Areas of Interest

Data science, artificial intelligence, applied machine learning, high performance and energy efficient computing.

Education

2007-2012: Ph.D., Computer Science, University of Florida
1996-1998: M.Tech., Computer Science and Data Processing, Indian Institute of Technology, Kharagpur
1991-1996: Integrated M.Sc., Mathematics, Indian Institute of Technology, Kharagpur

Work Experience

2017-Present: Research Assistant Scientist, CISE, UF
2012-2016: Postdoctoral Research Associate, CISE, UF
2007-2012: Research and Teaching Assistant, CISE, UF
2003-2006: Sr. Software Engineer, Sequence Design, USA
1998-2003: Principal Engineer, Interra Systems, Kolkata, India

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Book

• T. Banerjee, X. Huang, A, Wu, K. Chen, A. Rangarajan, and S. Ranka. 2023. Video Based Machine Learning for Traffic Intersections. CRC Press. Under production. [Manuscript link] [Amazon link]

Book Chapter

• T. Banerjee and S. Sahni, Green TCAM-based Internet Routers, Handbook of Energy Aware and Green Computing, Chapman-Hall/CRC Press, 2012. Ed. I. Ahmed and S. Ranka.

Research Papers

The following papers are also provided in a sequential list for easy reference. For more comprehensive bibliographic details, please refer to DBLP and Google Scholar.

Transportation

• A. Wu, T. Banerjee, K. Chen, A. Rangarajan, S. Ranka. A Multi-Sensor Video/LiDAR System for Analyzing Intersection Safety. ITSC 2023.
• T. Banerjee, K. Chen, A. Almaraz, R. Sengupta, Y. Karnati, B. Grame, E. Posadas, S. Poddar, R. Schenck, J. Dilmore, S. Srinivasan, A. Rangarajan, S. Ranka, "A Modern Intersection Data Analytics System for Pedestrian and Vehicular Safety," 2022 IEEE 25th International Conference on Intelligent Transportation Systems (ITSC), 2022, pp. 3117-3124, doi: 10.1109/ITSC55140.2022.9921827.
• T. Banerjee, Y. Karnati, K. Chen, Y. Lebedev, A. Wu, R. Sengupta, A. Rangarajan, S. Ranka, "A Multi-Sensor Edge-Based System for Intelligent Traffic Intersections," 2022 Fifth International Conference on Connected and Autonomous Driving (MetroCAD), 2022, pp. 39-46, doi: 10.1109/MetroCAD56305.2022.00011.
• P. Manjunatha, T. Banerjee, L. Elefteriadou, S. Ranka, S. Dong, B. Aghdashi and R. Sengupta, An automated system for operational evaluation of signalized intersections: A case study on the impact of COVID-19 pandemic on traffic patterns PANAM 2021
• T. Banerjee and X. Huang and K. Chen and A. Rangarajan and S. Ranka, Clustering Object Trajectories for Intersection Traffic Analysis, 6th International Conference on Vehicle Technology and Intelligent Transport Systems (VEHITS), 2020
• A. Wu, T. Banerjee, A. Rangarajan, S. Ranka, Trajectory Prediction via Learning Motion Cluster Patterns in Curvilinear Coordinates IEEE International Conference on Intelligent Transportation (ITSC), 2021.
• T. Banerjee, K. Chen, X. Huang, A. Rangarajan, and S. Ranka, A Multi-sensor System for Traffic Analysis at Smart Intersections, International Conference on Contemporary Computing (IC3), 2019
• D. Mahajan, T. Banerjee, A. Rangarajan, N. Agarwal, J. Dilmore, E. Posadas and S. Ranka, Analyzing Traffic Signal Performance Measures to Automatically Classify Signalized Intersections, International Conference on Vehicle Technology and Intelligent Transport Systems (VEHITS), 2019

Data Compression

• T. Banerjee, J.Choi, J. Lee, Q. Gong, J. Chen, S. Klasky, A. Rangarajan, and S. Ranka. 2022, Scalable Hybrid Learning Techniques for Scientific Data Compression. Arxiv. https://arxiv.org/abs/2212.10733, submitted to IEEE TPDS.
• T. Banerjee, J. Choi, J. Lee, J. Chen, Q. Gong, C.S. Chang, S. Klasky, A. Rangarajan, S. Ranka. Online and Scalable Data Compression Pipeline with Guarantees on Quantities of Interest. IEEE eScience 2023.
• J. Lee, A. Rangarajan, P. He, T. Banerjee, and S. Ranka. 2023, Constrained Autoencoders: Incorporating linear equality constraints in lossy data compression, submitted to IEEE Transactions on Neural Networks and Learning Systems.
• A. Rangarajan, P. He, J. Lee, T. Banerjee, and S. Ranka. 2023. Expressing linear equality constraints in feedforward neural networks, arXiv.org
• T. Banerjee, J. Choi, J. Lee, Q. Gong, R. Wang, S. Klasky, A. Rangarajan, and S. Ranka. 2022. An Algorithmic and Software Pipeline for Very Large-Scale Scientific Data Compression with Error Guarantees. International Conference on High Performance Computing, Data, and Analytics (HiPC).
• J. Lee, Q. Gong, J. Choi, T. Banerjee, S. Klasky, S. Ranka, and A. Rangarajan. 2022. "Error-Bounded Learned Scientific Data Compression with Preservation of Derived Quantities" Applied Sciences 12, no. 13: 6718. https://doi.org/10.3390/app12136718.

