Computer Science and Engineering Department

Research: (Last Two Years)

AREA OF RESEARCH
Area of researchFaculty
Image ProcessingKapang Legoh, Dr. Margaret Kathing, Dr. Monjul Saikia , Dr. Lilapati Waikhom, Dr. Manoj Das
Computer NetworksDr. Satya Jyoti Borah, Dr. Amar Taggu, Prof. (Mrs) Ningrinla Marchang, Dr. Moirangthem Marjit Singh, Pradeep Kamboj, Dr. Manoj Das
Biometric Signal ProcessingDr. Margaret Kathing, Kapang Legoh, Aswini Kumar Patra, Dr. Ajit Kr. Singh Yadav, Dr. Lilapati Waikhom
Information SecurityDr. Monjul Saikia, Dr. Amar Taggu, Dr. Manoj Das
CryptographyProf. (Mrs) Ningrinla Marchang, Dr. Monjul Saikia, Dr. Kaushik Ray
Network SecurityProf. (Mrs) Ningrinla Marchang, Dr. Monjul Saikia
Reliability EngineeringDr. Moirangthem Marjit Singh, Dr. Lilapati Waikhom, Dr. Kaushik Ray
Artificial IntelligenceDr. Moirangthem Marjit Singh, Aswini Kumar Patra, Dr. Ajit Kr. Singh Yadav
Cognitive RadiosProf. (Mrs) Ningrinla Marchang, Dr. Amar Taggu, Dr. Manoj Das
Speech ProcessingKapang Legoh, Dr. Kaushik Ray
Opportunistic NetworksDr. Satya Jyoti Borah, Dr. Manoj Das, Dr. Kaushik Ray
Wireless Sensor NetworksDr. Monjul Saikia, Yogendra Mohan, Dr. Amar Taggu
Cloud ComputingMs Margaret Kathing, Aswini Kumar Patra, Pradeep Kamboj, Dr. Ajit Kr. Singh Yadav, Dr. Lilapati Waikhom
RECENT PUBLICATION
  1. J. Yangchin and N. Marchang, "Enhancing mobile crowd sensing with targeted regional incentives," Journal of Location Based Services, 1–26. 2026, https://doi.org/10.1080/17489725.2026.2627608
  2. J. Yangchin and N. Marchang, "Region-Based Incentive Mechanisms for Utility Maximization in Mobile Crowd Sensing," in IEEE Sensors Journal, vol. 25, no. 21, pp. 40861-40868, 1 Nov.1, 2025, doi: 10.1109/JSEN.2025.3614813
  3. Jowa Yangchin and N. Marchang, "Incentive Mechanism for Mobile Crowd Sensing with Assumed Bid Cost Reverse Auction", Journal of Systems and Software (Elsevier), Vol. 230, 2025,112572, ISSN 0164-1212, doi: 10.1016/j.jss.2025.112572.
  4. A. Sharma and N. Marchang, "Detection of Malicious Clients in Federated Learning Using Graph Neural Network," in IEEE Access, vol. 13, pp. 77952-77972, 2025, doi: 10.1109/ACCESS.2025.3565712.
  5. A. Das, R. Tekcham, K. E. Patton and N. Marchang, "Quantum Inspired Hazelnut Tree Search Algorithm," 2025 IEEE Guwahati Subsection Conference (GCON), Itanagar, India, 2025, pp. 1-6, doi: 10.1109/GCON65540.2025.11173289
  6. P. Deuri, L. Nongmaithem and N. Marchang, "Missing Data Inference in Spatio-Temporal Mobile Crowd Sensing Using Graph Neural Network," 2025 IEEE Guwahati Subsection Conference (GCON), Itanagar, India, 2025, pp. 1-6, doi: 10.1109/GCON65540.2025.11173307
  7. A. Sharma and N. Marchang, "Probabilistic Label Flipping Attack in Federated Learning," 2025 IEEE Guwahati Subsection Conference (GCON), Itanagar, India, 2025, pp. 1-6, doi: 10.1109/GCON65540.2025.11173299
  8. Domai, T.F., Singh,M.M. and Nandi, U.(2026): An Ensemble Learning Technique for Network Intrusion Detection Using CNN, BiLSTM, BiGRU and LightGBM, Proceedings of the 10th International Conference on IoT in Social, Mobile, Analytics and Cloud(I-SMAC2026),16-18 September 2026, Tribhuvan University, Purwanchal Campus, Nepal.
