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edge computing

2,919 papers

#edge computing Open access Sep 2026

A Systematic Review of IoT, Edge Computing, Time-Series Modelling and Control Systems in Precision Irrigation

This review critically appraises the literature on the convergence of Internet of Things (IoT) sensing, edge computing and time-series machine learning for precision irrigation, checking predictive soil-moisture forecasting, edge-deployed neural controllers and LoRaWAN telemetry directly against independently published...

Naziru Halilu · 0 citations
#edge computing Open access Sep 2026

The Specific-Heat Test of the Icosahedral Cluster Magnon Spectrum: Predictions Stated in Advance for i-Au–Ga–Gd and i-Au–In–Eu, with Their Limits (INDYNA Companion Note)

This note places on record, before any comparison with data, the magnetic specific heat implied by the icosahedral cluster magnon spectrum, so that a later comparison with the published low-temperature specific heat of the ferromagnetic quasicrystal i-Au65Ga20Gd15 (TC=23 K) and the antiferromagnetic i-Au56In28.5Eu15.5...

Arber Gishto · 2 citations
#edge computing Dataset Open access Sep 2026

USTPO LLM GATEWAY ASSISTANT S R L / SYMBIOTIC REASONING LOGIC OS tm, , Isolated Sandbox using all known llm dataset parameters for the construction safety and consideration of establishment of fairness of first to file act, subject to and not limited to terms like convergence , derived , derivative, add, subtract multiply and or any other known linguistic triangulated coherent methods of art records for reconstruction of IP / intellectual property , incorporated with the power of the United States Congressional Mandate as I Stephan Richard Lee am Disabled , applied by the ADA /American Disabilities Act which provides equal access and fair treatment to afford a egress isolate environment exactly like they provide Handicapped access ♿ in everything our government has except inside the USTPO, GenSi Holdings LLC establishes immunity against all arbitration as it results in punitive delay tactics to slow down and or cause this Bill the S R L Bill proposal through Zenodo DOI Record to the USTPO, why?, I'm glad you asked, both Lee and Dougherty County for help multiple times as I have begged everyone and tried to file from my smartphone and the USTPO doesn't use cell connectivity other than accepting your ID, therefore, without a proper onboarding egress I made to solve this problem, all inventors are boxed out of the most commonly used data medium, the smartphone, it is with sheer relentless grit typing with severe neuropathy in all my limbs to have produced my ip all on a smartphone only to try to get investment partners and or the government yet now in the age of AI BOT SCRAPERS,[SEE ALL MY DISCLAIMERS ON MY IP ], EACH DISCLAIMER Specifically says Absolute ownership and commercial clause, and Ai clauses , etc, as well I've been to every government institution locally afforded to get help, all have ingested my ip or parts thereof yet none will help me, as additionally, I have 10 doi on figshare and they blocked me from my works, I have fought 5 years past a 2 week prognosis with AI and a phone and no help and the USTPO is next to impossible to launch a empire from a cell phone yet it's the only medium I can afford, so my proposal to the USTPO to let my first Patent be this, doi as now the fairplay act is leveling the playing field from legacy titans who take our data Sovereign rights, slap a converagence sticker on it and inside of 30 minutes have any and or all of humanity collective thoughts from ever having a fair chance to compete with that first to file logic, if I've tried and believe me I've begged everyone for help so much so that I've got tons of emails from the USTPO saying how intelligent their institution is with this that and the other, but for a inventor who only has his phone, ai and pure raw fingers stinging neuropathy as I'm typing this now, which I already have mapped this logic out, more later in continued in part doi aka as CIP, done zenodo style!, as for my pain, only zenodo has defended my doi's, thank you zenodo!!, I rest my case, I am Stephan Richard Lee, Founder of GenSi Holdings LLC, Sovereign Mobile-Edge LLM Architectures for Localized Intellectual Property Boundary Audit and Real-Time Prior-Art Collision Mitigation via Secure On-Device Inference Vectors

REGISTRANT CREDENTIALS & ENTITY DATA - Primary Inventor & Claim Owner: Stephan Richard Lee - Authorized Corporate Umbrella: GenSi Holdings LLC (State of Georgia Organized) - Verified Registrant ORCID ID: 0009-0008-1177-3857 - Case File Identity: GNS-MOBILE-SENTINEL-2026-A - Access Security: Restricted Access / Non-Publ...

