Fault Diagnosis & Predictive Maintenance
Vibration-based machine condition monitoring, fault detection, anomaly analysis and predictive maintenance using AI/ML and edge deployment.
03 / Selected Work Areas
Research themes where software meets electronics.
Examples of engineering domains and implementation themes that can be developed as academic, research or prototype projects.
Industrial Monitoring
Sensor acquisition, REST/MQTT communication, storage, dashboards and analytics.
Smart Sensor Systems
Microcontroller and Raspberry Pi based sensing, processing and decision systems.
Signal & Image Analysis
Feature extraction, transforms, classification and intelligent signal interpretation.
Technology stack
Tools chosen for the problem.
Python, MATLAB, TensorFlow, embedded platforms, sensors, REST APIs, MQTT and data analytics can be combined as required.
PythonMATLABTensorFlowRaspberry PiESP32MQTTREST APIData AnalyticsVLSI / HDL
Engineering Expertise
Electrical & PCB Design
Electrical system design, circuit development, schematic design, PCB designing, component selection and prototype support for research and engineering projects.
ElectricalPCB DesignPrototyping