Scheduling based on data validity in collaborative artificial intelligence of things

Scheduling based on data validity in collaborative artificial intelligence of things | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article Scheduling based on data validity in collaborative artificial intelligence of things Ruiying Zhu, Linan Ye, Dongbo Zhang, Lu Xiong This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-7656944/v1 This work is licensed under a CC BY 4.0 License Status: Under Review Version 1 posted 3 You are reading this latest preprint version Abstract More and more researchers are paying attention to the research of industrial big data scheduling process in collaborative artificial intelligence of things (abbreviated as AIoT). However, there exists jitters in the process of data synchronization and interaction in the system, which leads to the failure of update transaction transmission, and the sensor data cannot be upload into the database. Therefore, The following key problems must can be considered. One is to reduce the runtime workload of transactions and data communication. The other one is to consider that when the transaction load demand of the system is distributed to different nodes, the tasks on each node need to communicate with each other during execution, and the jitters in the transmission cannot be ignored. The proposed method IMJB-EDF can solve the problems. The experimental results show that compared to the existing methods, the proposed method has better performance in transaction acceptance ratio, run-time load demand, and transaction aging. Artificial Intelligence of Things Network delay Real-Time Data Industrial Big Data Process Full Text Cite Share Download PDF Status: Under Review Version 1 posted Reviewers agreed at journal 11 Feb, 2026 Reviewers invited by journal 10 Feb, 2026 First submitted to journal 19 Sep, 2025 You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-7656944","acceptedTermsAndConditions":true,"allowDirectSubmit":false,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":589041863,"identity":"8c821294-91e5-4b1d-8aba-6c1fac03e355","order_by":0,"name":"Ruiying Zhu","email":"","orcid":"","institution":"Software Engineering Institute of Guangzhou","correspondingAuthor":false,"prefix":"","firstName":"Ruiying","middleName":"","lastName":"Zhu","suffix":""},{"id":589041864,"identity":"f6d1ba80-b81f-4e7c-8014-e3d2e2609b6d","order_by":1,"name":"Linan Ye","email":"","orcid":"","institution":"South China Normal University","correspondingAuthor":false,"prefix":"","firstName":"Linan","middleName":"","lastName":"Ye","suffix":""},{"id":589041865,"identity":"c0ab07a2-aaef-415a-8019-d5969a8dd1c9","order_by":2,"name":"Dongbo Zhang","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA6UlEQVRIie2RMQrCUAxAUz60y1fXll7iiyAOpb1Ky4dODh7AIVKoizj3GB5BDeriAQp2EATngiAOIlZB3No/Cv43JATyCEkANJpfJAdgr9xhRnIsheerK840SbvZKJbqitjv0OXl2sAmo31AdhmNCx/zCHueWDKwaLOoU5xiCb1se5aTLMLTUBRt4HGc1ykiD0FykySzqylDcWZg836jQvxB0qwUdyDIQAXFSFop+Zyv0AUVpdqFsdacQtuapN2ZiKXZtMv7YvxKQUDW6Xi7e37Hom2tUr29fMUIP7VZ3/4lUG3UaDSaP+QJJ/xP5Q4GRJYAAAAASUVORK5CYII=","orcid":"https://orcid.org/0000-0002-8940-7784","institution":"Guangdong Polytechnic of Industry and Commerce","correspondingAuthor":true,"prefix":"","firstName":"Dongbo","middleName":"","lastName":"Zhang","suffix":""},{"id":589041866,"identity":"a2acc93a-23df-4d4c-a67c-4f7a48356209","order_by":3,"name":"Lu Xiong","email":"","orcid":"","institution":"Zhongkai University of Agriculture and Engineering","correspondingAuthor":false,"prefix":"","firstName":"Lu","middleName":"","lastName":"Xiong","suffix":""}],"badges":[],"createdAt":"2025-09-19 09:28:25","currentVersionCode":1,"declarations":"","doi":"10.21203/rs.3.rs-7656944/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-7656944/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":102747099,"identity":"8044b69c-84ba-4eaf-91c9-d4e8bd866631","added_by":"auto","created_at":"2026-02-16 09:03:51","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":629032,"visible":true,"origin":"","legend":"","description":"","filename":"SchedulingbasedondatavalidityforcollaborativeAIoT.pdf","url":"https://assets-eu.researchsquare.com/files/rs-7656944/v1_covered_ea012f62-a780-4675-98d3-138e2b4979a5.pdf"}],"financialInterests":"","formattedTitle":"Scheduling based on data validity in collaborative artificial intelligence of things","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":false,"hideJournal":false,"highlight":"","institution":"","isAcceptedByJournal":false,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":true,"isPdf":true,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"soft-computing","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":false,"externalIdentity":"soco","sideBox":"Learn more about [Soft Computing](https://www.springer.com/journal/500)","snPcode":"500","submissionUrl":"https://submission.nature.com/new-submission/500/3","title":"Soft Computing","twitterHandle":"","acdcEnabled":true,"dfaEnabled":true,"editorialSystem":"em","reportingPortfolio":"Springer Hybrid","inReviewEnabled":true,"inReviewRevisionsEnabled":false},"keywords":"Artificial Intelligence of Things, Network delay, Real-Time Data, Industrial Big Data Process","lastPublishedDoi":"10.21203/rs.3.rs-7656944/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-7656944/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003eMore and more researchers are paying attention to the research of industrial big data scheduling process in collaborative artificial intelligence of things (abbreviated as AIoT). However, there exists jitters in the process of data synchronization and interaction in the system, which leads to the failure of update transaction transmission, and the sensor data cannot be upload into the database. Therefore, The following key problems must can be considered. One is to reduce the runtime workload of transactions and data communication. The other one is to consider that when the transaction load demand of the system is distributed to different nodes, the tasks on each node need to communicate with each other during execution, and the jitters in the transmission cannot be ignored. The proposed method IMJB-EDF can solve the problems. 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