{"id":32858,"date":"2024-05-14T13:48:01","date_gmt":"2024-05-14T17:48:01","guid":{"rendered":"https:\/\/www.bu.edu\/hic\/?page_id=32858"},"modified":"2026-06-10T13:44:50","modified_gmt":"2026-06-10T17:44:50","slug":"from-self-driving-labs-to-community-driven-labs","status":"publish","type":"page","link":"https:\/\/www.bu.edu\/hic\/from-self-driving-labs-to-community-driven-labs\/","title":{"rendered":"From Self-Driving Labs to Community-Driven Labs"},"content":{"rendered":"<p><img loading=\"lazy\" src=\"\/hic\/files\/2024\/05\/AdobeStock_618222312-636x424.jpeg\" alt=\"\" class=\"wp-image-32870 size-medium\" width=\"636\" height=\"424\" srcset=\"https:\/\/www.bu.edu\/hic\/files\/2024\/05\/AdobeStock_618222312-636x424.jpeg 636w, https:\/\/www.bu.edu\/hic\/files\/2024\/05\/AdobeStock_618222312-1024x683.jpeg 1024w, https:\/\/www.bu.edu\/hic\/files\/2024\/05\/AdobeStock_618222312-768x512.jpeg 768w, https:\/\/www.bu.edu\/hic\/files\/2024\/05\/AdobeStock_618222312-1536x1024.jpeg 1536w, https:\/\/www.bu.edu\/hic\/files\/2024\/05\/AdobeStock_618222312-2048x1365.jpeg 2048w\" sizes=\"(max-width: 636px) 100vw, 636px\" \/><\/p>\n<h4><strong>Our Focus<\/strong><\/h4>\n<p>The goals of the <strong>From Self-Driving Labs (SDLs) to Community-Driven Labs FRP<\/strong> are to develop the digital infrastructure and basic science to transform SDLs into community-driven laboratories by establishing facile, safe, and efficient methods for external researchers to run experiments on autonomous systems. This work will convert isolated instruments into shared community resources akin to HPC that allows diverse materials researchers to address important societal challenges.<\/p>\n<h4><strong>Focused Research Program led by:<\/strong><\/h4>\n<ul>\n<li><a href=\"https:\/\/www.bu.edu\/hic\/profile\/keith-brown\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Keith A. Brown<\/strong><\/a>, Associate Professor, Department of Mechanical Engineering, Physics Department, and Division of Materials Science &amp; Engineering<\/li>\n<\/ul>\n<h4><strong>Research Thrusts<\/strong><\/h4>\n<h5><strong>1. <\/strong>Efficient and Safe operation of Self-Driving Labs<\/h5>\n<p>The autonomous allocation of physical resources required to perform experiments contains a series of risks and considerations not present in High Performance Computing (HPC). Envisioning a system in which multiple user-driven campaigns (i.e. a series of experiments towards a specific goal) may proceed simultaneously, it is important to optimally share resources. This thrust\u2019s research goal is to develop algorithms to manage physical resources in a safe and efficient manner.<\/p>\n<p><span>\u00a0<\/span><\/p>\n<div class=\"bu_collapsible_container \" aria-live=\"polite\" data-customize-animation=\"false\"><h5 class=\"bu_collapsible\" aria-expanded=\"false\"tabindex=\"0\" role=\"button\">Thrust Leader<\/h5><div class=\"bu_collapsible_section\" style=\"display: none;\"><\/p>\n<p>\n\t<div class=\"profile-listing\">\n\t\t<ul class=\"advanced\">\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/wenchao-li\/\">\n\t\t\t\t\t<figure><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2018\/03\/Wenchao-Li-pic-for-web.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">Wenchao Li<\/p>\n\t\t<p class=\"profile-title\">Associate Professor, Electrical &#038; Computer Engineering (ECE), Systems Engineering (SE), Computer Science (CS)<br \/>\r\nCollege of Engineering<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t<\/ul>\n\t<\/div><!--\/.profile-listing-->\n<\/p>\n<p><\/div>\n<\/div>\n\n<div class=\"bu_collapsible_container \" aria-live=\"polite\" data-customize-animation=\"false\"><h5 class=\"bu_collapsible\" aria-expanded=\"false\"tabindex=\"0\" role=\"button\">Core Faculty<\/h5><div class=\"bu_collapsible_section\" style=\"display: none;\"><\/p>\n<p>\n\t<div class=\"profile-listing\">\n\t\t<ul class=\"advanced\">\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/aaron-beeler\/\">\n\t\t\t\t\t<figure><img width=\"100\" height=\"150\" src=\"\/hic\/files\/2021\/03\/aaron-424x636.