  9. Kumar, V. and Singh, M.M.(2026): An Adversarially Robust Deepfake Detection Framework with Image Obfuscation and Adaptive Frequency–Decoy Fusion, 7th IEEE INDISCON 2026, 11–13 September 2026, Malaviya National Institute of Technology, Jaipur, India
  10. Sarkar,N.K., Borah,S.K., Anjana,R., Nandi,U. and Singh, M.M.(2026): A Transfer Learning Technique to Identify Crop Leaf Diseases, Proceedings of the 2026 International Conference on Computing, Sciences and Communications (ICCSC), Ghaziabad, India, 2026, pp. 1-5, doi: 10.1109/ICCSC67078.2026.11468555.
  11. Singh,M.M., Sarkar,N.K. and Hoang, T.D.,(2025): Comparative Study of CapsNets and CNNs in Image Classification, 2025 International Conference on Green Energy, Computing and Intelligent Technology (GEn-CITy 2025) on 15-17 December 2025, UNDIKNAS University, Bali, Indonesia. (IET Conference Proceedings, Vol. 2025, Iss. 59, pp 141–147, https://doi.org/10.1049/icp.2026.2058)
  12. Singh, M,M and Chhetry B.,(2025): An Ensemble Unsupervised Learning based Approach to Detect Zero-Day Attack, 2025 5th International Conference on Computer Communication and Information Systems (CCCIS), Hong Kong, China, 2025, pp. 47-54, doi:10.1109/CCCIS64581.2025.00016.
  13. Singh, M.M., Kumar, P., Sarkar, N.K. (2025): Image Classification Using Deep CNN. In: Tien, D.H., Solanki, V.K., Davim, J.P., Thi Dieu Linh, N. (eds) Proceedings of the 2nd International Conference on Sustainability and Emerging Technologies for Smart Manufacturing. SETSM 2025, Hanoi, Vietnam,2025, pp. 292-299, Proceedings in Technology Transfer. Springer, Singapore. https://doi.org/10.1007/978-981-95-1750-3_32(Best Paper Award)
  14. Ghorai, A., Nandi, U., Singh, M.M. et al.(2025): Tsi-cnn-net: truly shift-invariant convolutional neural network for Indian sign language recognition system. Pattern Analysis and Applications, Springer, 28, 52 (2025). https://doi.org/10.1007/s10044-025-01428-7
  15. Broom, G., Jha, S. B., & Patra, A. K. (2026). Brain Connectivity Graph Neural Network for Explainable Alzheimer's Disease Stage Classification from Structural MRI. Available at SSRN 7021778. http://dx.doi.org/10.2139/ssrn.7021778
  16. Patra, A. K. (2026), ‘Making effective statistical inferences: From significance testing to the open science inference ecosystem (2016-2026)’. https://arxiv.org/abs/2603.22594
  17. Patra, Aswini Kumar, and Lingaraj Sahoo. "MRD-LiNet: A Novel Lightweight Hybrid CNN with Gradient-Guided Unlearning for Improved Drought Stress Identification." arXiv preprint: https://arxiv.org/abs/2509.06367 (2025).
  18. Patra, Aswini Kumar, and Lingaraj Sahoo. "Improved Classification of Nitrogen Stress Severity in Plants Under Combined Stress Conditions Using Spatio-Temporal Deep Learning Framework." arXiv preprint:https://arxiv.org/abs/2509.06625 (2025).
