TY - JOUR
T1 - Beyond von Neumann in the Computing Continuum
T2 - Architectures, Applications, and Future Directions
AU - Kimovski, Dragi
AU - Saurabh, Nishant
AU - Jansen, Matthijs
AU - Aral, Atakan
AU - Al-Dulaimy, Auday
AU - Bondi, Andre B.
AU - Galletta, Antonino
AU - Papadopoulos, Alessandro V.
AU - Iosup, Alexandru
AU - Prodan, Radu
N1 - Publisher Copyright:
© 1997-2012 IEEE.
PY - 2024/5
Y1 - 2024/5
N2 - 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.
AB - 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.
KW - Artificial intelligence
KW - Computational modeling
KW - Computer architecture
KW - Distributed databases
KW - Internet
KW - Neurons
KW - Quantum computing
UR - http://www.scopus.com/inward/record.url?scp=85166765027&partnerID=8YFLogxK
U2 - 10.1109/MIC.2023.3301010
DO - 10.1109/MIC.2023.3301010
M3 - Article
AN - SCOPUS:85166765027
SN - 1089-7801
VL - 28
SP - 6
EP - 16
JO - IEEE Internet Computing
JF - IEEE Internet Computing
IS - 3
ER -