Beyond Von Neumann in the Computing Continuum: Architectures, Applications, and Future DirectionsShow others and affiliations
2024 (English)In: IEEE Internet Computing, ISSN 1089-7801, E-ISSN 1941-0131, Vol. 28, no 3, p. 6-16Article in journal (Refereed) Published
Abstract [en]
The article discusses emerging non-von Neumann computer architectures and their integration in the computing continuum for supporting modern distributed applications, including artificial intelligence, big data, and scientific computing. It provides a detailed summary of available and emerging non-von Neumann architectures, which range from power-efficient single-board accelerators to quantum and neuromorphic computers. Furthermore, it explores their potential benefits for revolutionizing data processing and analysis in various societal, science, and industry fields. The article provides a detailed analysis of the most widely used class of distributed applications and discusses the difficulties in their execution over the computing continuum, including communication, interoperability, orchestration, and sustainability issues.
Place, publisher, year, edition, pages
IEEE COMPUTER SOC , 2024. Vol. 28, no 3, p. 6-16
Keywords [en]
Computer architecture, Quantum computing, Computational modeling, Internet, Artificial intelligence, Neurons, Distributed databases
National Category
Computer Sciences
Identifiers
URN: urn:nbn:se:mdh:diva-67674DOI: 10.1109/MIC.2023.3301010ISI: 001241577900007Scopus ID: 2-s2.0-85166765027OAI: oai:DiVA.org:mdh-67674DiVA, id: diva2:1873939
2024-06-192024-06-192024-06-19Bibliographically approved