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">Aaron Beeler<\/p>\n\t\t<p class=\"profile-title\">CMD Co-PI; Associate Professor of Medicinal Chemistry<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/william-boley\/\">\n\t\t\t\t\t<figure><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2024\/05\/Boley_Will_1_09.14.2018-1024x1024-1-636x636-1-636x636.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">William Boley<\/p>\n\t\t<p class=\"profile-title\">Assistant Professor; ME, MSE<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/catherine-klapperich\/\">\n\t\t\t\t\t<figure><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2023\/11\/Klapperich_Catherine_7_22-291_2-600x600-1.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">Catherine Klapperich<\/p>\n\t\t<p class=\"profile-title\">Professor Engineering (BME, MSE, ME)<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/sabrina-m-neuman\/\">\n\t\t\t\t\t<figure><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2023\/10\/sabrina-neuman-300x300-1.jpeg\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">Sabrina M. Neuman<\/p>\n\t\t<p class=\"profile-title\">Assistant Professor, Computer Science, CAS<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/jorg-werner\/\">\n\t\t\t\t\t<figure><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2024\/05\/Joerg-Werner-Color-600x600-1.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">J\u00f6rg Werner<\/p>\n\t\t<p class=\"profile-title\">Assistant Professor; ME, MSE<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t<\/ul>\n\t<\/div><!--\/.profile-listing-->\n<\/p>\n<p><\/div>\n<\/div>\n\n<h5><strong>2. Dynamic User Interfaces for Self-Driving Labs<\/strong><\/h5>\n<p>A key feature of community-driven SDLs is that they should be accessible to users that do not have experience developing autonomous systems. This thrust will develop methods for refining Large Language Models (LLMs) to serve as the mediator between potential users and the robotic control scripts to run the SDL while ensuring the efficient and safe use of the SDL. This human-machine partnering will also include a graphical interface to communicate the state of the SDL, depict the structures to be studied, and enable user interaction in real time.<\/p>\n<div class=\"bu_collapsible_container \" aria-live=\"polite\" data-customize-animation=\"false\"><h5 class=\"bu_collapsible\" aria-expanded=\"false\"tabindex=\"0\" role=\"button\">Thrust Leader<\/h5><div class=\"bu_collapsible_section\" style=\"display: none;\"><\/p>\n<p>\n\t<div class=\"profile-listing\">\n\t\t<ul class=\"advanced\">\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/emily-whiting\/\">\n\t\t\t\t\t<figure><img width=\"120\" height=\"150\" src=\"\/hic\/files\/2018\/03\/ARROWS__1253__06-21-22-18-Edit-509x636.jpeg\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">Emily Whiting<\/p>\n\t\t<p class=\"profile-title\">Associate Professor, Computer Science, \u00a0<br \/>\r\nDirector, BU Shape Lab, <br \/>\r\nCo-Director, Computer Graphics Lab<br \/>\r\nDirector of Ph.D. Admissions<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t<\/ul>\n\t<\/div><!--\/.profile-listing-->\n<\/p>\n<p><\/div>\n<\/div>\n\n<div class=\"bu_collapsible_container \" aria-live=\"polite\" data-customize-animation=\"false\"><h5 class=\"bu_collapsible\" aria-expanded=\"false\"tabindex=\"0\" role=\"button\">Core Faculty<\/h5><div class=\"bu_collapsible_section\" style=\"display: none;\"><\/p>\n<p>\n\t<div class=\"profile-listing\">\n\t\t<ul class=\"advanced\">\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/sean-b-andersson\/\">\n\t\t\t\t\t<figure><img width=\"100\" height=\"150\" src=\"\/hic\/files\/2023\/09\/sean-b-andersson.png\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">Sean B. Andersson<\/p>\n\t\t<p class=\"profile-title\">Department Chair, Mechanical Engineering; Professor (ME, SE)<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/wenchao-li\/\">\n\t\t\t\t\t<figure><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2018\/03\/Wenchao-Li-pic-for-web.