edge computing

Six Methodological Pitfalls in YouTube Comment Extraction: What an interface constraint does to a research corpus

If your study uses YouTube reply structure — who answers whom, how deep a thread runs, which turn follows which — this paper shows where that structure is not what it seems, and gives a check for each problem that runs in minutes on any comment corpus. Nine diagnostics, a documented mention-resolution rule and the scri...

What Cambridge Analytica Taught Us in 2018 — and What We Have Ignored Ever Since

Cambridge Analytica 2.0: When the AI Assistant Becomes the Intelligence Graph of a Billion Dollar Company If capable AI can accelerate cyberattacks, what happens after an attacker gains control of the AI system that already sees the enterprise? Artificial intelligence is increasingly becoming useful not only for coding...

THE SHAPE OF MEANING: Lossless Integer Encoding of Natural Language and the Machine-Verified Topology of Knowledge

A Fourteen-Cycle Construction Mapping English to Prime-Addressed Integer Space, with Betti-Number Invariants of the Language Manifold Formally Proved in Lean 4. What if a word were not a vector of learned weights, but an exact address in the integers — and what if the shape of a language could be measured, counted, and...

toyomacro: X-ray photoelectron spectroscopy analysis toolkit

Can a Fermi edge tell the instrumental resolution from the temperature at all? Usually not, and this release makes that answerable before the fit rather than arguable after it. fitting.fermi_edge_identifiability (experimental) The instrumental variance v and the thermal scale tau = (kT)^2 enter the edge width as kappa_...

Energy-Efficient Deep Neural Networks for Sustainable and Intelligent Edge Computing

Optimizing x-ray based multimodal imaging: investigating dose dependency and modulation of fluorescence emission from GdF3 nanoparticles doped with terbium using spectral photon counting CT

Objective. Spectral photon counting computed tomography (SPCCT) represents a major advancement in diagnostic imaging, with the potential to significantly enhance image contrast and resolution by leveraging photon-counting detectors. The integration of high atomic number nanoparticles (NPs), such as gadolinium fluoride...

A Quantum‐Inspired Entropy‐Preserving Hybrid Metaheuristic for Efficient Workflow Scheduling in Heterogeneous Cloud–Fog Systems

ABSTRACT Cloud–fog computing has emerged as a promising paradigm for supporting latency‐sensitive and large‐scale scientific workflows by integrating edge‐level fog nodes with centralized cloud resources. However, efficient workflow scheduling in heterogeneous cloud–fog environments remains a challenging multiobjective...

Photonic-inspired multiscale frequency fusion for low-light YOLO detection

Low-light object detection remains challenging because insufficient illumination, weak local contrast, noise, color distortion, and blurred object boundaries can degrade the visual information required by object detectors. Although image enhancement is commonly applied before detection, a visually brighter image does n...

The Guarino Infrastructure Dependency Metric: Buffered Edges as a Complete Dimensionless Basis for Interdependent Infrastructure

Paper I of the Guarino Infrastructure Dependency Metric (GIDM). First revision, 20 September 2026. DOI 10.5281/zenodo.22864280. Infrastructure fails in chains. The February 2021 freeze in Texas began at frozen wellheads, ran through load-shed gas processing plants, took 61,800 MW of generation offline, and ended in boi...

A influência da Internet das Coisas (IoT) na geração de Big Data e na otimização da tomada de decisões empresariais

Este artigo analisa a influência da Internet das Coisas (IoT) na geração de Big Data e discute como a transformação desses dados em informação pode apoiar a tomadade decisões empresariais. O estudo adota abordagem qualitativa, exploratóriodescritiva e de natureza bibliográfica, estruturada como revisão narrativa da lit...

Symmetry/Asymmetry in Fuzzy Control

This Special Issue explores advances in symmetry and asymmetry in fuzzy control and their roles in smart engineering systems. The articles present new theories and methods, including hybrid schemes, optimization, computational intelligence, machine learning, embedded computing, and digital tools for uncertainty quantif...

Redundancy and conditional dependence in per-history radiolytic counts

A preregistration, deposited before any confirmatory production run under the protocol it specifies, for an information-theoretic analysis of per-history fluctuations in Monte Carlo water radiolysis (OpenTOPAS / TOPAS-nBio, Geant4-DNA IRT chemistry). The data matrix has one row per particle history and one column per c...