My research interests and expertise include:
- Generative AI & LLMs: Currently exploring Agentic solutions and the application of LLMs
to industrial networks. This includes designing natural language interfaces for network management and
querying.
- Opportunistic Mobile Networks (OMNs): Extensive work on content dissemination,
including mitigating fake content and optimizing D2D (Device-to-Device) communication.
- Intent-based Networking: Developed architectures that allow for network management
using natural language instructions, leveraging simulated annealing for optimal flow allocation.
My work bridges the gap between Large Language Models (LLMs) and systems engineering, specifically in the
domains of Agentic AI and Intent-based Networking. I have designed mechanisms for network management and
querying using natural language and investigated optimal network flow allocation in systems such as power grids.
Previously, I focused on Content Dissemination in Opportunistic Mobile Networks (OMNs). My PhD research explored
various modes of distributing content to users in these environments, as well as optimizing communication in
Delay Tolerant Networks (DTNs).
A list of my selected publications till date is as follows:
Textbook
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, pp. 938–945, DOI: 10.1109/ICAIIC64266.2025.10920654.
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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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Data
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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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Data
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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.
BibTeX
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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.
BibTeX
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.
BibTeX
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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: