Towards intelligent edge computing through reinforcement learning based offloading in public edge as a service.

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Title: Towards intelligent edge computing through reinforcement learning based offloading in public edge as a service.
Authors: Jalal A; Institute of Computing Science and Information Technology (ICSIT), University of Science and Technology, Bannu (UST Bannu), Bannu, Pakistan., Farooq U; Institute of Computing Science and Information Technology (ICSIT), University of Science and Technology, Bannu (UST Bannu), Bannu, Pakistan.; Heriot-Watt International Faculty, K. Zhubanov University, Aktobe, Kazakhstan.; Centre of Excellence for Artificial Intelligence, Multimedia University, Cyberjaya, Malaysia., Rabbi I; Institute of Computing Science and Information Technology (ICSIT), University of Science and Technology, Bannu (UST Bannu), Bannu, Pakistan.; Centre of Excellence for Artificial Intelligence, Multimedia University, Cyberjaya, Malaysia., Badshah A; Department of Software Engineering, University of Sargodha, Sargodha, Pakistan. afzalbadshahkhattak@gmail.com., Khan A; Institute of Computing Science and Information Technology (ICSIT), University of Science and Technology, Bannu (UST Bannu), Bannu, Pakistan.; University of Lakki Marwat, Lakki Marwat, Khyber Pakhtunkhwa, Pakistan., Alam MM; Faculty of Computing, Multimedia University, Cyberjaya, Malaysia.; Riphah International University, Islamabad, Pakistan., Su'ud MM; Faculty of Computing, Multimedia University, Cyberjaya, Malaysia. mazliham@mmu.edu.my.
Source: Scientific reports [Sci Rep] 2026 Feb 01; Vol. 16 (1), pp. 4355. Date of Electronic Publication: 2026 Feb 01.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE; PubMed not MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:2045-2322
DOI:10.1038/s41598-025-34308-5