  19. Panja, S., Patra A. K., Kar, R. K., Dey, P. C., & Dey, N. (2026). Cooking and eating quality of ethnic bora rice (Oryza sativa L.): machine learning prediction of resistant starch content in ready‐to‐eat products, Journal of the Science of Food and Agriculture, Wiley. http://doi.org/10.1002/jsfa.70457 [SCIE, Impact Factor: 3.5]
  20. A. K. Patra, Varshney, A. & Sahoo, L. An explainable vision transformer with transfer learning based efficient drought stress identification. Plant Molecular Biology 115, 98 (2025), Springer. https://doi.org/10.1007/s11103-025-01620-7 [SCIE, Impact Factor: 3.8] https://doi.org/10.48550/arXiv.2407.21666
  21. M. Saikia, “Adaptive Locality-Aware Dynamic Key Distribution for Secure Wireless Sensor Networks,” presented at the 1st International Conference on Intelligent Computing and Automation for Sustainable Solutions (ICASS-2026), Manav Rachna University, Feb. 12–13, 2026.
  22. Singha, Mriganka, Jessica Kamei, and Monjul Saikia. "Automatic License Plate Recognition for Toll Tax Collection using GPS: A low-cost IoT Approach." In 2025 IEEE Guwahati Subsection Conference (GCON), pp. 1-6. IEEE, 2025.
  23. K. Tep and A. Taggu, "Reinforcement Learning-Based Hybrid Federated-Split Learning in Rural IoMT Healthcare," in IEEE Internet of Things Journal, September 2026, doi: 10.1109/JIOT.2026.3730317
  24. Kenhile Tep, Dameka Phanwanjah, Amar Taggu, "Reputation Based Detection of Byzantine Attack in CRAHNS", 2025 IEEE 17th International Conference on Computational Intelligence and Communication Networks (CICN), pp.1029-1033, DOI: 10.1109/CICN67655.2025.11368177
  25. F. Seb and A. Taggu, "Context-Aware Emotional Support via BERT Fine-Tuning and Generative Dialogue Modeling," 2025 IEEE Asia Pacific Conference on Wireless and Mobile (APWiMob), Bali, Indonesia, 2025, pp. 38-44, doi: 10.1109/APWiMob67231.2025.11269133.
  26. Pradeep Kamboj et al. 2026. Design of Reversible Quantum Processors for Safe Data Processing in Wireless Sensor Systems, SN Computer Science. Vl. 7. (2026). (Scopus Indexed, IF: 2.38) https://doi.org/10.1007/s42979-026-05110-5
  27. Pradeep Kamboj and Shailender Kumar. 2026. Fine-tuning and prompting: a strategy for mitigating societal biases in large language models. Cluster Computing, 29, 149 (2026). (SCIE Indexed, IF: 4.1) https://doi.org/10.1007/s10586-026-05971-8
  28. Pradeep Kamboj, Shailender Kumar, and Vikram Goyal. 2026. Enhancing Fairness in Large Language Models for Clinical Artificial Intelligence Applications Through Fine-Tuning and Prompting. J. Vis. Exp. (227), e69132, (2026). (SCIE Indexed, IF: 1.2) https://doi.org/10.3791/69132.
  29. Pradeep Kamboj, Shailender Kumar, and Vikram Goyal. 2025. Mitigating Social Bias in Generative AI: A Comprehensive Review. KSII Transactions on Internet and Information Systems, 19, 10, (2025), 3372-3394. (SCIE Indexed, IF: 0.9) https://doi.org/10.3837/tiis.2025.10.006.
  30. Mohan, Yogendra, Rajesh Kumar Yadav, and Manisha Manjul. "EECRPOA: energy efficient clustered routing using pelican optimization algorithm in WSNs." Wireless Networks (2025): 1-27.
