Embedded Systems

Build a cough classifier with log-Mel features, test audio models, and measure how well on-device inference can protect privacy.

Build a reinforcement-learning scheduler that improves shared-band throughput and learn how to measure wireless coexistence with data.

Build a polarization imaging system and train a CNN to detect microplastics or oil sheen in water samples with real image data.

Build a sensor array that localizes campus vibrations and classifies events with a CNN while you learn signal processing, calibration, and modeling.

Build and test an ESP32-CAM feeder that identifies pets by vision, then measure how lighting changes recognition accuracy and reliability.

Design a custom RISC-V instruction and measure how much it speeds up keyword spotting on an FPGA with real benchmark data.

Test a delay-tolerant ESP32 LoRa mesh and learn to compare packet delivery, latency, and network resilience in disaster scenarios.

Build and test an ESP32 leak detector that estimates pipe leak location with time-difference-of-arrival and cross-correlation analysis.

Build an ESP32-S3 firmware test that uses temperature time series and LSTM prediction to reduce thermal throttling latency.

Design and test a low-drift voltage reference with SPICE, then compare temperature response against a built analog prototype.