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cat-rrt updates
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alecive authored Oct 13, 2023
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9 changes: 8 additions & 1 deletion _data/publications.yml
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- title: "CAT-RRT: Motion Planning that Admits Contact One Linke at a Time"
authors: Nataliya Nechyporenko, Caleb Escobedo, Shreyas Kadekodi, Alessandro Roncone
year: 2023
venue: "IEEE/RSJ International Conference on Intelligent Robots and Systems [IROS]"
where: Detroit, MI, USA, Oct 1-5
pdf: "2023_Nechyporenko_IROS_CAT-RRT"
subteams: [control and artificial skin, nataliya, caleb]
- title: "Hierarchical Reinforcement Learning for Ad Hoc Teaming"
authors: Stéphane Aroca-Ouellette, Miguel Aroca-Ouellette, Upasana Biswas, Katharina Kann, Alessandro Roncone
year: 2023
venue: "International Conference on Autonomous Agents and Multiagent Systems [AAMAS]"
where: London, Uk, May 28-June 02
where: London, UK, May 28-June 02
pdf: "2023_Aroca-Ouellette_AAMAS_HAHA"
description: Extended abstract
subteams: [algorithmic and social hri, learning and modeling, stephane]
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23 changes: 23 additions & 0 deletions _posts/news/2023-10-09-IROS-2023-CAT-RRT.md
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---
title: "📑 Paper on motion planning for contact published at IROS 2023!"
description: CAT-RRT Motion Planning that Admits Contact One Link at a Time
tags: [news]
author: Nataliya Nechyporenko
---
Due to the strict nature of collision checking robots are limited in their ability to make contact with their surroundings. This makes is difficult to complete real-world tasks, such as:
- Reaching in clutter
- Rearranging objects
- Navigating tight spaces

To address these issues, we present a novel sampling-based optimization planner named *Contact Admissible Transition-based RRT (CAT-RRT)*, which:
- Uses a per-link cost heuristic to prioritize motion with links that are unrestricted by contact
- Generates feasible trajectories that admit contact with objects

We show that this approach lead to paths with a better balance between path length, computation cost, and contact.

Take a look at the [project website](https://nataliya.dev/cat-rrt) for more information and supplementary material!


{% include image.html url="research/planning/cat-rrt-demos.png" %}
<p style="text-align: center; font-style: italic; font-size: 20px;">Screenshots of CAT-RRT operating on a real-life robot. The planner allows the robot to make soft contact with the red balloon by mitigating the reliance on collision queries through a novel cost function.</p>

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6 changes: 6 additions & 0 deletions papers/2023_Nechyporenko_IROS_CAT-RRT.bib
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@inproceedings{nechyporenko2023catrrt,
title={CAT-RRT: Motion Planning that Admits Contact One Linke at a Time},
author={Nechyporenko, Nataliya and Escobedo, Caleb and Kadekodi, Shreyas and Roncone, Alessandro},
booktitle={2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
year={2023}
}
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