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">Wenchao Li<\/p>\n\t\t<p class=\"profile-title\">Associate Professor, Electrical &#038; Computer Engineering (ECE), Systems Engineering (SE), Computer Science (CS)<br \/>\r\nCollege of Engineering<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/eshed-ohn-bar\/\">\n\t\t\t\t\t<figure><img width=\"100\" height=\"150\" src=\"\/hic\/files\/2021\/05\/ESHED-003-424x636.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">Eshed Ohn-Bar<\/p>\n\t\t<p class=\"profile-title\">Junior\u00a0Faculty Fellow (2023)<br \/>\r\nAssistant Professor, ECE<br \/>\r\nAffiliate Professor, CS<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/bryan-plummer\/\">\n\t\t\t\t\t<figure><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2019\/08\/Bryan-Plummersh-636x636.png\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">Bryan Plummer, PhD<\/p>\n\t\t<p class=\"profile-title\">Assistant Professor, CS;<br \/>\r\nCo-Director, AIR;<br \/>\r\nJunior Faculty Fellow (2023)<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t<\/ul>\n\t<\/div><!--\/.profile-listing-->\n<\/p>\n<p><\/div>\n<\/div>\n\n<h5><strong>3. Accelerated Learning using Mechanics Informatics<\/strong><\/h5>\n<p>The researchers hypothesize that the large and growing database can be used to perform an array of tasks that users can leverage to accelerate the progress of any individual campaign. To explore the synergies associated with this vast database, this thrust will use unsupervised learning approaches to generate latent spaces of mechanical responses that allow for rapid learning. As the data available to these models will be orders of magnitude larger than what is available in a single campaign, these models can be correspondingly more sophisticated and data-intensive such as variational autoencoders.<\/p>\n<div class=\"bu_collapsible_container \" aria-live=\"polite\" data-customize-animation=\"false\"><h5 class=\"bu_collapsible\" aria-expanded=\"false\"tabindex=\"0\" role=\"button\">Thrust Leader<\/h5><div class=\"bu_collapsible_section\" style=\"display: none;\"><\/p>\n<p>\n\t<div class=\"profile-listing\">\n\t\t<ul class=\"advanced\">\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/emma-lejeune\/\">\n\t\t\t\t\t<figure><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2020\/06\/emma_lejeuene.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">Emma Lejeune<\/p>\n\t\t<p class=\"profile-title\">Junior Faculty Fellow (2020)<br \/>\r\nMechanical Engineering, ENG<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t<\/ul>\n\t<\/div><!--\/.profile-listing-->\n<\/p>\n<p><\/div>\n<\/div>\n\n<div class=\"bu_collapsible_container \" aria-live=\"polite\" data-customize-animation=\"false\"><h5 class=\"bu_collapsible\" aria-expanded=\"false\"tabindex=\"0\" role=\"button\">Core Faculty<\/h5><div class=\"bu_collapsible_section\" style=\"display: none;\"><\/p>\n<p>\n\t<div class=\"profile-listing\">\n\t\t<ul class=\"advanced\">\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/keith-brown\/\">\n\t\t\t\t\t<figure><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2025\/10\/KeithABrown_Boston-University.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">Keith A. Brown<\/p>\n\t\t<p class=\"profile-title\">Associate Professor (ME, MSE, Physics), ENG;<br \/>\r\nAssociate Chair for Graduate Programs (ME)<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/douglas-holmes\/\">\n\t\t\t\t\t<figure><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2024\/05\/sqr_dpholmes20161-600x600-1.