<!doctype html><html lang="en" class="no-js"><head><meta charset="utf-8"> <!-- begin SEO --><title>Towards robust planar translations using delta-manipulator arrays - R Skye Thompson</title><meta name="description" content="Learning efficient, coordinated policies for moving objects with delta-manipulator arrays."><meta property="article:published_time" content="2021-05-30T00:00:00+00:00"><link rel="canonical" href="https://rthomp17.github.io/publication/2021-05-30-towards-robust-planar.md"> <script type="application/ld+json"> { "@context" : "http://schema.org", "@type" : "Person", "name" : "R Skye Thompson", "url" : "https://rthomp17.github.io", "sameAs" : null } </script> <!-- end SEO --> <!-- Open Graph protocol data (https://ogp.me/), used by social media --><meta property="og:locale" content="en-US"><meta property="og:site_name" content="R Skye Thompson"><meta property="og:title" content="Towards robust planar translations using delta-manipulator arrays"><meta property="og:type" content="article"><meta property="og:description" name="description" content="Learning efficient, coordinated policies for moving objects with delta-manipulator arrays."><meta property="og:url" content="https://rthomp17.github.io/publication/2021-05-30-towards-robust-planar.md"> <!-- end Open Graph protocol --><link href="https://rthomp17.github.io/feed.xml" type="application/atom+xml" rel="alternate" title="R Skye Thompson Feed"><meta name="viewport" content="width=device-width, initial-scale=1.0"> <script> document.documentElement.className = document.documentElement.className.replace(/\bno-js\b/g, '') + ' js '; </script> <!-- For all browsers --><link rel="stylesheet" href="https://rthomp17.github.io/assets/css/main.css"> <!-- start custom head snippets --> <!-- Support for Academicons --><link rel="stylesheet" href="https://rthomp17.github.io/assets/css/academicons.css"/> <!-- favicon from https://commons.wikimedia.org/wiki/File:OOjs_UI_icon_academic-progressive.svg --><link rel="apple-touch-icon" sizes="180x180" href="https://rthomp17.github.io/images/apple-touch-icon-180x180.png"/><link rel="icon" type="image/svg+xml" href="https://rthomp17.github.io/images/favicon.svg"/><link rel="icon" type="image/png" href="https://rthomp17.github.io/images/favicon-32x32.png" sizes="32x32"/><link rel="icon" type="image/png" href="https://rthomp17.github.io/images/favicon-192x192.png" sizes="192x192"/><link rel="manifest" href="https://rthomp17.github.io/images/manifest.json"/><link rel="icon" href="/images/favicon.ico"/><meta name="theme-color" content="#ffffff"/> <!-- end custom head snippets --></head><body> <!--[if lt IE 9]><div class="notice--danger align-center" style="margin: 0;">You are using an <strong>outdated</strong> browser. Please <a href="http://browsehappy.com/">upgrade your browser</a> to improve your experience.</div><![endif]--><div class="masthead"><div class="masthead__inner-wrap"><div class="masthead__menu"><nav id="site-nav" class="greedy-nav"> <button><span class="navicon"></span></button><ul class="visible-links"><li class="masthead__menu-item masthead__menu-item--lg persist "> <a href="https://rthomp17.github.io/">R Skye Thompson</a></li><li class="masthead__menu-item "> <a href="https://rthomp17.github.io/publications/">Publications</a></li><li class="masthead__menu-item "> <a href="https://rthomp17.github.io/teaching/">Teaching</a></li><li class="masthead__menu-item "> <a href="https://rthomp17.github.io/portfolio/">Portfolio</a></li><li class="masthead__menu-item "> <a href="https://rthomp17.github.io/_pages/cv_2026.pdf">CV</a></li><li id="theme-toggle" class="masthead__menu-item persist tail"> <a role="button" aria-labelledby="theme-icon"><i id="theme-icon" class="fa-solid