{"title":"Automating Transfer of Robot Task Plans using Functorial Data Migrations","authors":"Angeline Aguinaldo, Evan Patterson, William Regli","doi":"arxiv-2406.15961","DOIUrl":null,"url":null,"abstract":"This paper introduces a novel approach to ontology-based robot plan transfer\nusing functorial data migrations from category theory. Functors provide\nstructured maps between domain types and predicates which can be used to\ntransfer plans from a source domain to a target domain without the need for\nreplanning. Unlike methods that create models for transferring specific plans,\nour approach can be applied to any plan within a given domain. We demonstrate\nthis approach by transferring a task plan from the canonical Blocksworld domain\nto one compatible with the AI2-THOR Kitchen environment. In addition, we\ndiscuss practical applications that may enhance the adaptability of robotic\ntask planning in general.","PeriodicalId":501135,"journal":{"name":"arXiv - MATH - Category Theory","volume":"82 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - MATH - Category Theory","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2406.15961","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
This paper introduces a novel approach to ontology-based robot plan transfer
using functorial data migrations from category theory. Functors provide
structured maps between domain types and predicates which can be used to
transfer plans from a source domain to a target domain without the need for
replanning. Unlike methods that create models for transferring specific plans,
our approach can be applied to any plan within a given domain. We demonstrate
this approach by transferring a task plan from the canonical Blocksworld domain
to one compatible with the AI2-THOR Kitchen environment. In addition, we
discuss practical applications that may enhance the adaptability of robotic
task planning in general.