  31. Dohare, I., Singh, K., Mohan, Y. (2026). Fuzzy Logic-Based Energy-Efficient Trust Evaluation Scheme in Sensor Assisted Industry 4.0. In: Ahmadian, A., Srivastava, S., Yadav, A.K., Kumar, V., Kumar Srivastava, P. (eds) Smart Materials Engineering. Springer, Cham. https://doi.org/10.1007/978-3-032-09540-4_6
  32. Abisek Dahal, Kaushik Ray, and Soumen Moulik, “Parallel Lightweight Hybrid Attention BiGRU Framework for Multi Resident Human Activity Recognition with Sparse Sensor Data”, TENCON 2025 - 2025 IEEE Region 10 Conference (TENCON), Kota Kinabalu, Malaysia, 2025, pp. 998-1002, URL: https://ieeexplore.ieee.org/abstract/document/11375473
  33. Kaushik Ray, Soumen Moulik, “STREAM-E: A Streamlined Resource Allocation in Multichannel MAC for DSME With Energy-Aware Extension for Constrained-IIoT”, IEEE Transactions on Industrial Informatics, vol. 21, pp. 9458-9467, 2025, URL: https://doi.org/10.1109/TII.2025.3598485.
  34. Lilapati Waikhom, and Ripon Patgiri. "A survey of graph neural networks in various learning paradigms: methods, applications, and challenges." Artificial Intelligence Review" 56.7 (2023): 6295-6364
  35. M Buragohain, M Das, S Nandi, "A Framework for Priority-based PIT Admission Control with Deadline-based Scheduling for QoS Enhancement in Named Data Networking", Computer Networks, Elsevier, 2026
  36. M Das, M Buragohain, S Nandi ,"Design and Implementation of a Resource Pool Configuration Framework through Bitmap-Based Partition for 5G D2D Communications", IEEE International Conference on Communications (ICC), 2026
  37. Kapang Legoh, Utpal Bhattacharjee and Themrichon Tuithung, “Development of Multi-Variability Speech Corpus of Adi Language for Speech Recognition Researches,” International Journal of Advanced Research in Computer Science and Software Engineering, Vo. 3, No. 10, October 2013, P: 604-610. ISSN: 2277-128X
  38. Margaret Kathing, Suchismita Bhattacharjee, Roshni Rajkumari " A Comparative study of Counter mode with Cipher block chaining Message uthentication code Protocol (CCMP) and Temporal Key Integrity Protocol (TKIP):Wireless Security" in International Journal of Computing, Communications and Networking Volume 2, No.1, January –March 2013 ISSN 2319-2720.
  39. Roshni Rajkumari, Suchismita Bhattacharjee and Ningrinla Marchang, “A Survey on Spectrum Sensing based attack in Cognitive Radio Network and its Mitigation”, In Proc. EGTET, 7-8 March,2014, Don Bosco Unuversity, Assam
  40. G.C. Deka, Margaret Kathing, Das P. Kumar "A comparative Study on IPv4 and IPv6", In proceedings of International Conference on Communication Systems and Network  Technologies(CSNT 2013) MIR LABS, Gwalior, 6-8 April 2013 ISBN 978-0-7685-4958-3
  41. G.C. Deka, Margaret Kathing, Das P. Kumar "Library Automation in Cloud" at 5th International Conference on Computational Intelligence and Communication Networks(CICN 2013) Mathura, 27-29 Sept. 2013, Page No. 474 - 479 INSPEC Accession Number: 13896106
  42. V Thakur , M Saikia , "Hiding secret image in video," International Conference on Intelligent Systems and Signal Processing (ISSP- 2013), held at Gujarat on 1-2 March 2013 page 150-153, ISBN:978-1-4799-0316-0 doi:10.1109/ISSP.2013.6526892
  43. Hussain Ahmed Choudhury, Monjul Saikia "Comparative Study Of Block Matching Algorithms For Motion Estimation" International Conference on Advanced Computer Science & Information Technology (ICACSIT) Bhubaneswar, 17-11-2013 ISBN No.: 978-93-82702-39-9 page 1-6
  44. Swanirbhar Majumder, Monjul Saikia, Souvik Sarkar, and Subir Kumar Sarkar "A Novel SVD and GEP Based Image Watermarking" ICT and Critical Infrastructure: Proceedings of the 48th Annual Convention of CSI - Volume II, Advances in Intelligent Systems and Computing 249, DOI: 10.1007/978-3-319-03095-1_65, © Springer International Publishing Switzerland 2014
  45. M. Marjit Singh “QoS of MANet Through Trust Based AODV Routing Protocol by Exclusion of Black Hole Attack”, Elsevier Procedia Technology 10(2013) 530-537.