fa-sun" aria-hidden="true" title="toggle theme"></i></a></li></ul><ul class="hidden-links hidden"></ul></nav></div></div></div><div id="main" role="main"><div class="sidebar sticky"><div itemscope itemtype="http://schema.org/Person"><div class="author__avatar"> <img src="https://rthomp17.github.io/images/bio-photo.jpg" class="author__avatar" alt="R Skye Thompson" fetchpriority="high" /></div><div class="author__content"><h3 class="author__name">R Skye Thompson</h3><p class="author__pronouns">he/him</p><p class="author__bio">PhD candidate at Brown University, interested in science communication and adaptable robot skill learning.</p></div><div class="author__urls-wrapper"> <button class="btn btn--inverse">Follow</button><ul class="author__urls social-icons"> <!-- Font Awesome icons / Biographic information --><li class="author__desktop"><i class="fas fa-fw fa-location-dot icon-pad-right" aria-hidden="true"></i>Providence, RI</li><li class="author__desktop"><i class="fas fa-fw fa-building-columns icon-pad-right" aria-hidden="true"></i>Brown University</li><li><a href="mailto:rory_thompson@brown.edu"><i class="fas fa-fw fa-envelope icon-pad-right" aria-hidden="true"></i>Email</a></li><!-- Font Awesome and Academicons icons / Academic websites --><li><a href="https://arxiv.org/search/cs?query=Thompson%2C+Skye&searchtype=author&abstracts=show&order=-announced_date_first&size=50"><i class="ai ai-arxiv ai-fw icon-pad-right"></i>arXiv</a></li><li><a href="https://scholar.google.com/citations?user=KdcjezcAAAAJ"><i class="ai ai-google-scholar ai-fw icon-pad-right"></i>Google Scholar</a></li><!-- Font Awesome icons / Repositories and software development --><li><a href="https://github.com/rthomp17"><i class="fab fa-fw fa-github icon-pad-right" aria-hidden="true"></i>GitHub</a></li><!-- Font Awesome icons / Social media --><li><a href="https://bsky.app/profile/rsthomp.bsky.social"><i class="fab fa-fw fa-bluesky icon-pad-right" aria-hidden="true"></i>Bluesky</a></li><li><a href="https://www.linkedin.com/in/skye-t-90b180ab"><i class="fab fa-fw fa-linkedin icon-pad-right" aria-hidden="true"></i>LinkedIn</a></li></ul></div></div></div><article class="page" itemscope itemtype="http://schema.org/CreativeWork"><meta itemprop="headline" content="Towards robust planar translations using delta-manipulator arrays"><meta itemprop="description" content="Learning efficient, coordinated policies for moving objects with delta-manipulator arrays."><meta itemprop="datePublished" content="May 30, 2021"><div class="page__inner-wrap"><header><h1 class="page__title" itemprop="headline">Towards robust planar translations using delta-manipulator arrays</h1><p>Published in <i>IEEE international conference on robotics and automation (ICRA)</i>, 2021</p></header><section class="page__content" itemprop="text"><p>Distributed manipulators - consisting of a set of actuators or robots working cooperatively to achieve a manipulation task - are robust and flexible tools for performing a range of planar manipulation skills. One novel example is the delta array, a distributed manipulator composed of a grid of delta robots, capable of performing dexterous manipulation tasks using strategies incorporating both dynamic and static contact. Hand-designing effective distributed control policies for such a manipulator can be complex and time consuming, given the high-dimensional action space and unfamiliar system dynamics. In this paper, we examine the principles guiding development and control of such a delta array for a planar translation task. We explore policy learning as a robust cooperative control approach, allowing for smooth manipulation of a range of objects, showing improved accuracy and efficiency over baseline human-designed policies.