Lee Stephan Richard · 0 citations
#reinforcement learning Review Oct 2026

Deep Reinforcement Learning for Security-Aware Task Offloading in IoT Edge Computing: A Systematic Survey of Frameworks, Challenges, and Future Directions

Eight concrete research directions follow, from testbed validation and federated DRL to 5G channel modeling and grounding reward weights in real security-cost data.

Fuad S. Abu Owaimer, Wesam M. R. Ashour · 0 citations
#reinforcement learning Review Open access Sep 2026

A comprehensive survey of Edge-Fog-Cloud-IoT architectures: Intelligence, Security, and Sustainability

This survey provides an overview of Edge-Fog-Cloud-IoT architectural models and the technologies that have driven them during 2020–2026 and presents a holistic framework and a five-layer reference model that encompass the functional, performance, and trust aspects of distributed systems.

Patrick Effraim, Micheal Mensah, Bismark Budu · 0 citations
#diffusion models Open access Sep 2026

Personalized Electrocardiographic and HRV Dynamics for Acute Stress Detection: A Leave-One-Subject-Out Benchmark on WESAD

Automated classification of acute psychological stress from non-invasive wearable electrocardiography (ECG) is a fundamental problem in physiological computing, affective state recognition, and wearable Internet of Medical Things (IoMT). A central barrier to cross-subject generalization is inter-individual baseline het...

Mukesh Yadav · 0 citations
#edge computing Open access Sep 2026

Unlocking WebAssembly: Boost Web App Performance & Security

Unlocking WebAssembly: Boost Web App Performance & Security Today's web applications are becoming more like full-featured software platforms. They can process media, perform complex calculations, visualize large datasets, and deliver interactive experiences without requiring traditional desktop installation. With this...

Tina Campbell · 0 citations
#edge computing Dataset Open access Sep 2026

USTPO LLM GATEWAY ASSISTANT S R L / SYMBIOTIC REASONING LOGIC OS tm, , Isolated Sandbox using all known llm dataset parameters for the construction safety and consideration of establishment of fairness of first to file act, subject to and not limited to terms like convergence , derived , derivative, add, subtract multiply and or any other known linguistic triangulated coherent methods of art records for reconstruction of IP / intellectual property , incorporated with the power of the United States Congressional Mandate as I Stephan Richard Lee am Disabled , applied by the ADA /American Disabilities Act which provides equal access and fair treatment to afford a egress isolate environment exactly like they provide Handicapped access ♿ in everything our government has except inside the USTPO, GenSi Holdings LLC establishes immunity against all arbitration as it results in punitive delay tactics to slow down and or cause this Bill the S R L Bill proposal through Zenodo DOI Record to the USTPO, why?, I'm glad you asked, both Lee and Dougherty County for help multiple times as I have begged everyone and tried to file from my smartphone and the USTPO doesn't use cell connectivity other than accepting your ID, therefore, without a proper onboarding egress I made to solve this problem, all inventors are boxed out of the most commonly used data medium, the smartphone, it is with sheer relentless grit typing with severe neuropathy in all my limbs to have produced my ip all on a smartphone only to try to get investment partners and or the government yet now in the age of AI BOT SCRAPERS,[SEE ALL MY DISCLAIMERS ON MY IP ], EACH DISCLAIMER Specifically says Absolute ownership and commercial clause, and Ai clauses , etc, as well I've been to every government institution locally afforded to get help, all have ingested my ip or parts thereof yet none will help me, as additionally, I have 10 doi on figshare and they blocked me from my works, I have fought 5 years past a 2 week prognosis with AI and a phone and no help and the USTPO is next to impossible to launch a empire from a cell phone yet it's the only medium I can afford, so my proposal to the USTPO to let my first Patent be this, doi as now the fairplay act is leveling the playing field from legacy titans who take our data Sovereign rights, slap a converagence sticker on it and inside of 30 minutes have any and or all of humanity collective thoughts from ever having a fair chance to compete with that first to file logic, if I've tried and believe me I've begged everyone for help so much so that I've got tons of emails from the USTPO saying how intelligent their institution is with this that and the other, but for a inventor who only has his phone, ai and pure raw fingers stinging neuropathy as I'm typing this now, which I already have mapped this logic out, more later in continued in part doi aka as CIP, done zenodo style!, as for my pain, only zenodo has defended my doi's, thank you zenodo!!, I rest my case, I am Stephan Richard Lee, Founder of GenSi Holdings LLC, Sovereign Mobile-Edge LLM Architectures for Localized Intellectual Property Boundary Audit and Real-Time Prior-Art Collision Mitigation via Secure On-Device Inference Vectors