  46. M. Marjit Singh “Computing Network Reliability Where Nodes are Imperfectly Reliable and Links are Perfectly Reliable”, Cyber Times International Journal of Technology and Management, Vol 6, Issue 1, Pp 108-113, October 2012-March 2013,ISSN: 2278-7518.
  47. M. Marjit Singh “A Survey on Reliable Data Transfer Protocols for Wireless Sensor Networks”, Proceedings of International Conference on Reliability, Infocom Technologies and Optimization 2013, Pp 230-235,January 29-31, 2013, Amity University Noida, India, ISBN: 978-93-81583-85-2.
  48. M. Marjit Singh “Towards techniques of detecting node replication attack in static wireless sensor networks”, International journal of information and computation technology, vol. 4, No. 2,( 2014), pp: 153-154. ISSN 0974-2239.
  49. Monjul Saikia “Hiding secret image in video,” International Conference on Intelligent Systems and Signal Processing (ISSP- 2013), Gujarat March 2013.
  50. Monjul Saikia “Comparative Study Of Block Matching Algorithms For Motion Estimation” International Conference on Advanced Computer Science & Information Technology (ICACSIT) Bhubaneswar, Nov. 2013.
  51. Monjul Saikia “A Novel SVD and GEP Based Image Watermarking” ICT and Critical Infrastructure: Proceedings of the 48th Annual Convention of CSI – Volume II, Advances in Intelligent Systems and Computing 249, DOI: 10.1007/978-3-319-03095-1_65,  2014
  52. Margaret Kathing, Rima Rani Chutia, “Biometric based Authentication  Techniques: A comparative Study”, International Journal of Advanced Research in Computer Science and Software Engineering Volume 4, Issue 3, March 2014, ISSN: 2277 128X
  53. Margaret Kathing,  Pallabi Saikia, “Biometric Authentication Approach using Face Recognition System”, International Journal of Advanced Research in Computer Science and Software Engineering Volume 4, Issue 3, March 2014, ISSN: 2277 128X
  54. M. Marjit Singh, “Modified PCT on Variable Cipher Block Chaining Mode”, Springer AISC 340, DOI: 10.1007/978-81-322-2247-7_47, pp 457-465, 2015.
  55. M. Marjit Singh, “Preventing Node Replication Attack in Static Wireless Sensor Networks”, IEEE Xplore,DOI:10.1109/ICRITO.2014.7014687, 2014.
  56. M. Marjit Singh, “Reliability Computation of Mobile Adhoc Network Using Logistic Regression”, IEEE Xplore, DOI: 10.1109/WOCN.2014.6923060,2014.
  57. M. Marjit Singh, “Towards Techniques of Detecting Node Replication Attack in Static Wireless Sensor Networks”, International Journal of Information and Computation Technology, Vol 4, Number 2(2014), ISSN: 0974-2239, pp 153-164, 2014.
  58. Ningrinla Marchang, Suchismita Bhattacharjee, Roshni Rajkumari, "Cognitive Radio Networks Security Threats and Attacks : A Review", In Proc. International Conference on Information and Communication Technologies, PESITM, Shimoga, May 5-6, 2014.