</p><p style="font-size: smaller">Recommended citation: S. Thompson, P. Mannam, Z. Temel and O. Kroemer, "Towards Robust Planar Translations using Delta-manipulator Arrays," ICRA, 2021<br /><a href="https://publications.ri.cmu.edu/towards-robust-planar-translations-using-delta-manipulator-arrays">Download Paper</a> | <a href="https://ieeexplore.ieee.org/abstract/document/9561003">Download Bibtex</a></p></section><footer class="page__meta"></footer><section class="page__share"><h4 class="page__share-title">Share on</h4><a href="https://bsky.app/intent/compose?text=https://rthomp17.github.io/publication/2021-05-30-towards-robust-planar.md" class="btn btn--bluesky" title="Share on Bluesky"><i class="fab fa-bluesky" aria-hidden="true"></i><span> Bluesky</span></a> <a href="https://www.facebook.com/sharer/sharer.php?u=https://rthomp17.github.io/publication/2021-05-30-towards-robust-planar.md" class="btn btn--facebook" title="Share on Facebook"><i class="fab fa-facebook" aria-hidden="true"></i><span> Facebook</span></a> <a href="https://www.linkedin.com/shareArticle?mini=true&url=https://rthomp17.github.io/publication/2021-05-30-towards-robust-planar.md" class="btn btn--linkedin" title="Share on LinkedIn"><i class="fab fa-linkedin" aria-hidden="true"></i><span> LinkedIn</span></a> <a href="https://www.addtoany.com/add_to/mastodon?linkurl=https%3A%2F%2Frthomp17.github.io%2Fpublication%2F2021-05-30-towards-robust-planar.md" class="btn btn--mastodon" title="Share on Mastodon"><i class="fab fa-mastodon" aria-hidden="true"></i><span> Mastodon</span></a> <a href="https://x.com/intent/post?text=https://rthomp17.github.io/publication/2021-05-30-towards-robust-planar.md" class="btn btn--x" title="Share on X"><i class="fab fa-x-twitter" aria-hidden="true"></i><span> X (formerly Twitter)</span></a></section><nav class="pagination"> <a href="https://rthomp17.github.io/publication/2021-05-30-shape-based-transfer" class="pagination--pager" title="Shape-based transfer of generic skills ">Previous</a> <a href="https://rthomp17.github.io/publication/2022-11-15-on-the-role" class="pagination--pager" title="On the role of structure in manipulation skill learning ">Next</a></nav></div></article></div><div class="page__footer"><footer> <!-- start custom footer snippets --> <a href="/sitemap/">Sitemap</a> <!-- Support for MatJax --> <script defer src="https://cdnjs.cloudflare.com/polyfill/v3/polyfill.min.js?features=es6"></script> <script defer src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js" id="MathJax-script"></script> <!-- Support for Mermaid --> <script type="module"> import mermaid from 'https://cdn.jsdelivr.net/npm/mermaid@11/dist/mermaid.esm.min.mjs'; mermaid.initialize({startOnLoad:true, theme:'default'}); await mermaid.run({querySelector:'code.language-mermaid'}); </script> <!-- end custom footer snippets --><div class="page__footer-follow"><ul class="social-icons"><li><strong>Follow:</strong></li><li><a href="https://github.com/rthomp17"><i class="fab fa-github" aria-hidden="true"></i> GitHub</a></li><li><a href="https://rthomp17.github.io/feed.xml"><i class="fa fa-fw fa-rss-square" aria-hidden="true"></i> Feed</a></li></ul></div><div class="page__footer-copyright"> &copy; 2026 R Skye Thompson, Powered by <a href="https://jekyllrb.com" rel="nofollow">Jekyll</a> &amp; <a href="https://github.com/academicpages/academicpages.github.io">AcademicPages</a>, a fork of <a href="https://mademistakes.com/work/minimal-mistakes-jekyll-theme/" rel="nofollow">Minimal Mistakes</a>.<br /> Site last updated 2026-05-30</div></footer></div><script type="module" src="https://rthomp17.github.io/assets/js/main.min.js"></script></body></html>
