HPC, Big Data, and AI Convergence Towards Exascale: Challenge and Vision
Editat de Olivier Terzo, Jan Martinovičen Limba Engleză Paperback – 29 ian 2024
All the chapters in this book pave the road to new generation of technologies, support their development and, in addition, verify them on real-world problems. The readers will find this book useful because it provides an overview of currently available technologies that fit with the concept of unified Cloud-HPC-Big Data-AI applications and presents examples of their actual use in scientific and industrial applications.
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Specificații
ISBN-13: 9781032009919
ISBN-10: 1032009918
Pagini: 322
Ilustrații: 186
Dimensiuni: 156 x 234 x 21 mm
Greutate: 0.47 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
ISBN-10: 1032009918
Pagini: 322
Ilustrații: 186
Dimensiuni: 156 x 234 x 21 mm
Greutate: 0.47 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Public țintă
Academic and Professional Practice & DevelopmentNotă biografică
Olivier Terzo is currently the Head of the ACA Advance Computing and Applications Research Area with a staff of 16 Reseaerchers at the LINKS Foundation Research Center (Italy).Jan Martinovic is currently the Head of the Advanced Data Analysis and Simulations Lab at IT4Innovations National Supercomputing Center.
Cuprins
1. Towards the Convergence of High-Performance Computing, Cloud, and Big Data Domains. 2. The LEXIS Platform for Distributed Workflow Execution and Data Management. 3. Enabling the HPC and Artificial Intelligence Cross-Stack Convergence at the Exascale Level. 4. Data System and Data Management in a Federation of HPC/Cloud Centers. 5. Distributed HPC Resources Orchestration for Supporting Large-Scale Workflow Execution. 6. Advanced Engineering Platform Supporting CFD Simulations of Aeronautical Engine Critical Parts. 7. Event-Driven, Time-Constrained Workflows: An Earthquake and Tsunami Pilot. 8. Exploitation of Multiple Model Layers Within LEXIS Weather and Climate Pilot. 9. Data Convergence for High-Performance Cloud. 10. The DeepHealth HPC Infrastructure: Leveraging Heterogenous HPC and Cloud Computing Infrastructures for IA-Based Medical Solutions. 11. Applications of AI and HPC in Health Domain. 12. CYBELE: On the Convergence of HPC, Big Data Services, and AI Technologies. 13. CYBELE: A Hybrid Architecture of HPC and Big Data for AI Applications in Agriculture. 14. European Processor Initiative: Europe's Approach to Exascale Computing.
Descriere
This book provides an updated vision on the most advanced computing, storage, and interconnection technologies, that are at basis of convergence among the HPC, Cloud, Big Data, and AI domains. It gives an insight on challenges faced by integrating such technologies and in achieving performance targets towards the exascale level.