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">Douglas Holmes<\/p>\n\t\t<p class=\"profile-title\">Professor of Mechanical Engineering (ME) and Material Science Engineering (MSE)<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/elise-morgan\/\">\n\t\t\t\t\t<figure><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2018\/03\/sqrME.Faculty.Morgan-1024x1024.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">Elise Morgan<\/p>\n\t\t<p class=\"profile-title\">Mechanical Engineering, ENG<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t\t\t\n<li class=\"has-title\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/harold-park\/\">\n\t\t\t\t\t<figure><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2019\/12\/H.Park_1_09.14.2018-700x700-636x636.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<p class=\"profile-name\">Harold Park<\/p>\n\t\t<p class=\"profile-title\">Professor, Mechanical Engineering, Materials Science &#038; Engineering, College of Engineering<\/p>\t<\/a>\n<\/li>\n\t\t\t\t\t<\/ul>\n\t<\/div><!--\/.profile-listing-->\n<\/p>\n<p><\/div>\n<\/div>\n\n<div class=\"bu_collapsible_container \" aria-live=\"polite\" data-customize-animation=\"false\"><h3 class=\"bu_collapsible\" aria-expanded=\"false\"tabindex=\"0\" role=\"button\">Events<\/h3><div class=\"bu_collapsible_section\" style=\"display: none;\"><strong><a href=\"https:\/\/www.bu.edu\/eng\/academics\/departments-and-divisions\/materials-science-engineering\/news-2\/125608-2\/materials-day-2025\/\" target=\"_blank\" rel=\"noopener noreferrer\">Material&#8217;s Day: Reimagining the Future of Materials Discovery: From Automation to Collaboration<\/a><br \/>\n<\/strong>Event Date: October 24, 2025<\/div>\n<\/div>\n\n<p><strong>How to get involved?<\/strong><\/p>\n<p><span>For program specific inquiries and questions, please contact FRP leader: <a href=\"mailto:brownka@bu.edu\"><strong>Keith A. Brown<\/strong><\/a>.<\/span><\/p>\n<p><span>Faculty interested in submitting a Focused Research Programs proposal are strongly encouraged to discuss their ideas with <a href=\"mailto:yannisp@bu.edu\" target=\"_blank\" rel=\"noopener noreferrer\">Yannis Paschalidis<\/a>, director of\u00a0the Hariri Institute for Computing.<\/span><\/p>\n<p><span>To learn more details about the Hariri Institute\u2019s Focused Research Programs,<\/span><span>\u00a0<\/span><a href=\"https:\/\/www.bu.edu\/hic\/how-to-get-involved\/for-faculty\/focused-research-programs\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span>visit here<\/span><\/a><span>.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Our Focus The goals of the From Self-Driving Labs (SDLs) to Community-Driven Labs FRP are to develop the digital infrastructure and basic science to transform SDLs into community-driven laboratories by establishing facile, safe, and efficient methods for external researchers to run experiments on autonomous systems. This work will convert isolated instruments into shared community resources [&hellip;]<\/p>\n","protected":false},"author":18802,"featured_media":0,"parent":0,"menu_order":125,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/pages\/32858"}],"collection":[{"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/users\/18802"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/comments?post=32858"}],"version-history":[{"count":16,"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/pages\/32858\/revisions"}],"predecessor-version":[{"id":40882,"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/pages\/32858\/revisions\/40882"}],"wp:attachment":[{"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/media?parent=32858"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}