Big Scientific Data Management: First International Conference, BigSDM 2018, Beijing, China, November 30 – December 1, 2018, Revised Selected Papers

Description

This book constitutes the refereed proceedings of the First International Conference on Big Scientific Data Management, BigSDM 2018, held in Beijing, Greece, in November/December 2018.

The 24 full papers presented together with 7 short papers were carefully reviewed and selected from 86 submissions. The topics involved application cases in the big scientific data management, paradigms for enhancing scientific discovery through big data, data management challenges posed by big scientific data, machine learning methods to facilitate scientific discovery, science platforms and storage systems for large scale scientific applications, data cleansing and quality assurance of science data, and data policies.

Table of Contents

1. Gravitational Waves: Detectors to Detections – Barry C. Barish
2. Big Data Challenges of FAST – Youling Yue, Di Li
3. CSSDC Big Data Processing and Applications in Space Science Missions – Yunlong Li, Jia Zhong, Fuli Ma, Ziming Zou
4. Information Services of Big Remote Sensing Data – Guojin He, Guizhou Wang, Tengfei Long, Huichan Liu, Weili Jiao, Wei Jiang et al.
5. Data Management in Time-Domain Astronomy: Requirements and Challenges – Chen Yang, Xiaofeng Meng, Zhihui Du, Zhiqiang Duan, Yongjie Du
6. AstroServ: A Distributed Database for Serving Large-Scale Full Life-Cycle Astronomical Data – Chen Yang, Xiaofeng Meng, Zhihui Du, JiaMing Qiu, Kenan Liang, Yongjie Du et al.
7. AstroBase: Distributed Long-Term Astronomical Database – Kenan Liang, Wei Guo, Lizhen Cui, Meng Xu, Qingzhong Li
8. An Efficient Parallel Framework to Analyze Astronomical Sky Survey Data – Xiaobin Ma, Zhihui Du, Yankui Sun, Andrei Tchernykh, Chao Wu, Jianyan Wei
9. Real-Time Query Enabled by Variable Precision in Astronomy – Yongjie Du, Xiaofeng Meng, Chen Yang, Zhiqiang Duan
10. Continuous Cross Identification in Large-Scale Dynamic Astronomical Data Flow – Zhiqiang Duan, Chen Yang, Xiaofeng Meng, Yongjie Du
11. Scientific Data Management and Application in High Energy Physics – Gang Chen, Yaodong Cheng
12. EventDB: A Large-Scale Semi-structured Scientific Data Management System – Wenjia Zhao, Yong Qi, Di Hou, Peijian Wang, Xin Gao, Zirong Du et al.
13. An Operator Library System for HEP Events Processing Based on Hbase Coprocessor – Zirong Du, Di Hou, Yong Qi
14. Event-Oriented Caching System for ROOT Data Analysis in HEP – Baoan Liu, Can Ma, Bing Li, Weiping Wang
15. Automated and Intelligent Data Migration Strategy in High Energy Physical Storage Systems – Zhenjing Cheng, Yaodong Cheng, Lu Wang, Qingbao Hu, Haibo Li, Qi Xu et al.
16. Using Hadoop for High Energy Physics Data Analysis – Qiulan Huang, Zhanchen Wei, Gongxing Sun, Yaodong Cheng, Zhenjing Cheng, Qingbao Hu
17. Cross-Domain Data Access System for Distributed Sites in HEP – Qi Xu, Zhenjing Cheng, Yaodong Cheng, Gang Chen
18. Multi-dimensional Index over a Key-Value Store for Semi-structured Data – Xin Gao, Yong Qi, Di Hou
19. Technology Dependency Graph (TDG): A Scientific Literature Mining Based Method for Technology Insight – Hui Gao, Wei Luo, Lin Gui, Ting Wang
20. PGCAS: A Parallelized Graph Clustering Algorithm Based on Spark – Dongjiang Liu, Jianhui Li
21. Query Associations Over Big Financial Knowledge Graph – Xiaofeng Ouyang, Liang Hong, Lujia Zhang
22. CMCloud: An Autonomous Monitoring System for Big Data Processing Platform – Zhonglei Fan, Mengru Xu, Jialin Xi, Donghai Li
23. Short-Timescale Gravitational Microlensing Events Prediction with ARIMA-LSTM and ARIMA-GRU Hybrid Model – Ying Sun, Zijun Zhao, Xiaobin Ma, Zhihui Du
24. Application of Blockchain Technology in Data Management: Advantages and Solutions – Liangming Wen, Lili Zhang, Jianhui Li
25. A Framework of Data Sharing System with Decentralized Network – Pengfei Wang, Wenjuan Cui, Jianhui Li
26. Agricultural Disease Image Dataset for Disease Identification Based on Machine Learning – Lei Chen, Yuan Yuan
27. SimbaQL: A Query Language for Multi-source Heterogeneous Data – Yuepeng Li, Zhihong Shen, Jianhui Li
28. Changing Data Policies in China: Implications for Enabling FAIR Data – Lili Zhang, Robert R. Downs, Jianhui Li
29. A Data Quality Evaluation Index for Data Journals – Lihua Kong, Yan Xi, Yangqin Lang, Yang Wang, Qingfei Zhang
30. Data Quality Transaction on Different Distributed Ledger Technologies – Chao Wu, Liyi Zhou, Chulin Xie, Yuhang Zheng, Jiawei Yu
31. Performance Analysis and Optimization of Alluxio with OLAP Workloads over Virtual Infrastructure – Xu Chang, Yongbin Liu, Zhanpeng Mo, Li Zha

Editors Biography

Jianhui Li, Wenjuan Cui

CNIC, CAS, Beijing, China

Xiaofeng Meng

Renmin University of China, Beijing, China

Ying Zhang

Centrum Wiskunde and Informatica, Amsterdam, The Netherlands

Zhihui Du

Tsinghua University, Beijing, China