• 2760 Citations
19962020

Research output per year

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Personal profile

Research Interests

Parallel and distributed file I/O and storage system design; data management for large-scale scientific applications; computational model design for large-scale applications on parallel and distributed environment; data mining algorithm design and their parallelization; software development for Parallel netCDF.

Education/Academic qualification

Computer and Information Science, PhD, Syracuse University

… → 1999

Applied Mathematics, BS, National Chung Hsing University

… → 1988

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Grants

  • Research Output

    Open Access
  • Improving MPI Collective I/O for High Volume Non-Contiguous Requests with Intra-Node Aggregation

    Kang, Q., Lee, S., Hou, K., Ross, R., Agrawal, A., Choudhary, A. & Liao, W. K., Nov 1 2020, In : IEEE Transactions on Parallel and Distributed Systems. 31, 11, p. 2682-2695 14 p., 9109678.

    Research output: Contribution to journalArticle

  • Learning to Predict Crystal Plasticity at the Nanoscale: Deep Residual Networks and Size Effects in Uniaxial Compression Discrete Dislocation Simulations

    Yang, Z., Papanikolaou, S., Reid, A. C. E., Liao, W. K., Choudhary, A. N., Campbell, C. & Agrawal, A., Dec 1 2020, In : Scientific reports. 10, 1, 8262.

    Research output: Contribution to journalArticle

    Open Access
  • A real-time iterative machine learning approach for temperature profile prediction in additive manufacturing processes

    Paul, A., Mozaffar, M., Yang, Z., Liao, W. K., Choudhary, A., Cao, J. & Agrawal, A., Oct 2019, Proceedings - 2019 IEEE International Conference on Data Science and Advanced Analytics, DSAA 2019. Singh, L., De Veaux, R., Karypis, G., Bonchi, F. & Hill, J. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 541-550 10 p. 8964151. (Proceedings - 2019 IEEE International Conference on Data Science and Advanced Analytics, DSAA 2019).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Communication-Efficient Parallelization Strategy for Deep Convolutional Neural Network Training

    Lee, S., Agrawal, A., Balaprakash, P., Choudhary, A. N. & Liao, W-K., Feb 8 2019, Proceedings of MLHPC 2018: Machine Learning in HPC Environments, Held in conjunction with SC 2018: The International Conference for High Performance Computing, Networking, Storage and Analysis. Institute of Electrical and Electronics Engineers Inc., p. 47-56 10 p. 8638635. (Proceedings of MLHPC 2018: Machine Learning in HPC Environments, Held in conjunction with SC 2018: The International Conference for High Performance Computing, Networking, Storage and Analysis).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution