Gabriel Dorneles

Gabriel Dorneles

Automation Engineer

NAUTEC Research Group

Brief Bio

Automation Engineer and M.Sc. student in Computer Engineering at FURG, member of the NAUTEC Research Group, researching robotics and intelligent automation. My work focuses on building autonomous robots that perceive, reason, and act in real-world environments, spanning mobile manipulation, computer vision, and language-guided task planning. I develop solutions across R&D projects at iTec/FURG Embrapii and compete internationally with the FBOT Robotics Team in RoboCup@Home.

M.Sc. in Computer Engineering Federal University of Rio Grande (FURG) 2025 - Present
B.Sc. in Automation Engineering Federal University of Rio Grande (FURG) 2020 - 2025
  • Physical AI
  • Mobile Manipulation
  • Digital Twins & Simulation
  • Domestic Robotics
  • Task Planning
  • Portuguese Native
  • English Fluent
  • Japanese Conversational

Education

M.Sc. in Computer Engineering
Federal University of Rio Grande (FURG)
2025 - Present
Research: Robotics, Intelligent Automation and Computing Systems.
B.Sc. in Automation Engineering
Federal University of Rio Grande (FURG)
2020 - 2025
Thesis: Dataset Generator for Affordance-Driven Robotic Manipulation Learning.

Projects

Ongoing

OpenRob
iTec/FURG Embrapii

A mobile manipulation robot prototype guided by language and vision, capable of planning and executing tasks in human-designed environments.

Tech Lead Jan 2026 - Present
  • Developing an integrated system combining large language models with visual perception for task planning and execution in unstructured environments.
  • Designing the full software stack for autonomous mobile manipulation, from high-level reasoning to low-level motor control.
Physical AI Computer Vision LLMs Mobile Manipulation
iCrane
iTec/FURG Embrapii

An R&D project developing an automated crane to assist operators on Petrobras' Floating Production Storage and Offloading (FPSO) units.

Robotics Software Engineer Oct 2022 - Present
  • Built a Digital Twin of the FPSO in NVIDIA Isaac Sim, integrating contributions from multiple teams into a high-fidelity simulation environment.
  • Developed ROS2 packages for real-time 3D scene understanding using RGB-D cameras and LiDARs, enabling collision avoidance between crane payloads and surrounding obstacles.
  • Implemented and optimized computer vision algorithms on embedded systems, doubling baseline frame rate performance on NVIDIA Jetson platforms.
ROS2 NVIDIA Isaac Sim Computer Vision LiDAR Digital Twin Embedded Systems
FBOT@Home
FBOT Robotics Team

Development of the domestic robots DoRIS and BORIS for the RoboCup@Home competition, aiming to set a benchmark for comparing General Purpose Service Robots in domestic environments.

Team Member & Researcher Mar 2023 - Present
  • Worked across multiple areas of domestic robotics including ROS2 computer vision, robotic manipulation, 3D scene understanding, human-robot interaction, and general-purpose task planning and execution.
  • Contributed to 6 published papers spanning robotic manipulation, LLM-based task planning, and computer vision as part of the FBOT Research division.
  • Served as Program Committee Member for the RoboCup Symposium in 2025 and 2026, contributing to peer review of technical submissions.
  • Mentored undergraduate students through their first research projects, several of whom have gone on to publish and present their own work.
Awards
  • 1st place — Latin America Robotics Competition (LARC 2023)
  • 1st place — Brazilian Robotics Competition (CBR 2024)
  • 7th place — RoboCup Salvador 2025
  • 1st place — Brazilian Robotics Competition (CBR 2025)
ROS2 Mobile Robotics Task Planning Computer Vision Robotic Manipulation Human-Robot Interaction

Past

Robot Gardener
iTec/FURG Embrapii

An R&D project in partnership with STIHL, focused on developing an autonomous mobile platform to locate and eliminate lawn weeds.

Robotics Software Engineer Mar 2024 - Dec 2025 · 1 yr 10 mos
  • Designed the software architecture and custom ROS2 packages for an autonomous outdoor mobile robot integrating navigation, weed detection, targeting, and elimination.
  • Developed solutions for identifying invasive plants through 2D image segmentation, transforming positional data into 3D world coordinates to guide a cartesian actuator.
  • Led the robotics team with strategic planning, task delegation, and organized robot field tests to validate system performance in real environments.
ROS2 Computer Vision Autonomous Navigation Image Segmentation

Publications

Conference Proceedings

Foundations of Vision Language Action Models for Generalist Robotic Manipulation
Gabriel Amaral Dorneles, Kristofer Stift Kappel, Rodrigo S Guerra, Paulo LJ Drews-Jr
2nd Brazilian Conference on Robotics (CROS) · 2026 · To appear
Gabriel A Dorneles, João Francisco SS Lemos, Kristofer S Kappel, Rodrigo S Guerra, Paulo LJ Drews
2025 IEEE International Conference on Advanced Robotics (ICAR) · 2025
Link
Juliana Dos Santos, Murilo Bicho, Tony Froes, Gabriel Dorneles, Silvia Botelho, Eder Gonçalves, Marcelo Pias
IECON 2025 – 51st Annual Conference of the IEEE Industrial Electronics Society · 2025
Link
João Francisco SS Lemos, Igor P Maurell, Kristofer S Kappel, Gabriel A Dorneles, Stephanie L Brião, Felipe G Oliveira, Nelson L Duarte Filho, Rodrigo Da S Guerra, Paulo LJ Drews
2025 Brazilian Conference on Robotics (CROS) · 2025
Link
Jardel Dos Santos Dyonisio, Luís Felipe Milczarek, Nicolas Freitas Dias, Stephanie Loi Brião, Gabriel Amaral Dorneles, Igor Pardo Maurell, Pedro Miranda Pinheiro, Rodrigo Da Silva Guerra, Paulo Lilles Jorge Drews-Jr
2024 Brazilian Symposium on Robotics (SBR) and 2024 Workshop on Robotics in Education (WRE) · 2024
Link
Juliana dos Santos, Murilo Bicho, Tony Froes, Gabriel Dorneles, Marcelo Pias, Eder Gonçalves, Silvia Botelho
IECON 2024 - 50th Annual Conference of the IEEE Industrial Electronics Society · 2024
Link
NF Dias, JDS Dyonisio, LFM Quadros, GA Dorneles, JJP Prado, MZ Rocha, MC Bicho, JFSS Lemos, HC Bezerra, CNS Teixeira, IP Maurell, RS Guerra, PLJ Drews Jr
Proceedings of the V Brazilian Humanoid Robot Workshop (BRAHUR) and VI Brazilian Workshop on Service Robotics (BRASERO) · 2024
Link

Book Chapters

A Review on Dataset Collection Strategies for Learning Methods in Robotic Manipulation
Gabriel Amaral Dorneles, Kristofer Stift Kappel, Stephanie Loi Brião, João Francisco de Souza Santos Lemos, Rodrigo da Silva Guerra, Paulo Lilles Jorge Drews Junior
RoboCup 2025: Robot World Cup XXVIII. Lecture Notes in Computer Science, vol 16460. Springer, Cham. · 2026 · To appear, due May 2026
PDF
João Francisco de Souza Santos Lemos, Gabriel Amaral Dorneles, Igor Pardo Maurell, Stephanie Loi Brião, Rodrigo da Silva Guerra, Paulo Lilles Jorge Drews Junior
RoboCup 2024: Robot World Cup XXVII. Lecture Notes in Computer Science, vol 15570. Springer, Cham. · 2025

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