iot

IntroductionThIntrusion Detection Systems (IDS) for Internet of Things (IoT) and edge environments require datasets with unambiguous labels, yet existing datasets often mix benign and malicious traffic within the same capture window, producing ambiguous flow labels that may distort model evaluation.MethodsThis work introduces the TRUST Lab dataset, a flow-based traffic collection generated in an …

AI tools speed up IoT development — but closer to the hardware, the same code that looks correct can silently break thousands of devices at once. The post How AI Tools Generate Technical Debt in IoT Systems — and What to Do About It appeared first on Towards Data Science .

Federated learning (FL) is a decentralized machine learning (ML) approach that can be used for intrusion detection in Internet of Things (IoT) devices. It involves the local training of AI models and their aggregation at a central server. This methodology eliminates the need for data sharing between IoT devices while fostering collaborative model improvement. Nonetheless, concerns arise from the …

Scientific Reports, Published online: 04 May 2026; doi:10.1038/s41598-026-50789-4 A dynamic complex intuitionistic fuzzy Dombi framework for multi-attribute decision-making with IoT applications

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One of the recurring challenges while building IoT systems is testing device communication, telemetry handling, MQTT flows, and event-driven architectures without constantly relying on physical hardware. To solve this problem, I recently started building a lightweight IoT Simulator CLI focused on helping developers simulate virtual devices directly from the terminal. The project is designed for d…

The idea is to drive advanced research and innovation in space technologies, industry-aligned training and talent development, startup incubation and ecosystem building and cross-sector applications of

The rapid evolution of Industry 4.0 has necessitated a move away from traditional cloud-centric models toward more agile architectures. Today, businesses are increasingly adopting ai enabled iot solutions to process data at the source of generation. This paradigm shift, known as edge computing, allows industrial facilities to minimize latency and optimize bandwidth usage by handling complex compu…

As an exception to my usual posts, this time I’ll write about a feature that’s already released. Since Plasma 6.6, you can enable automatic brightness in the display settings… let’s take a look at how it works, and why it took so long to make it happen. The hardware This is where the problems start - most laptops unfortunately don’t come with a brightness sensor, and there’s effectively no monito…

The Paradigm Shift: From Castle-and-Moat to Zero Trust Edge For decades, the standard for enterprise security was the "castle-and-moat" model. This architectural philosophy assumed that anything inside the network perimeter was inherently trustworthy, while everything outside was potentially malicious. However, the explosion of the Internet of Things (IoT) and the decentralization of the workforc…

The e-bike startup, called Also, was incubated within Rivian before launching publicly last year with a $3,500 flagship product.

Rotary Un-Smartphone™ BETA Kit A cellphone. You know... for making CALLS. spacer The Rotary Un-Smartphone is a followup to this personal project. It's a production-ready ground-up design with all new parts (yes, the rotary dial too) and many neat bells and whistles. * THIS IS A KIT, AND IT'S EXPERIMENTAL. SEE NOTE IN RED.* Network Compatibility READ Q: Do I need to know electronics? What skills a…

Scientific Reports, Published online: 01 May 2026; doi:10.1038/s41598-026-49258-9 “IoT-based evaluation of photovoltaic modules enhanced by different reflector materials”

melita.io Each year in April, International IoT Day offers a moment to reflect on how the Internet of Things is evolving. It is not only about new ideas, but about what has proven to work in real deployments. What began in 2010 as an initiative by the IoT Council to encourage discussion around emerging technologies […]

No need to excavate an in-ground irrigation system once you install this fixture onto your home’s spigot—you just have to figure out how to use the connected app.

Researchers have created simple metal tags with unique ultrasonic fingerprints to detect door openings and other movements.

WSL2 lets you run Linux inside Windows without rebooting, a second machine, or any of the setup you're dreading

## 🐾 Power Pet — When Your Virtual Pet Becomes Physical Ever wondered why companion animals help us stay calm and focused — but the real thing requires money, care, and unpredictability? A team at Reality Hack @ MIT 2026 answered that with Power Pet — a hybrid companion that exists in both VR and the real world! ## 🧠 How It Works The system runs on Arduino UNO Q as its core, using a hybrid MCU + …

Halter has launched direct-to-satellite connectivity for its smart cattle collars using Starlink, a world-first that eliminates the need for cell towers or on-ranch infrastructure. The post Halter Launches World-First Direct-to-Satellite Connectivity for Smart Cattle Collars appeared first on iGrow News .