Publications

1. Application of Machine Learning in FPGA EDA Tool Development

Authors: Pingakshya Goswami,  Dinesh Bhatia

Journal: IEEE Access, 2023

Paper

2. Machine learning based fast and accurate High Level Synthesis design space exploration: From graph to synthesis

Authors: Pingakshya Goswami, Benjamin Carrion Schaefer, Dinesh Bhatia

Journal: Elsevier, Integrations, 2022

Paper

3. Robust Estimation of FPGA Resources and Performance from CNN Models

Authors: Pingakshya Goswami, Masoud Shahshahani, Dinesh Bhatia

Conference: VLSID 2022

Paper  Presentation

4. Predicting Post-Route Quality of Results Estimates for HLS Designs using Machine Learning

Authors: Pingakshya Goswami, Dinesh Bhatia

Conference: ISQED 2022

Paper  Presentation

5. MLSBench: A Benchmark Set for Machine Learning based FPGA HLS Design Flows

Authors: Pingakshya Goswami, Masoud Shahshahani, Dinesh Bhatia

Conference: LASCAS 2022

Paper  Presentation

6. Congestion Prediction in FPGA Using Regression Based Learning Methods

Authors: Pingakshya Goswami, Dinesh Bhatia

Journal:  MDPI Electronics, 2021
Paper

7. MLSBench: A Synthesizable Dataset of HLS Designs to Support ML Based Design Flows

Authors: Pingakshya Goswami, Masoud Shahshahani, Dinesh Bhatia

Conference: FPGA 2020
Paper

8. Memory Optimization Techniques for FPGA based CNN Implementations

Authors: Masoud Shahshahani, Pingakshya Goswami, Dinesh Bhatia

Conference: DCAS 2018
Paper  Presentation 

9. Automated Floorplanning for Partially Reconfigurable Designs on Heterogeneous FPGAs

Authors: Pingakshya Goswami, Dinesh Bhatia

Conference: FPGA 2016

Paper   Presentation

10. Design and Development of Unmanned Ground Vehicle for Implementation on Urban Roads

Authors: Pingakshya Goswami, Swaraj Boishya, Rashmi Ranjan, MK Naskar

Conference: CCSN 2011
Paper

11. Improvement of Handoff Latency by GPS based Handoff Latency

Authors: Debabrata Sarddar, Subhajeet Chaterjee,  Pingakshya Goswami, Suman Bose, Shaik S. Babu, Utpal Biswas, MK Naskar

Journal: IJCA  2011
Paper

Theses: 

1. PhD Thesis: Machine Learning based Prediction in FPGA CAD

Link: https://utd-ir.tdl.org/server/api/core/bitstreams/398a4b0a-bb98-4cce-8664-f91b53fba9f0/content

2. MS Thesis: Resource aware floorplanning of partially reconfigurable designs on heterogeneous FPGA

Link: https://drive.google.com/file/d/1P379PWGPR6Y72q9pFBbVYPwgjRha5Bik/view?usp=sharing

3. B.Tech Thesis:  FPGA Implementation of Linear and Non Linear Edge Detection Methods on Photographic Images

Link: https://drive.google.com/file/d/1sCoB8X0zkVMUyzbufwBZTPc94RyC3lWP/view?usp=sharing