Engineering & Medical Student Projects
5000 projects · Page 194 of 209
Digital PLL Behavioural Modelling and Lock Analysis
Model a PLL's behaviour and study lock time and jitter under parameter changes. You will learn mixed-signal modelling, control loops and simulation practice.…
Approximate Computing for Neural Network Accelerators: Accuracy-Energy Study
Study how approximate multipliers trade accuracy for energy in neural accelerators. You will learn approximate design, error modelling and accelerator evaluation.…
Design of a Sparsity-Aware DNN Accelerator for Edge Inference
Design an accelerator that skips zero activations and weights for real speedups. You will learn accelerator architecture, sparsity handling and workload analysis.…
Clock Domain Crossing Verification Methodology with Formal Tools
Build a CDC verification flow and demonstrate bugs it catches that simulation misses. You will learn formal methods, CDC taxonomy and sign-off practice.…
Power Intent (UPF) Based Low-Power Verification of a SoC Subsystem
Verify power states and isolation of a subsystem with power-intent-driven simulation. You will learn low-power verification, power domains and UPF practice.…
Machine Learning for Lithography Hotspot Detection
Detect lithography hotspots in layouts with ML before expensive simulation. You will learn ML for EDA, layout representation and class imbalance handling.…
Radiation-Tolerant Design Techniques for Space-Grade FPGAs
Harden an FPGA design against radiation-induced upsets and prove it by fault injection. You will learn fault tolerance, TMR design and radiation effects.…
Edge-Deployed Bird Species Identification from Audio Calls
Build a device that identifies birds by call for biodiversity surveys. You will learn bioacoustics, audio classification and field deployment.…
Real-Time Sign Board Detection for Driver Assistance
Build a driver-assistance prototype that reads speed and warning signs aloud. You will learn embedded vision, dataset building and assistance UX.…
ECG Monitoring with Arrhythmia Classification on an Edge Device
Build a portable ECG that classifies rhythm problems on-device and shares reports. You will learn biosignal acquisition, edge classification and health data handling.…
Voice-Activated Robotic Arm for Assistive Use
Build an arm that follows voice commands to help users with limited mobility. You will learn voice interfaces, kinematics and assistive safety design.…
AI-Based Solar Panel Soiling and Fault Detection from Images
Detect dust, cracks and hotspots in panel images and schedule cleaning by loss. You will learn solar O&M analytics, image datasets and loss estimation.…
Smart Surveillance with Abandoned Object Detection
Build surveillance that flags objects left unattended in public spaces. You will learn video event detection, tracking and security workflows.…
Speaker Identification System for Secure Access
Build voice-based access that verifies who is speaking, not just what is said. You will learn speaker recognition, spoofing risks and access system design.…
Handwriting Recognition Pen with IMU Sensors
Build a pen that recognises what you write in the air or on any surface. You will learn inertial sensing, sequence classification and product prototyping.…
AI Stethoscope: Heart Sound Classification Prototype
Build a digital stethoscope that flags abnormal heart sounds for review. You will learn physiological acoustics, classification evaluation and clinical framing.…
Neuromorphic Computing with Spiking Networks for Audio Classification
Classify audio with spiking networks and compare energy against conventional models. You will learn neuromorphic methods, event-based processing and efficiency evaluation.…
Radar-Based Gesture Recognition with Deep Learning
Recognise hand gestures from radar returns for touchless interfaces. You will learn radar ML, micro-Doppler features and interface design.…
Channel Estimation for MIMO Systems with Deep Learning
Learn channel estimators that beat classical methods in difficult conditions. You will learn wireless ML, estimation theory and simulation methodology.…
Autonomous Warehouse Robot with SLAM Navigation (ROS 2)
Build a warehouse robot that maps, localises and delivers loads between stations. You will learn SLAM, navigation stacks and fleet-ready robot design.…
Pick-and-Place Robot Arm with Vision Guidance
Build an arm that finds objects with a camera and places them by category. You will learn robot vision, kinematics and grasp sequencing.…
Delivery Drone Prototype with GPS Waypoint Missions
Build a drone that flies waypoint missions and delivers a small payload safely. You will learn flight systems, mission planning and safety procedures.…
Self-Balancing Two-Wheel Robot with LQR Control
Build a two-wheel robot that balances using modern control design. You will learn control theory in practice, state estimation and tuning.…
Swarm Robotics Demo: Coordinated Search with Simple Agents
Coordinate a small swarm to search an area faster than any single robot. You will learn swarm algorithms, local communication and emergent behaviour.…