Usha M

Embedded Systems

Development of High-Speed Data Loggers for Industrial Machines: The Silent Revolution in Predictive Analytics

The Unseen Nervous System of Modern Industry Industrial machines now generate data at speeds that would overwhelm traditional monitoring systems – acceleration sensors sampling at 100kHz, temperature fluctuations measured in microseconds, vibration patterns requiring nanosecond-level synchronization. Modern high-speed data loggers serve as the central nervous system for this industrial biome, capturing

By Usha M

Robotics

Design of Embedded Linux Board for Robotics Application

Embedded Linux boards are revolutionizing robotics by merging computational power with real-time responsiveness—critical for applications ranging from industrial automation to surgical systems. Unlike bare-metal firmware, Linux-based designs offer unparalleled flexibility through multi-process execution, modular driver support, and cloud-native integration. Consider an agile mobile robot navigating warehouses: its board must

By Usha M

Innovation

Building Efficient Computer Vision Pipelines for Embedded Hardware: From Camera to AI Inference

The Embedded Vision Revolution Embedded computer vision has evolved from a theoretical concept to a business imperative – 65% of manufacturers now deploy some form of vision-enabled edge devices. Modern pipelines like camera-inference systems integrate optical sensors with purpose-built hardware accelerators (Google Coral, NVIDIA Jetson) running quantized TensorFlow Lite or ONNX

By Usha M

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