High Performance and Energy Efficient Computing

• S. Gheibi, T. Banerjee, S. Ranka. S. Sahni, Fine Tuning The Performance of Parallel Codes, Advances in Science, Technology and Engineering Systems Journal (ASTES), Vol. 5, Issue 4, 824-840, 2020
• A. Wijayasiri, T. Banerjee, S. Ranka, S. Sahni and M. Schmalz, "Multiobjective Optimization of SAR Reconstruction on Hybrid Multicore Systems," in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , vol. 13, pp. 4674-4688, 2020, doi: 10.1109/JSTARS.2020.3014531.
• K. Zhai, T. Banerjee, D. Zwick, J. Hackl, R. Koneru, S. Ranka, Dynamic Load Balancing for A Mesh-based Scientific Application, Concurrency and Computation: Practice and Experience, Vol. 32, Issue 9, May 2020, https://doi.org/10.1002/cpe.5626
• T. Banerjee, J. Hackl, M. Shringarpure, T. Islam, S. Balachandar, T. Jackson and S. Ranka, A New Proxy Application for Compressible Multiphase Turbulent Flows, Elsevier Sustainable Computing: Informatics and Systems, Volume 16, 2017, Pages 11-24
• T. Banerjee, J. Rabb and S. Ranka, Performance and Energy Benchmarking of Spectral Solvers on Hybrid Multicore Machines, Elsevier Sustainable Computing: Informatics and Systems, Volume 12, 2016, Pages 10-20
• T. Banerjee, M. Gadou and S. Ranka, A Genetic Algorithm based Approach for Multi-objective Hardware/Software Co-optimization, Elsevier Sustainable Computing: Informatics and Systems, Volume 10, 2016, Pages 36-47
• T. Banerjee, S. Sahni and S. Gunasekaran, PC-TRIO: A power efficient TCAM architecture for packet classifiers, IEEE Transactions on Computers, Vol. 64, Issue 4, Pages 1104-1118, 2015
• T. Banerjee, S. Sahni and S. Gunasekaran, PC-DUOS+: A TCAM architecture for packet classifiers, IEEE Transactions on Computers, Vol. 63, Issue 6, 1526-1539, 2014.
• T. Banerjee, S. Sahni and S. Gunasekaran, Consistent Update of Packet Classifiers, IEEE Transactions on Computers, Vol. 61, Issue 9, 1284-1295, 2012.
• T. Banerjee and S. Sahni, PETCAM -- A power efficient TCAM architecture for forwarding tables, IEEE Transactions on Computers, Vol. 61, Issue 1, Pages 3-15, 2012, Also in Computing Now, August 2012.

Content Management Systems

• T. Banerjee and S. Sahni, PUBSUB: An efficient publish/subscribe system, IEEE Transactions on Computers, Vol. 64, Issue 4, 1119-1132, 2015.
• T. Banerjee and S. Sahni, PUBSUB: An efficient publish/subscribe system, IEEE Symposium on Computers and Communications (ISCC), 2013

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US Patent

• S. Sahni and T. Banerjee, Efficient Publish/Subscribe Systems., U.S. Patent No. 10,642,918, May 5, 2020.

Professional Services:

• Reviewer, Design Automation Conference
• Reviewer, International Symposium on Circuits and Systems, 2005-2006
• Reviewer, Design Automation and Test in Europe
• Reviewer, Computer Communications
• Reviewer, Transactions on Computers
• Reviewer, Transactions on Parallel and Distributed Systems,
• PC Member, IEEE International Symposium on Signal Processing and Information Technology, 2013, 2014
• Reviewer, IEEE Transactions on Very Large Scale Integration Systems
• Reviewer, American Institute of Aeronautics and Aeronautics Journal
• Reviewer, Computing Surveys
• Reviewer, Springer Journal of Computer Science and Technology
• PC Member, International Symposium on Computer Architecture and High Performance Computing (SBAC-PAD), 2017
• PC Member, International Conference on Informatics (ICI), 2021

Honors and Awards:

• Winners of the Big Data Challenge on Signalized Intersections 2019, Awarded by the Traffic Signals Systems Committee at the 99th Annual meeting of the Transportation Research Board, on January 13, 2020.
• Alumni Fellowship, University of Florida, 2007-2010
• Outstanding Achievement Award, Interra Systems, 2002
• Ranked 7th in All India Gate, Mathematics, 1996
• National Scholarship, Government of India, 1989-1991