Robohub.org
 

Girish Chowdhary: Autonomous and Intelligent Robots in Unstructured Field Environments | CMU RI Seminar

by
18 November 2019



share this:

Link to video on YouTube

Abstract: “What if a team of collaborative autonomous robots grew your food for you? In this talk, I will discuss some key advances in robotics, machine learning, and autonomy that will one day enable teams of small robots to grow food for you in your backyard in a fundamentally more sustainable way than modern mega-farms! Teams of small aerial and ground robots could be a potential solution to many of the serious problems that modern agriculture is facing. However, fully autonomous robots that operate without supervision for weeks, months, or entire growing season are not yet practical. I will discuss my group’s theoretical and practical work towards the underlying challenging problems in robotic systems, autonomy, sensing, and learning. I will begin with our lightweight, compact, and autonomous field robot TerraSentia and the recent successes of this type of undercanopy robots for high-throughput phenotyping with deep learning-based machine vision. I will also discuss how to make a team of autonomous robots learn to coordinate to weed large agricultural farms under partial observability. These direct applications will help me make the case for the type of reinforcement learning and adaptive control that are necessary to usher in the next generation of autonomous field robots that learn to solve complex problems in harsh, changing, and dynamic environments. I will then end with an overview of our new MURI, in which we are working towards developing AI and control that leverages neurodynamics inspired by the Octopus brain.”




John Payne





Related posts :



Engineers devise a modular system to produce efficient, scalable aquabots

The system’s simple repeating elements can assemble into swimming forms ranging from eel-like to wing-shaped.
07 February 2023, by

Microelectronics give researchers a remote control for biological robots

First, they walked. Then, they saw the light. Now, miniature biological robots have gained a new trick: remote control.
05 February 2023, by

Robot Talk Episode 35 – Interview with Emily S. Cross

In this week's episode of the Robot Talk podcast, host Claire Asher chatted to Professor Emily S. Cross from the University of Glasgow and Western Sydney University all about neuroscience, social learning, and human-robot interaction.
03 February 2023, by

Sea creatures inspire marine robots which can operate in extra-terrestrial oceans

Scientists at the University of Bristol have drawn on the design and life of a mysterious zooplankton to develop underwater robots.
02 February 2023, by

Our future could be full of undying, self-repairing robots – here’s how

Could it be that future AI systems will need robotic “bodies” to interact with the world? If so, will nightmarish ideas like the self-repairing, shape-shifting T-1000 robot from the Terminator 2 movie come to fruition? And could a robot be created that could “live” forever?
01 February 2023, by

Sensing with purpose

Fadel Adib uses wireless technologies to sense the world in new ways, taking aim at sweeping problems such as food insecurity, climate change, and access to health care.
29 January 2023, by





©2021 - ROBOTS Association


 












©2021 - ROBOTS Association