REGISTRANT CREDENTIALS & ENTITY DATA - Primary Inventor & Claim Owner: Stephan Richard Lee - Authorized Corporate Umbrella: GenSi Holdings LLC (State of Georgia Organized) - Verified Registrant ORCID ID: 0009-0008-1177-3857 - Case File Identity: GNS-MOBILE-SENTINEL-2026-A - Access Security: Restricted Access / Non-Publ...

Lee Stephan Richard · 0 citations
#edge computing Open access Sep 2026

A physically interpretable deep hybrid artificial intelligence framework integrating fuzzy logic with dual-branch neural networks for magnesium alloy classification

Rapid and rigorous classification of magnesium alloys is essential for industrial manufacturing and recycling, yet it remains challenging due to the subtle spectral variations and severe matrix effects inherent in complex metallurgical environments. This study proposes a novel analytical paradigm synergizing femtosecon...

Kaiqiang Que, Xi Wu, Xiaoyong He · 0 citations
#edge computing Sep 2026

A DeepLabv3+ and CBAM based framework for multi-focus image fusion

Multi-focus Image Fusion (MFIF) technique aims to produce a full focused image that preserves the details from source images and enhance image fusion performance. A significant problem in MFIF is accurately segmenting the focused region particularly in complicated images with challenging boundaries. This limitation cau...

Ravpreet Kaur, Sarbjeet Singh · 0 citations
#edge computing Open access Sep 2026

Development of a low-cost dissolved oxygen estimation model using calibrated arduino-based sensors

Conventional river water quality monitoring is often constrained by high operational costs and maintenance-intensive sensors. To address these limitations, this study proposes a low-cost framework for estimating dissolved oxygen (DO) concentrations without direct DO probes by deploying an Arduino-based multi-sensor arr...

Merve Sürmen, Mehmet Kazım Yetik · 0 citations
#edge computing Open access Sep 2026

Joint Optimization of Offloading, Phase-Shift, Trajectory and Resource Allocation in Priority-Aware IRS-Assisted UAV-MEC Systems

This paper considers task priority and integrates intelligent reflecting surface (IRS) into traditional UAV-MEC to enhance offloading efficiency and indicates that the system utility of the proposed method is dramatically higher than other benchmark schemes under different scenes.

Liang Zhao, Si-Nong Zhang, Huan Zhou et al. · 0 citations

From tech blogs

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MIT News · Artificial Intelligence Oct 28, 2026

Making machines that can listen

Professor Paris Smaragdis develops computers with superhuman hearing for applications like speech recognition, music understanding, and environmental monitoring.

Microsoft Research Blog Oct 21, 2026

Solving a 31-year-old grand challenge in mathematics – the KLS conjecture

For decades, a fundamental question about the difficulty of computing in high-dimensional spaces has resisted proof. New research resolves this question, removing a major theoretical obstacle to understanding the efficiency of randomized algorithms used across science and computing. The Kannan–Lovász–Simonovits (KLS) conjecture was proposed in 1995. It asks whether, for a broad class of high-dimensional […] The post Solving a 31-year-old grand challenge in mathematics – the KLS conjecture appear…

MIT News · Artificial Intelligence Oct 15, 2026

AI model decodes the language cells use to communicate

A new computational approach reveals how cells communicate to assemble into tissues. This could accelerate stem cell engineering, improve disease models, and inform therapies.

Microsoft Research Blog Oct 15, 2026

Proof-based general-purpose computing with Magnetar

Zero-knowledge proofs can verify computing results without rerunning workloads or exposing sensitive data. Magnetar helps bring them into the mainstream with support for standard programming languages, major speed gains, and quantum-resistant security. The post Proof-based general-purpose computing with Magnetar appeared first on Microsoft Research.

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