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rivindu02/README.md

Rivindu Vinsara Kumarage

Robotics · Computer Vision · ML/AI · Embedded & IoT · Linux

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About Me

I'm an Electronic & Telecommunication Engineering undergraduate at the University of Moratuwa, focused on robotics, computer vision, machine learning, and embedded/IoT systems.


Robotics & Simulation

Project Work and technologies
Micromouse Robot STM32F411 robot for 16×16 mazes: flood-fill exploration, shortest-path navigation, embedded C, custom Altium PCB, and mechanical CAD.
Unitree Go2 in Isaac Sim Isaac Sim and ROS 2 work for my final-year project, including camera/depth sensing, waypoint navigation, and synthetic dataset recording. Based on Zhefan Xu's isaac-go2-ros2.
EKF-SLAM Simulation Joint robot-pose and landmark mapping in Python/NumPy, with loop-closure diagnostics, 120 paired trials, and a Gazebo Classic / ROS 2 demo. Baseline trajectory RMSE: 0.238 m versus 3.233 m for wheel odometry (20-seed means). Animation.
ZED Mapping & Relocalisation Experimental ZED 2i pipeline combining DROID-SLAM poses, voxel mapping, ACE relocalisation, and Open3D. End-to-end validation is pending.
SLRC 2025 Finals Team PixieBots' top-five finalist robot with autonomous navigation and a 4-DoF arm; C++, PlatformIO, servos, and colour sensors.
Unitree Go2 in MuJoCo Extended Unitree's MuJoCo simulator with a verified C++ ROS 2 sensor bridge: 4,000-point 10 Hz LiDAR, IMU and simulation clock, Go2 teleoperation, KISS-ICP 3D mapping, and RViz visualisation.

More robotics work: autonomous robot design and competition and MATLAB robotics labs covering coordinate frames, forward/inverse kinematics, and trajectory generation.


Vision, Machine Learning & AI

Project Work and technologies
Shortcut Sleuth Completed 12-run, three-seed CNN vs. ViT background-shortcut study, with foreground-preserving background swaps, verified evaluation, and an interactive PyTorch lab.
CNN Experiments on CIFAR-10 PyTorch coursework covering manual backpropagation, optimizers, regularization, residual networks, and a compact CNN.
Boxsmith A tiny CNN trained from scratch on synthetic shapes, with an interactive object-detection lab for bounding boxes, NMS, IoU, precision–recall, and mAP.
Noise to Vogue DDPMs trained on Fashion-MNIST, with linear/cosine noise-schedule comparisons, denoising animations, and an interactive prediction viewer.
Image Processing & Computer Vision OpenCV, NumPy, and scikit-image coursework: filtering, RANSAC, homography, SIFT stitching, and segmentation.
StyleNStay: Composed Image Retrieval Team project using TransAgg and a BLIP backbone to retrieve fashion images from a reference image and a text modification.
Jute Pest Classification Team coursework comparing a custom CNN with transfer learning using VGG19, InceptionV3, and DenseNet201.

Foundations: Pattern Recognition—regression, classification, robust losses, and model evaluation.


Embedded Systems & IoT

Project Work and technologies
Echo-Guard Noise monitoring with ESP32 sensors, MQTT, a Raspberry Pi server, WebSockets, and a React interface.
Medibox ESP32 medicine reminders and environmental monitoring, with MQTT, Node-RED, and Wokwi simulation.
AmpAware Team smart-plug project. My contribution: PCB design, hardware testing, and system integration.
UART Between FPGAs Verilog UART transmitter/receiver design, baud-rate generation, and FPGA display integration.

Other hardware work includes a Raspberry Pi security camera, a team strain-gauge torque sensor, and a torque-readings dashboard.


Software, Cloud & DevOps

Project Work and technologies
School Management API TypeScript/Express CRUD APIs for students, teachers, and courses; MongoDB, JWT authentication, role-based access, Zod validation, and OpenAPI documentation.
AWS Infrastructure with Terraform & Ansible Modular infrastructure for a containerised application: VPC networking, EC2, an Application Load Balancer, and Ansible provisioning.
AWS ECS Infrastructure Terraform modules for container deployment, networking, load balancing, and ECS capacity configuration.
Serverless API on AWS Lambda A containerised Express API using AWS SAM, Lambda Web Adapter, API Gateway, ECR, and Terraform.
Java / Vert.x service project (internship) Built single-process and Hazelcast-clustered service prototypes with Vert.x event-bus service proxies; verified cross-process messaging and compared latency/throughput.
Auth0-to-Keycloak migration work (internship) Added Keycloak OIDC login support to an Auth0-backed frontend and validated the local redirect and token flow. The Kubernetes deployment stage was still pending.

I also work with Docker Compose, automated tests, and GitHub Actions, and explore software design through projects such as Document Life Cycle.


Technical Arsenal

Robotics & Simulation

ROS 2 Isaac Sim MATLAB Robotics Toolbox Gazebo Classic MuJoCo
Computer Vision & ML

PyTorch TensorFlow OpenCV NumPy scikit-learn
3D Vision & Mapping

ZED SDK Open3D DROID-SLAM ACE
Embedded Systems & IoT

STM32 ESP32 Arduino Raspberry Pi PlatformIO MQTT Node-RED
Linux & Systems

Linux Hyprland Zsh Neovim systemd Git
Software & APIs

Python C C++ TypeScript Node.js React Express FastAPI MongoDB Java Vert.x Keycloak Hazelcast
Cloud & DevOps

AWS Terraform Ansible Docker GitHub Actions pytest
Electronics, FPGA & CAD

Altium Designer SolidWorks Verilog Quartus Prime QuestaSim PCB Design

Linux is part of my day-to-day work: I configure systems, write shell automation, and maintain services and developer tools (using Arch Linux, a Linux distribution). My dotfiles bring together Hyprland, Waybar, Neovim, Zsh, and GNU Stow.

  • Desktop and terminal customisation, shell scripting, and CLI utilities.
  • systemd services/timers, udev rules, package hooks, and system configuration.
  • Backup automation with restic and rclone, plus firewall configuration and secret-handling safeguards.

Academics

  • Completed: Electronic Circuits & Analysis · Signals & Systems · Computer Organization & Design · Robotics Design & Competition · Electronic Control Systems · Communication Systems Engineering · Electronic Design Realization · Electromagnetics · Pattern Recognition · Image Processing & Machine Vision · Internet of Things · Robotics

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  1. isaac-go2-ros2 isaac-go2-ros2 Public

    Unitree Go2 in Isaac Sim 4.5 + ROS 2 Humble for FYP: ZED 2i sensors, A* waypoint follower, synthetic dataset recorder (based on Zhefan-Xu/isaac-go2-ros2)

    Python

  2. Micromouse-Robot Micromouse-Robot Public

    Micromouse Robot that is able to solve 16x16 maze EFFICIENTLY.

    C 4 2

  3. SLRC-2025-final-round SLRC-2025-final-round Public

    Forked from Pixie-bots/SLRC_2025_finals

    C++

  4. EN3563-Robotics-Module EN3563-Robotics-Module Public

    Labotory Practices and Assignments

    MATLAB

  5. Echo-Guard Echo-Guard Public

    A real-time noise monitoring system using ESP32 sensors, Raspberry Pi server, and React web interface.

    CSS 1

  6. zed_mapping_check zed_mapping_check Public

    Python