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Hello! I am

Abhinandan Vellanki

I am a graduate student at Carnegie Mellon University studying robotics.

I have previously contributed to the development and deployment of software on various robotic platforms that have been validated in the field.

My interests lie in the fields of Robotics, Reinforcement Learning, Machine Learning and Computer Vision.


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Ongoing Projects

Snaak Image

Humanoid Navigation In Cluttered Environments

Academic Projects

Snaak Image

Autonomous Food Assembly Kiosk

My capstone project at Carnegie Mellon University was to develop an autonomous food assembly kiosk that can assemble pre-prepared ingredients into sandwiches. The project involved developing a vision subsystem to segment ingredients and select pickup points, programming a Franka manipulator with a pneumatic end-effector to pick and place ingredients using traditional motion planning and model-based Reinforcement Learning techniques and a finite state machine to handle high-level task planning.

Project Website

F1-Tenth

PPO Finetuning of OpenVLA for LIBERO Tasks

F1-Tenth

Finetuning of Vision Language Navigation Agents

F1-Tenth

Autonomous Navigation On Racecars

As part of a course on Optimal Control, I developed end-end a model predictive controller (MPC) for F1 Tenth Racecars. The project involved building a non-linear dynamics model in combination with a Pacejka tire model to account for lateral forces using several real-world experiments, followed by programming the MPC to run first in simulation and then on the car to follow a trajectory around a racetrack.

We demonstrated our car at the Safety21 Symposium at Carnegie Mellon University.

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Professional Projects

Vision Subsystem Image Dual Manipulator System Gif

Vision Subsystem For Dual Manipulator Fabric Handling System

I independently developed vision algorithms for a dual 6-axis DENSO VSA manipulator system to handle garment pieces as part of a clothes assembly line at The Center For Transformative Garment Production, Hong Kong

Demo Video

Center for Transformative Garment Production

ADAS For Electric Outboard Motors Image X-Series Motors

Advanced Driver Assistance System For Electric Outboard Motors

I contributed to the research, design, implementation, testing and deployment of closed-loop PID control algorithms for Level-1 ADAS features such as position holding, heading holding and holonomic motion on electric outboard motors meant for light surface vessels at ePropulsion Technology Limited, Hong Kong

Demo Videos

ePropulsion

Disinfection in Airport Express Waypoint Navigation

Perception And Navigation For Mobile Robots

At Avalon SteriTech Limited, I implemented Simultaneous Localisation and Mapping (SLAM), Waypoint Navigation, Collision Avoidance, Human Detection, Remote Operation and Autonomous Workflows on a quad drive wheelbase extended with a disinfectant spraying module for clients such as the Hong Kong Mass Transit Railway (MTR), Cathay Pacific and HAECO.

Demo Videos

Avalon SteriTech

Intelligent Video Analytics On Surveillance Feeds


Performing computer vision tasks such as object detection, image segmentation and object tracking using neural networks is a skill I have honed over three different projects at Kodifly Limited, Hong Kong.

Dog Detector for Mass Transit Railway corporation (Hong Kong):
Real-time detection and tracking of dogs on surveillance feed from MTR stations. Counting and Identifying the detected dogs

Medical instrument counting for Hong Kong Science and Technology Parks:
Identify and count different types of medical instruments placed in a tray to speed up surgery preparation.

Restaurant Activity monitoring for undisclosed client in Hong Kong:
Identify and track each unique employee’s activities Ensure employees are practicing safety procedures (during COVID-19) Detect running taps, open refrigerators, unnecessary operation of lights/fans

Kodifly

Non-Disclosure Agreement prohibits sharing of media

Depth perception for DJI drones Image

Depth Perception For DJI Drones

At RaSpect Limited, the product ‘Inspectia’ is an inspection and visualization software system that analyzes visual and sensory data to create a safety and health report on building facades and interior structures such as elevator shafts. As an AI Engineering intern, I developed a depth perception application and integrated it with the DJI Manifold 2 onboard computer and the ROS API of the Matrice 300 RTK drone.

Workflow Implemented

RaSpect

Non-Disclosure Agreement prohibits sharing of media

Perception and Navigation for Mobile Robots Image

Integration Of Electric Motors With Autonmous Cleaning Boats

At ClearBot Limited, I developed a ROS2 driver node to interface with electric outboard motors, sending throttle and steering commands and retreiving feedback such as power, voltage, current, temperature and RPM.

ClearBot

Non-Disclosure Agreement prohibits sharing of details

Perception and Navigation for Mobile Robots Image

Behavioral Intelligence For Sophia The Robot

At Hanson Robotics, I experimented with Artificial Intelligence to extend Sophia the robot’s capabilities, reduce interaction time and enhance user experience.

Hanson Robotics

Non-Disclosure Agreement prohibits sharing of details

Personal Projects

Coral Reef Mapping Robot Image

Coral Reef Mapping Surface Vehicle

I volunteered at MakerBay Hong Kong, and in collaboration with Hong Kong Open Ocean Youth, developed two prototypes of unmanned surface vehicles to collect images of coral reefs along with GPS location stamps

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World's Fastest Robot Fish (2020)

The Vayu project was started long before I joined it and its aim was to create the world’s fastest robot fish. When I joined in 2020, it was with the founding of BREED Robotics, a student society at HKU to nurture the creation of bio-inspired robots. As co-founder and technical leader of the electronics division, I oversaw the design and implementation of the circuit of the final version of the fish.

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About Me

Hi there! I am Abhinandan, an Engineer with a passion for Robotics and Artificial Intelligence.

I am currently in my final semester of my masters program in Robotics at Carnegie Mellon University.

Having contributed to technology that has transformed industries, benefited societies and helped in environment conservation, I am eager to continue building and shaping the future of robotics with sustainability and efficiency in mind.

If you'd like to collaborate, email me!

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