Theme of ISGC 2021 is "Challenges in High Performance Data Analytics: Combining Approaches in HPC, HTC, Big Data and AI".
While the research data are becoming a real asset nowadays, it is an information and knowledge gained through thorough analysis that makes them so valuable. To process vast amounts of data collected, novel high performance data analytics methods and tools are needed, combining classical simulation oriented approaches, big data processing and advanced AI methods. Such a combination is not straightforward and needs novel insights at all levels of the computing environment – from the network and hardware fabrics through the operating systems and middleware to the platforms and software, not forgetting the security – to support data oriented research. Challenging use cases that apply difficult scientific problems are necessary to properly drive the evolution and also to validate such high performance data analytics environments.
Even we have to meet virtually, the goal of ISGC 2021 is still to offer a platform where individual communities and national representatives can present and share their contributions to the global puzzle and contribute thus to the solution of global challenge.
EDITORIAL BOARD
| Converging High Performance infrastructures: Supercomputers, clouds, accelerators |
| A possible solution for HEP processing on network secluded Computing Nodes PoS(ISGC2021)002 pdf |
| Enabling HPC systems for HEP: the INFN-CINECA Experience PoS(ISGC2021)003 pdf |
| HPC-Cloud-Big Data Convergent Architectures and Research Data Management: The LEXIS Approach PoS(ISGC2021)004 pdf |
| Deep Learning fast inference on FPGA for CMS Muon Level-1 Trigger studies PoS(ISGC2021)005 pdf |
| Architecture of Job Scheduling Simulator for Demand Response Based Resource Provisioning PoS(ISGC2021)006 pdf |
| Scalable computing in Java with PCJ Library. Improved collective operations PoS(ISGC2021)007 pdf |
| Data Management & Big Data |
| A Big Data Platform for heterogeneous data collection and analysis in large-scale data centres PoS(ISGC2021)008 pdf |
| Reinforcement Learning for Smart Caching at the CMS experiment PoS(ISGC2021)009 pdf |
| Earth/Environmental Sciences Applications |
| Air quality predictions of Ulaanbaatar using machine learning approach PoS(ISGC2021)012 pdf |
| Performance estimation of deep learning methods for change detection on satellite images with a low-power GPU PoS(ISGC2021)013 pdf |
| A new method for geomorphological studies and land cover classification using Machine Learning techniques PoS(ISGC2021)031 pdf attachments |
| Humanities, Arts & Social Sciences Applications |
| Serious Game Design For Playful Exploratory Urban Simulation PoS(ISGC2021)014 pdf |
| Machine Learning Infrastructure on the Frontier of Virtual Unwrapping PoS(ISGC2021)015 pdf |
| Concept of the Social Design in Public Spaces Practice – cases of Berlin and Taipei PoS(ISGC2021)016 pdf |
| Some study results of color changes depending on Mongolian environmental condition PoS(ISGC2021)017 pdf |
| Piloting Data Science Learning Platforms through the Development of Cloud-based interactive Digital Computational Notebooks PoS(ISGC2021)018 pdf |
| Exploring the awareness of health and life promotion from the differences in the lifestyles of young people before and during the epidemic PoS(ISGC2021)030 pdf |
| Infrastructure Clouds and Virtualisation |
| Machine Learning as a Service for High Energy Physics on heterogeneous computing resources PoS(ISGC2021)019 pdf |
| Distributed filesystems (GPFS, CephFS and Lustre-ZFS) deployment on Kubernetes/Docker clusters PoS(ISGC2021)020 pdf |
| Optimization of ICT Common Wealth Planning and Sharing based on Organic Economic Ecology and Theory of Knowledge Value Transformation ~ on case of open collaboration Framework PoS(ISGC2021)027 pdf |
| Network, Security, Infrastructure & Operations |
| Application of OMAT in HTCONDOR resource management PoS(ISGC2021)021 pdf |
| Feasibility study on MPTCP ACK via alternative path in real network environment PoS(ISGC2021)024 pdf |
| A comprehensive security operation center based on big data analytics and threat intelligence PoS(ISGC2021)028 pdf |
| Making Identity Assurance and Authentication Strength Work for Federated Infrastructures PoS(ISGC2021)029 pdf |
| Physics & Engineering Applications |
| Using Natural Language Processing to Extract Information from Unstructured code-change version control data: lessons learned PoS(ISGC2021)025 pdf |