Airport luggage handling robot on ROS 2 Jazzy. Raspberry Pi 5 (16GB) + Hailo-10H AI HAT+ for 40-TOPS edge inference. Drive chain: RPi to ESP32 motor controller to dual BTS7960 H-bridges to 40Kgcm DC motors. ESP32 sensor fusion node runs a Kalman filter. B2B target: airport operators at Rs.7L/unit + Rs.1.1L ARR. | Electrothermal simulation of mushroom-type and confined/pillar-type Phase Change Memory cells. 2D axisymmetric model using Heat Transfer in Solids + Electric Currents physics. GST conductivity modeled with Poole-Frenkel + Arrhenius (beta=3.509e-24, Ea=0.09eV). HfO2 layer and time-dependent pulse study in progress. |
Writing a full ROS 2 Jazzy driver from scratch to deeply understand the middleware — publisher lifecycle, QoS profiles, custom message types, and sensor integration patterns. | SystemVerilog OOP practise — base/derived classes, shallow copy, testbenches. Studying UVM, assertions, and functional coverage for Digital Design Verification Techniques (final semester). |
Virtus — Airport Porter Robot Autonomous B2B luggage porter. ROS 2 Jazzy on RPi 5 + Hailo-10H AI HAT+. Differential drive, BTS7960 H-bridges, Kalman filter fusion. | PCM Electrothermal Simulation Confined/pillar-type PCM cell in COMSOL. Poole-Frenkel + Arrhenius GST model. M.Tech thesis — time-dependent pulse study pending. | Scalable LLaMA-like transformer architecture built from scratch. Attention mechanisms, positional encoding, tokenisation. |
YDLidar X4 Pro ROS 2 Driver Built from scratch for deep ROS 2 understanding — publisher lifecycle, QoS, custom message types. | Flutter Voice Fan App Whisper STT + BLE (flutter_blue_plus) + TFLite TF-IDF+SVM intent classifier. Full offline pipeline. | nRF5340 BLE Peripheral Custom GATT service on nRF5340 DK using nRF Connect SDK + Zephyr RTOS. Dual-core sysbuild, peripheral role. |
Power Management Board 12–24V multi-rail board: LM7812/LM7805/AMS1117-3.3. Relay switching, Arduino Nano control. LaTeX case study documentation. | RNN-based text generator for modest hardware — early experiment before the transformer work. | Ambulance Traffic System Arduino Mega + RF modules + Dijkstra's algorithm for real-time signal priority routing across intersections. |
12 colleges — Saintgits, Dec 2024 | Virtusco — shortlisted 2025 | RSET — March 2025 | Mentored 45+ students |