  59. Ningrinla Marchang, Amar Taggu, Roshni Rajkumari and Suchismita Bhattacharjee Brahmacharjee, , “Dynamic Decision Rule for Cooperative Spectrum Sensing in Cognitive Radio Network”, IEEE International Conference on Electrical, Computer and Communication Technologies (ICECCT’15), 5th-7th March 2015.
  60. Ningrinla Marchang, Suchismita Bhattacharjee, Roshni Rajkumari, , “Effect of Colluding Nodes in Collaborative Spectrum Sensing” , IEEE 2nd International Conference on Signal Processing and Integrated Networks (SPIN’15), 19th-20th Feb 2015.
  61. Monjul Saikia, Hazarika Nitumoni;, "A novel partial image encryption using chaotic logistic map," International Conference on Signal Processing and Integrated Networks (SPIN-2014) 20-21 Feb. 2014 , vol., no., pp.231,236, doi: 10.1109/SPIN.2014.6776953.
  62. Monjul Saikia, Choudhury, Hussain Ahmed;, "Reduced three steps logarithmic search for motion estimation," International Conference on Information Communication and Embedded Systems (ICICES), 2014, vol., no., pp.1,5, 27-28 Feb. 2014
    doi: 10.1109/ICICES.2014.7033946.
  63. Monjul Saikia, Boruah Debabrat;, "Implementation of ElGamal Elliptic Curve Cryptography over prime field using C," Information Communication and Embedded Systems (ICICES), 2014 International Conference on , vol., no., pp.1,7, 27-28 Feb. 2014
  64. Monjul Saikia,  Margaret Kathing,  Nitumoni Hazarika ,  "Partial Image Encryption using Peter De Jong Chaotic Map based Bit-Plane Permutation and it’s Performance Analysis" published in ACEEE Fifth International Conference on Recent Trends in Information, Telecommunication and Computing ITC 2014 on Mar 21st at Chandigarh, India  ISBN: 978-94-91587-21-3 SearchDL ID: 02.ITC.2014.5.5  Page(s): 1 – 10 URL: http://searchdl.org/index.php/conference/view/751
  65. Monjul Saikia,Choudhury, Hussain Ahmed; "Survey on block matching algorithms for motion estimation," IEEE international conference on Communications and Signal Processing (ICCSP), 2014 International Conference on , vol., no., pp.036,040, 3-5 April 2014 doi: 10.1109/ICCSP.2014.6949794
  66. Monjul Saikia, Hussain Ahmed Choudhury, "Cross Three Steps Logarithmic Search For Motion Estimation" Published in IEEE International Conference on Convergence of Technology 6th – 8th April 2014 at Pune, India. ISBN: 978-1-4799-3759-2/14 page
  67. Monjul Saikia,Hazarika, N.; Borah, S.; "A wavelet based partial image encryption using chaotic logistic map," Advanced Communication Control and Computing Technologies (ICACCCT), 2014 International Conference on , vol., no., pp.1471,1475, 8-10 May 2014 doi:10.1109/ICACCCT.2014.7019347   
  68. Amar Taggu "A Comprehensive analysis of DoS attacks in Mobile Adhoc Networks", K. Das, IEEE ICACCI 2014 (International Conference), 24th-27th September 2014.
SPONSORED PROJECTS/CONSULTANCY
NoProject TitleName of P.I./Co-P.I.DurationFunding AgencyAmount
1The project “North Eastern Quality Improvement Programme” (NEQIP) under AICTE was sanction vide Office Letter No. AICTE/UB/36/NEQIP/Aru/Deg/NERIST/33/2013/129 dated 18/12/129Dr. (Mrs.) T. Tuithung,
( Associate Professor (Project Co-ordinator)
2013-2016AICTERs. 7.00 Cr
(The first installment is also sanctioned vide order No. AICTE/UB/36/NEQIP/Aru/Deg/ NERIST/33/2013/129 dated 18/12/356.)