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PUBLICATIONS

Journal Articles:

  1. Lei Huang, Xishuang Dong, and T. Edward Clee, "A scalable deep learning platform for identifying geologic features from seismic attributes." The Leading Edge, published in Vol. 36 no. 3 pp. 249-256, April 2017

  2. Yuzhong Yan, Mahsa Hanifi, Liqi Yi, Lei Huang, “Building a productive domain-specific cloud for big data processing and analytics service,” Journal of computer and communications, Vol. 3, No. 5, pp. 107-117, 2015, DOI: 10.4236/jcc.2015.35014

  3. Lei Huang and Yonggao Yang, “Facilitating education using cloud computing infrastructure.” Journal of Computer Sciences in Colleges, published in Vol. 28, Issue 4, April 2013, pp. 19-25.

  4. Haoqiang Jin, Rupak Biswas, Dennis Jespersen, Piyush Mehrotra, Lei Huang, and Barbara Chapman, "High Performance Computing Using MPI and OpenMP on Multi-core Parallel Systems", Parallel Computing, Volume 37, Issue 9, pp. 562-575, September 2011

  5. Lei Huang, Haoqiang Jin, Barbara Chapman, and Liqi Yi, ``Enabling Locality-Aware Computations in OpenMP'', Journal of Scientific Computing, Volume 18, Issue 3-4, pp. 169-181, 2010

  6. Barbara Chapman, and Lei Huang, "Enhancing OpenMP and Its Implementation for Programming Multicore Systems", Parallel Computing: Architectures, Algorithms and Applications, volume 38, pp. 3-18, 2008

  7. H. Jin, B. Chapman, L. Huang, D. an Mey, and T. Reichstein. ``Performance Evaluation of a Multi-Zone Application in Different OpenMP Approaches.'', International Journal of Parallel Computing, volume 36, number 3, pp. 312-325, 2008

  8. Lei Huang, Barbara Chapman, and Zhenying Liu, "Towards a More Efficient Implementation of OpenMP for Clusters via Translation to Global Arrays", Journal of Parallel Computing, Volume 31, Issues 10-12, pp.1114-1139, October-December 2005

  9. L. Huang, B. Chapman, and R.A. Kendall, "OpenMP on distributed memory via global arrays", Parallel Computing - Software Technology, Algorithms, Architectures and Applications, Volume 13, series "Advances in Parallel Computing", pp. 795-802, 2004

Conference Papers:

  1. Lei Huang, Daniel Vrinceanu, Yunjiao Wang, Nalinda Kulathunga, and Nishath Ranasinghe. Discovering nonlinear dynamics through scientificmachine learning. In Kohei Arai, editor, Intelligent Systems and Applications, pages 261–279, Cham, 2022. Springer International Publishing.

  2. Lei Huang, Edward Clee, and Nishath Ranasinghe, "Improving Seismic Wave Simulation and Inversion Using Deep Learning." The Smoky Mountains Computational Sciences & Engineering Conference 2020, Aug. 26-28, 2020, Virtual Conference.

  3. Ted Clee and Lei Huang, "Solving Wave Equations and Seismic Inversion Using Deep Learning Platform",  2020 Rice Oil & Gas HPC Conference, March 2-3, 2020, Houston, TX

  4. Hao Zheng, Lei Huang, Bidur Bohara, Mike Heck, ``Big Seismic Data Visualization on Cloud: A Case Study Collaborating with Industry."  2020 Conference for Industry and Education Collaboration (CIEC), Jan. 29-31, 2020, Orlando, FL

  5. Ranasinghe, N. R., Huang L., Clee T., and Kemp J, A machine learning approach to discriminate between explosions and earthquakes, the American Geophysical Union Fall Meeting (AGU 2019), Dec. 9-13, 2020, San Francisco, CA

  6. N.R. Ranasinghe, L. Huang, Y. Wang, D. Vrinceanu, N. Kulathunga, and Y. Yang, ``A Convolutional Neural Network (CNN) Approach to Seismic Event Discrimination." 2019 SAGE/GAGE Workshop: Earth in 4D: Bridging the Timescales in Dynamic Earth Processes, Portland, OR, Oct. 9-11, 2019

  7. Yongxiang Shi, Lei Huang, Xishuang Dong, Tao Liu, and Jieyuan Ning, Application of Fully Convolutional Neural Network on Fault Detection, AGU 2018, Washington D.C., Dec. 10-14, 2018, Web Link

  8. Lei Huang, Generate Big Data to Enable Deep Learning for Seismic Inversion, Rice Data Science Conference 2018, Houston, TX, October 8-9, 2018

  9. Lei Huang, Miguel Polanco, Ted Clee, Initial Experiments on Improving Seismic Data Inversion with Deep Learning, 2018 New York Scientific Data Summit (NYSDS 2018): Data-Driven Discovery in Science and Industry, New York, August 6-9, 2018, DOI: 10.1109/NYSDS.2018.8538956

  10. Yongxiang Shi, Lei Huang, Xishuang Dong, Jieyuan Ning, A Convolutional Neural Network Application for Faults Detection, the 4th International Conference on Continental Earthquakes (ICCE), Chengdu, China, May 12-14, 2018

  11. Lei Huang, Xishuang Dong, Deep Learning Research for Geological Subsurface Classifications, the PSAAPG Convention 2018, Bakersfield, CA, April 22-25, 2018

  12. Lei Huang, Darshita Mistry, Xishuang Dong, Distributed Generative Adversarial Networks for Synthetic Seismic Data Generation, 2018 Oil & Gas HPC Conference,  Houston, TX, March 12-13, 2018

  13. Darshita Mistry, Yi Zhu, and Lei Huang, "Scalable Intelligent Oilfield Streaming Data Analytics Platform." The Fifth Digital Oilfield Summit Forum & International Academic Conference (DOSFIAC 2017), Qingdao, China, Oct 16-18, 2017

  14. Jack B. Dennis, Lei Huang, Willie Lim, Hsiang-Huang Wu, and Yuzhong Yan, "Implementing Deep Neural Networks on Fresh Breeze." International Conference on Parallel Computing 2017 (Parco 2017), Bologna, Italy, September 12-15, 2017

  15. Chao Chen, Yuzhong Yan, Lei Huang, Lijun Qian, "Implementing a Distributed Volumetric Data Analytics Toolkit on Apache Spark." 2017 New York Scientific Data Summit (NYSDS 2017): Data-Driven Discovery in Science and Industry, New York, August 6-9, 2017. 

  16. Lei Huang, Xishuang Dong, Yuzhong Yan and T. Edward Clee, "Applying Deep Learning on a GPU-based Cluster for Seismic Volume Interpretation with Spark and TensorFlow." 2017 Oil & Gas HPC Conference,  Houston, TX, March 15-16, 2017

  17. Xishuang Dong, Lijun Qian, Yi Guan, Lei Huang, Qiubin Yu, Jinfeng Yang, "A Multiclass Classification Method Based on Deep Learning for Named Entity Recognition in Electronic Medical Records." 2016 New York Scientific Data Summit (NYSDS), New York, August 14-17, 2016.

  18. Yuzhong Yan, Nicholas Del Rio, Timothy Lebo, Lei Huang and Lijun Qian, “Performance Evaluation of Big RDF Data on Cassandra”, the First Workshop of Mission-Critical Big Data Analytics 2016, May 16-17, Prairie View, TX

  19. Lei Huang, Yuzhong Yan, Chao Chen and T. E. Clee, “Applying Big Data Analytics to Seismic Interpretation,” the 2016 Rice Oil & Gas HPC Conference, Houston, TX, March 2-3, 2016

  20. Chao Chen , Yuzhong Yan , Xishuang Dong and Lei Huang, “A Scalable and Productive Workflow-based Cloud Platform for Big Data Analytics,” 2016 IEEE International Conference on Big Data Analysis, (ICBDA 2016) Hangzhou, China, March 12-14, 2016

  21. Yuzhong Yan, Chao Chen, Lei Huang, “A Productive Cloud Computing Platform Research for Big Data Analytics”, In Proc. of IEEE CloudCom 2015, Nov 30-Dec 3, Vancouver, Canada

  22. Yuzhong Yan, Lei Huang, Liqi Yi, “Is Apache Spark scalable to seismic data analytics and computations?” 2015 IEEE International Conference on Big Data, Oct. 29 – Nov. 1, Santa Clara, CA, 2015

  23. Suxia Cui, Lin Li, Lei Huang, Yonghui Wang, “Enhance Computing Curricula with High Performance Computing Teaching and Research,” In Proc. of 122nd ASEE Annual Conference & Exposition, June 14-17, 2015, Seattle, WA

  24. Yuzhong Yan, Lei Huang, ``Large-scale Image Processing Research Cloud", In Proc. of Fifth International Conference on Cloud Computing, GRIDs, and Virtualization (Cloud Computing 2014), May 25 - 29, 2014, Venice, Italy

  25. Lei Huang, Sunita Chandrasekaran, Eric Stotzer, Barbara Chapman, and Hangjun Yi, "Parallelizing Ultrasound Image Processing using OpenMP on Multicore Embedded Systems" Proceeding of IEEE GHTCE conference: Nov 18-20, 2012, Shenzhen, China.

  26. Lei Huang, and Yonggao Yang, “NSF/TCPP Early Adopter: Introducing Parallel and Distributed Computing to Minority Undergraduates”, In Proceedings of  the Fourth NSF/TCPP Workshop on Parallel and Distributed Computing Education  (EduPar-12), May 21, 2012, Shanghai, China. 

  27. Li Lin, Zhang Yongpeng, Huang Lei, “Engineering Laboratory Enhancement through Cloud Computing,” Proceedings of American Society of Engineering Education (ASEE) Annual Conference, June 10-13, 2012, San Antonio, TX

  28. Dongni Han, Shixiong Xu, Li Chen, and Lei Huang, "PADS: A Pattern-Driven Stencil Compiler-Based Tool for Reuse of Optimizations on GPGPUs," Proceeding of the ICPADS Conference: The 17th IEEE International Conference on Parallel and Distributed Systems, December 8-9, 2011, Tainan, Taiwan.

  29. Lei Huang, Deepak Eachempati, Marcus W. Hervey, and Barbara Chapman. ``Exploiting Global Optimizations for OpenMP Programs in the OpenUH Compiler'', PPOPP'09

  30. Barbara Chapman, Lei Huang, Eric Biscondi, Eric Stotzer, Ashish Shrivastava, and Alan Gatherer, ``Implementing OpenMP on a high performance embedded multicore MPSoC'', In IPDPS'09: Proceeding of the 2009 IEEE International Symposium on Parallel & Distributed Processing, pages 1-8, Washington, DC, USA, 2009. IEEE Computer Society.

  31. Cody Addison, James LaGrone, Lei Huang, and Barbara Chapman. ``OpenMP 3.0 tasking implementation in OpenUH.'' In Open64 Workshop at CGO 2009, In Conjunction with the International Symposium on Code Generation and Optimization (CGO), Boston, MA, April 2009.

  32. Oscar Hernandez, Lei Huang, Barbara Chapman, Danesh Tafti, and Pradeep Gopalkrishnan, "Experience of Tuning an OpenMP Application on Large Scale Systems". In Workshop on Architectures and Languages for Throughput Applications (ALTA 2008), in conjunction with the 2008 International Symposium on Computer Architecture (ISCA-35), Beijing, China, June 2008

  33. Lei Huang, Deepak Eachempati, Marcus W. Hervey, and Barbara Chapman. "Extending global optimizations in the OpenUH compiler for OpenMP". In Open64 Workshop at CGO 2008, In Conjunction with the International Symposium on Code Generation and Optimization (CGO), Boston, MA, April 2008

  34. Lei Huang, Girija Sethuraman, and Barbara Chapman, "Parallel Data Flow Analysis for OpenMP Programs". International Workshop on OpenMP (IWOMP 2007), Beijing, China, June 2007

  35. Haoqiang Jin, Barbara Chapman, and Lei Huang, "Performance Evaluation of a Multi-Zone Application in Different OpenMP Approaches". International Workshop on OpenMP (IWOMP 2007) (BEST PAPER AWARD), Beijing, China, June 2007

  36.  Deepak Eachempati, Lei Huang, and Barbara M. Chapman, ``Strategies and Implementation for Translating OpenMP Code for Clusters,'' IEEE International Conference on High Performance Computing and Communications (HPCC 2007), pp.420-431, Houston, TX

  37. Lei Huang, Barbara Chapman and Chunhua Liao, "An Implementation and Evaluation of Thread Subteam for OpenMP Extensions". Workshop on Programming Models for Ubiquitous Parallelism (PMUP 06), Seattle, WA, September 2006

  38. Barbara M. Chapman, Lei Huang, Haoquiang Jin, Gabriele Jost, and Bronis R. de Supinski, "Support Toward Enhancing OpenMP's Work-Sharing Directives", Euro-Par, 2006

  39. Barbara M. Chapman, Lei Huang, Haoquiang Jin, Gabriele Jost, and Bronis R. de Supinski, "Support for Flexibility and User Control of Worksharing in OpenMP", NASA Advanced Supercomputing(NSA) Technical Report NAS-05-015, October 2005

  40. Chunhua Liao, Zhenying Liu, Lei Huang, and Barbara Chapman. "Evaluating OpenMP on Chip Multithreading Platforms". First International Workshop on OpenMP, IWOMP 2005. Eugene, Oregon USA. June 1-4, 2005

  41. Zhenying Liu, Lei Huang, Barbara Chapman, and T.-H.Weng, "Efficient Implementation of OpenMP for Clusters with Implicit Data Distribution," in Workshop on OpenMP Applications and Tools (WOMPAT 2004), Houston, TX, 2004.

  42. Lei Huang, Barbara Chapman, Zhenying Liu and Ricky Kendall, "Efficient Translation of OpenMP to Distributed Memory", Proc. of International Conference on Computational Science (ICCS 2004), LNCS Series, Springer Verlag 2004.

  43. Lei Huang, Barbara Chapman and Ricky Kendall, "OpenMP for Clusters," Proceedings of the Fifth European Workshop on OpenMP (EWOMP'03), Aachen, Germany September 22-26, 2003

  44. Lei Huang, Barbara Chapman and Ricky Kendall, "OpenMP on Distributed Memory via Global Arrays," Parallel Computing 2003 (ParCo2003), Dresden, Germany, September 2-5, 2003.

  45. Zhenying Liu, Barbara Chapman, Yi Wen, Lei Huang, Tien-hsiung Weng, Oscar Hernandez. "Analyses for the Translation of OpenMP Codes into SPMD Style with Array Privatization," WOMPAT'2003, Workshop on OpenMP Applications and Tools. Toronto, LNCS 2716, Spring Verlag, pp.26-41, 2003

  46. Barbara Chapman, Oscar Hernandez, Lei Huang, Tien-hsiung Weng, Zhenying Liu, Laksono Adhianto, Yi Wen, "Dragon: An Open64-Based Interactive Program Analysis Tool for Large Applications," Proceedings of the 4th International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT '03).

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 Other Presentations and Posters

 

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