Large-Scale AI in Classical HPC Environment and AI for Science

In this topical collection (11 articles)

1. 

   Regular Paper

   Improvement of AI forecast of gridded PM2.5 forecast in China through ConvLSTM and Attention

   Pei Liu, Erlin Yao, Tao Liu, Lei Kong… Pages 104-119

2. Editorial

   Editorial for the special issue on large-scale AI in classical HPC environment and AI for science

   Wei Xue, Haohuan Fu, Weile Jia… Pages 221-223

   Download PDF (388KB) View Article

3. 

   Regular Paper

   Establishing high performance AI ecosystem on Sunway platform

   Sha Liu, Jie Gao, Xin Liu, Zeqiang Huang… Pages 224-241

4. 

   Regular Paper

   Improving bioinformatics applications performance via active storage systems

   Zhiyang Ding, Xiao Qin, Shu Yin Pages 242-251

5. 

   Regular Paper

   Communication-avoiding kernel ridge regression on parallel and distributed systems

   Yang You, Jingyue Huang, Cho-Jui Hsieh… Pages 252-270

6. 

   Regular Paper

   VPC: Pruning connected components using vector-based path compression for Graph500

   Hao Bai, Xinbiao Gan, Tianjing Xu… Pages 271-285

7. 

   Regular Paper

   Implementing LU and Cholesky factorizations on artificial intelligence accelerators

   Yuechen Lu, Yuchen Luo, Haocheng Lian… Pages 286-297

8. 

   Regular Paper

   Recent advance in machine learning for partial differential equation

   Ka Chun Cheung, Simon See Pages 298-310

9. 

   Regular Paper

   Predicting bladder cancer prognosis by integrating multi-omics data through a transfer learning-based Cox proportional hazards network

   Hua Chai, Zhongyue Zhang, Yi Wang… Pages 311-319

10. 

    Review Paper

    Challenges and opportunities for a hybrid modelling approach to earth system science

    Simon See, Jeff Adie Pages 320-329

11. 

    Review Paper

    Computing infrastructure construction and optimization for high-performance computing and artificial intelligence

    Yun Su, Jipeng Zhou, Jiangyong Ying… Pages 331-343