Some of my (current and past) research areas and interests include:
- Generative AI, Large Language Models, and agentic solutions
- Intent-based Networks and Systems
- Delay Tolerant and Opportunistic Networks
- Mobile Computing and Algorithms
Currently, I primarily work on Generative AI and AI-driven networks and systems. I have worked toward proposing an architecture of Intent-based Networks (IBNs) and explored industrial use cases of IBNs. In this context, I have designed a mechanism for network management and querying using natural language. I have also investigated optimal network flow allocation in the context of industrial/power grid networks.
Previously, I have worked in the domain of Opportunistic Mobile Networks (OMNs), a subclass of Delay Tolerant Networks (DTNs). In my PhD and MS (by Research) theses, I have explored different avenues of content dissemination in OMNs. In addition, I have also worked a bit related to online education technologies.
A list of my selected publications till date is as follows:
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Conferences
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B. K. Saha, Aarthi V, and O. D. Naidu, “DrAgent: An Agentic Approach to Fault Analysis in Power Grids Using Large Language Models,”
in Proceedings of 2025 International Conference on Artificial Intelligence in Information and Communication (ICAIIC),
IEEE, Feb. 2025.
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B. K. Saha and A. A. Parapurath, “Artificial Intelligence-Based Segregation of Power Grid Disturbance Records,”
in Proceedings of 2024 International Conference on Electrical, Computer and Energy Technologies (ICECET),
IEEE, Jul. 2024, pp. 1–7, DOI: 10.1109/ICECET61485.2024.10698027.
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B. K. Saha, “Generative Artificial Intelligence for Industry: Opportunities, Challenges, and Impact,”
in Proceedings of 2024 International Conference on Artificial Intelligence in Information and Communication (ICAIIC),
IEEE, Feb. 2024, pp. 81–86.
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B. K. Saha, L. Haab, and D. Tandur, “A Natural Language Understanding Approach Toward Extraction of Specifications from Request for Proposals,”
in Proceedings of 2023 International Conference on Artificial Intelligence in Information and Communication (ICAIIC),
IEEE, Feb. 2023, pp. 205–210.
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B. K. Saha, L. Haab, and L. Podleski, “Intent-based Industrial Network Management Using Natural Language Instructions,”
in Proceedings of 2022 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT),
IEEE, Jul. 2022, pp. 1–6.
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B. K. Saha, L. Haab, and L. Podleski, “Flow Allocation in Industrial Intent-based Networks,”
in Proceedings of 2019 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS),
IEEE, Dec. 2019, pp. 1–6.
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B. K. Saha, D. Tandur, L. Haab, and L. Podleski, “Intent-based Networks:
An Industrial Perspective,” in Proceedings of the 1st International Workshop on Future Industrial Communication Networks,
ACM, Oct. 2018, pp. 35–40.
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S. Pal, S. Misra, and B. K. Saha, “Rock-Scissors-Paper cycle of
cooperation strategies in Opportunistic Mobile Networks,” in
Proc. of 2013 IEEE International Conference on Communications Workshops
(ICC), pp.1062–1066, 9-13 June 2013.
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B. K. Saha and S. Misra, “Could Human Intelligence Enhance
Communication Opportunities in Mission-Oriented Opportunistic
Networks?” in Proc. of the 1st ACM MOBICOM Workshop on
Mission-Oriented Wireless Sensor Networking (MiSeNet '12),
Istanbul, Turkey. ACM, Aug. 2012, pp. 15–20.
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Journals
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B. K. Saha, P. Gordon, and T. Gillbrand, “NLINQ: A natural language interface for querying network performance,”
Applied Intelligence, vol. 53, pp. 28848–28864, December 2023, DOI: https://doi.org/10.1007/s10489-023-05043-z.
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B. K. Saha, L. Haab, and L. Podleski, “SAFAR: Simulated Annealing-based Flow Allocation Rules for Industrial Networks,”
IEEE Transactions on Network and Service Management, vol. 18, no. 3, pp. 3771–3782, September 2021.
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B. K. Saha and S. Misra, “Evaluation of Opportunistic Service Provisioning with Ordered Chaining,” IEEE Transactions on Services Computing, vol. 14, no. 3, pp. 724–735, June 2021.
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A. Vyas, S. Pal, and B. K. Saha, “Relay-based Communications in WBANs: A Comprehensive Survey,”
ACM Computing Surveys, vol. 54, no. 1, pp. 1–34, April 2021.
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B. K. Saha and S. Misra, “Mitigating NDN-Based Fake Content Dissemination in Opportunistic Mobile Networks,”
IEEE Transactions on Mobile Computing, vol. 19, no. 6, pp. 1375–1386, 1 June 2020.
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B. K. Saha and S. Misra, “D2D Opportunistic Local Content Dissemination Sans Location Sharing,” IEEE Transactions on Vehicular Technology, vol. 67, no. 7, pp. 6461–6468, July 2018.
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B. K. Saha, S. Misra, and S. Pal, “SeeR: Simulated Annealing-based Routing in Opportunistic Mobile Networks,” IEEE Transactions on Mobile Computing, vol. 16, no. 10, pp. 2876–2888, October 2017.
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S. Pal, B. K. Saha, and S. Misra, “Game Theoretic Analysis of Cooperative Message Forwarding in Opportunistic Mobile Networks,” IEEE Transactions on Cybernetics, vol. 47, no. 12, pp. 4463–4474, December 2017.
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B. K. Saha and S. Misra, “Named Content Searching in Opportunistic Mobile Networks,” IEEE Communications Letters, vol. 20, no. 10, pp. 2067–2070, October 2016.
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B. K. Saha, S. Misra, and S. Pal, “Utility-based Exploration
for Performance Enhancement in Opportunistic Mobile Networks,” IEEE
Transactions on Computers, vol. 65, no. 4, pp. 1310–1322, April 2016.
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S. Misra, S. Pal, and B. K. Saha, “Distributed information-
based cooperative strategy adaptation in opportunistic mobile
networks,” IEEE Transactions on Parallel and Distributed Systems,
vol. 26, no. 3, pp. 724–737, March 2015.
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S. Misra and B. K. Saha, “On Emotional Aspects in Mission-Oriented
Opportunistic Networks,” IET Networks, vol. 3, no. 3, pp. 228–234, September 2014.
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B. K. Saha and S. Misra, “Effects of Heterogeneity on the Performance
of Pocket Switched Networks,” IET Networks, vol. 3, no. 2, pp. 110–118,
June 2014.
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B. K. Saha, S. Misra, and M. S. Obaidat, “A web-based
integrated environment for simulation and analysis with NS-2,”
IEEE Wireless Communications, vol.20, no.4, pp.109–115,
August 2013. (Feature article)
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S. Maity, S. Saha, Sk Sahnawaj, B. K. Saha, and C. T. Bhunia,
“Pre-emptive dynamic source routing: a repaired backup approach
and stability based DSR with multiple routes,” Journal of Computing
and Information Technology, vol. 16, no. 2, pp. 91–99, 2008.
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Book Chapter
I am honored to serve as a referee for the following journals and conferences: