The annual ISGC virtual conference will be held from 21 to 25 March of 2022. 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.
EDITORIAL BOARD
| Physics (including HEP) and Engineering Applications Session |
| Machine Learning inference using PYNQ environment in a AWS EC2 F1 Instance PoS(ISGC2022)001 pdf |
| Quantum Computing and Simulation Platform for HEP at IHEP PoS(ISGC2022)002 pdf |
| Exploiting INFN-Cloud to implement a Cloud solution to support the CYGNO computing model PoS(ISGC2022)021 pdf |
| Development of a Scout Job Framework for Improving Efficiency of Analysis Jobs in Belle II Distributed Computing System PoS(ISGC2022)029 pdf |
| Study for jet flavor tagging by using machine learning PoS(ISGC2022)031 pdf |
| Earth & Environmental Sciences & Biodiversity Applications Session |
| Downscaling of precipitation over the Taiwan region by a conditional Generative Adversarial Network PoS(ISGC2022)004 pdf |
| Data Management & Big Data Session |
| Exploiting Big Data solutions for CMS computing operations analytics PoS(ISGC2022)006 pdf |
| Long-term Storage Achieves of IHEP: From CASTOR to EOSCTA PoS(ISGC2022)007 pdf |
| Open-source and cloud-native solutions for managing and analyzing heterogeneous and sensitive clinical Data PoS(ISGC2022)022 pdf |
| Virtual Research Environment (VRE) |
| Data Analysis Integrated Software System in IHEP, design and implementation PoS(ISGC2022)028 pdf |
| Infrastructure Clouds and Virtualizations Session |
| Cloud native approach for Machine Learning as a Service for High Energy Physics PoS(ISGC2022)012 pdf |
| Implementation of CMSWEB Services Deployment Procedures using HELM PoS(ISGC2022)013 pdf |
| Running Fermi-LAT analysis on Cloud: the experience with DODAS with EGI-ACE Project PoS(ISGC2022)023 pdf |
| Network, Security, Infrastructure & Operations Session |
| Caching for dataset-based workloads with heterogeneous file sizes PoS(ISGC2022)009 pdf |
| Supporting Multiple Concurrent Usage Patterns on the HTCondor-Based HTC Computing System at IHEP PoS(ISGC2022)010 pdf |
| Operation and maintenance analysis platform at IHEP PoS(ISGC2022)011 pdf |
| Malicious Traffic Detection with Class Imbalanced Data Based on Coarse-grained Labels PoS(ISGC2022)030 pdf |
| Converging High Performance Computing Infrastructures: Supercomputers, clouds, accelerators Session |
| Large Scale ARM Computing Cluster and its Application in HEP PoS(ISGC2022)015 pdf |
| Artificial Intelligence Session |
| Application of transfer learning to event classification in collider physics PoS(ISGC2022)016 pdf |
| Sparse-view CT reconstruction based on fusion learning in hybrid domain PoS(ISGC2022)017 pdf attachments |
| Reinforce-lib: A Reinforcement Learning Library for Scientific Research PoS(ISGC2022)018 pdf |
| Software defect prediction: A study on software metrics using statistical and machine learning methods PoS(ISGC2022)020 pdf |
| A Weakly-supervised Method for Encrypted Malicious Traffic Detection PoS(ISGC2022)027 pdf |