Usha M

The Intelligence Under the Hood Modern automotive ECUs have evolved from basic engine controllers to sophisticated neural hubs processing 25+ GB of data per hour. AI-powered embedded systems now make split-second decisions on

The Silent Architect of IoT Ecosystems Modern IoT sensor networks represent a paradox: while sensors collect petabytes of visible environmental data, the firmware orchestrating these devices remains deliberately invisible. Yet this hidden layer

The Embedded Intelligence Revolution Edge-AI is transforming how machines perceive the world by enabling real-time object detection directly on microcontrollers—devices with less computing power than your smartwatch. Unlike cloud-dependent solutions, these miniature

The Next Frontier in Personal Healthcare Wearable health devices are undergoing a quiet revolution, driven by ultra-efficient embedded systems that operate on power budgets smaller than a digital wristwatch. Modern ARM Cortex-M0+ microcontrollers

The Edge Computing Imperative: Why RTOS Porting Matters Now As industrial IoT and autonomous systems push computing to the network edge, engineers face a critical challenge: implementing robust real-time responses on hardware with