Lichen Communities Under Forest Fragmentation
Abstract
ABSTRACT Habitat fragmentation is a critical issue for biodiversity conservation, disrupting ecological processes and species interactions. While its effects on many organisms are well studied, impacts on symbiotic systems remain poorly...
Publication · January 19, 2026
Změny ústavního systému souostroví Aotearoa prostřednictvím zakládající smlouvy za poslední desetiletí
Publication · January 19, 2026
Malware jako autorské dílo: Analýza ochrany a jejích limitů v evropském právu
Publication · January 19, 2026
Hlavní město Praha jako milionové velkoměsto, nebo konfederace městských částí?
Publication · January 19, 2026
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