Book Chapter (3)
1. Munsifa Firdaus Khan, Indrani Das, Performance analysis of improved mobility models to check their impact on QoS in MANET. Advanced Computing and Intelligent Technologies: Proceedings of ICACIT 2022 ISBN: 978-981-19-2980-9 Pageno: 173â182 . https://doi.org/10.1007/978-981-19-2980-9_15 https://link.springer.com/chapter/10.1007/978-981-19-2980-9_15 [2022]
2. Munsifa Firdaus Khan, Indrani Das, Impact of various parameters on Gauss Markov mobility model to support QoS in MANET. Cloud Computing Enabled Big-Data Analytics in Wireless Ad-hoc Networks Pageno: 85-101 https://www.taylorfrancis.com/chapters/edit/10.1201/9781003206453-6/impact-various-parameters-gauss-markov-mobility-model-support-qos-manet-munsifa-firdaus-khan-indrani-das [2022]
3. Munsifa Firdaus Khan, Indrani Das, Analysis of various mobility models and their impact on QoS in MANET. Computationally Intelligent Systems and their Applications ISBN: 978-981-16-0407-2 Pageno: 131-141 . https://doi.org/10.1007/978-981-16-0407-2_10 https://link.springer.com/chapter/10.1007/978-981-16-0407-2_10 [2021]
Book(Authored) (1)
1. Prof. Dr. HARISH KUMAR G R (Author), Dr. MOSTAQUE MD. MORSHEDUR HASSAN (Author), Dr. MUNSIFA FIRDAUS KHAN BARBHUYAN (Author), Dr. AJIT KUMAR PATTANAIK (Author), Dr. APARNA GER (Author), AI for Advanced Manufacturing and Industrial Applications. RDG Scientific Publications ISBN: 978-8198699329 Pageno: â 231 pages https://www.amazon.in/dp/B0FDWKWR41/ref [2025]
Conference (7)
1. Payoshnee Parag Joshi, Munsifa Firdaus Khan Barbhuyan and Mudassir Khan, Enhanced apple leaf disease classification using efficientNetB0 with green channel extraction and CLAHE-based pre-processing. Data-Driven AI: A Multidisciplinary Approach Techniques, Applications, and Insights from Multiple Domains ISBN: 9781041272366 Pageno: 380 https://www.routledge.com/Data-Driven-AI-A-Multidisciplinary-Approach-Techniques-Applications-and-Insights-from-Multiple-Domains/Mahanta-JyotiBora-KumarDutta-Mahanta/p/book/9781041272366 [2026]
2. Munsifa Firdaus Khan Barbhuyan; Satyabrata Nath; Shafiul Alom Ahmed; Amit Kumar Roy, A Performance Optimised Multi-Function Browser Extension for Enhanced Web Privacy and Secure Link Shortening. 2025 International Conference on Computing, Intelligence, and Application (CIACON) Pageno: 1-6 . 10.1109/CIACON65473.2025.11189355 https://ieeexplore.ieee.org/document/11189355 [2025]
3. Amit Kumar Roy, Munsifa Firdaus Khan Barbhuyan, Satyabrata Nath, A Scalable Real-Time Stock Market Prediction Framework Using LSTM Network and XGBoost Model. Data Science and Network Engineering. ICDSNE 2025. Lecture Notes in Networks and Systems Vol. 1668 ISBN: 978-3-032-07735-6 Pageno: 79-90 . https://doi.org/10.1007/978-3-032-07735-6_8 https://link.springer.com/chapter/10.1007/978-3-032-07735-6_8 [2025]
4. Munsifa Firdaus Khan Barbhuyan, Ali H. Wheeb, Mostaque Md. Morshedur Hassan and Asmita Ray, Exploring the future of connectivity: A comprehensive review of wireless and optical communications. Data-Driven AI: A Multidisciplinary Approach Techniques, Applications, and Insights from Multiple Domains ISBN: 9781041272366 Pageno: 380 https://www.routledge.com/Data-Driven-AI-A-Multidisciplinary-Approach-Techniques-Applications-and-Insights-from-Multiple-Domains/Mahanta-JyotiBora-KumarDutta-Mahanta/p/book/9781041272366 [2025]
5. Dipankar Chatterjee, Mostaque Md Morshedur Hassan, Nazrul Islam, Asmita Ray, Munsifa Firdaus Khan Barbhuyan, A Futuristic Approach to Security in Cloud Data Centers Using a Hybrid Algorithm. Engineering Proceedings Vol. 59 1 Pageno: 47 . 10.3390/engproc2023059047 https://www.mdpi.com/2673-4591/59/1/47 [2023]
6. Munsifa Firdaus Khan, Indrani Das, An investigation on existing protocols in MANET. Innovations in Computer Science and Engineering: Proceedings of the Sixth ICICSE 2018 ISBN: 978-981-13-7082-3 Pageno: 215â224 . https://doi.org/10.1007/978-981-13-7082-3_26 https://link.springer.com/chapter/10.1007/978-981-13-7082-3_26 [2019]
7. Munsifa Firdaus khan and Indrani Das, A study on QoS Aware Routing in Mobile Ad Hoc Network. 2017 International Conference on Computing and Communication Technologies for Smart Nation (IC3TSN) Pageno: 95-98 https://ieeexplore.ieee.org/abstract/document/8284458 [2017]
Journal(Research) (8)
1. Aniruddha Deka, Debashis Dev Misra, Munsifa Firdaus Khan Barbhuyan, Mudassir Khan, Mostaque Md. Morshedur Hassan, Mohammed Ashfaq Hussain, An improved hybrid feature selection and classification framework for breast cancer detection using mammography images. Ain Shams Engineering Journal Vol. 16 1 Pageno: 103897 . https://doi.org/10.1016/j.asej.2025.103897 https://www.sciencedirect.com/science/article/pii/S2090447925006380 [2026]
2. Morshedur Hassan, Mostaque Md, Munsifa Firdaus Khan Barbhuyan, Mudassir Khan, Bayan Alabdullah, Md Faruqul Islam, Barga Mohammed Mujahid, CottonNet-MHA: A Model for Detecting Cotton Disease Based on Deep Learning. Frontiers in Plant Science Vol. 16 Pageno: 1664242 . https://doi.org/10.3389/fpls.2025.1664242 https://www.frontiersin.org/journals/plant-science/articles/10.3389/fpls.2025.1664242/full [2025]
3. Ali H. Wheeb and Munsifa Firdaus Khan, A Survey of Several Machine Learning (ML) Algorithms for Security Solutions in Internet of Things (IoT) Networks. Journal of Artificial Intelligence Research & Advances Vol. 12 1 Pageno: 10-21 https://journals.stmjournals.com/joaira/article=2024/view=191585/ [2024]
4. Munsifa Firdaus Khan, Indrani Das, Design and Analysis of a novel Rectangular-3D Position Allocator to improve QoS in MANET. Wireless Personal Communications Vol. 129 3 Pageno: 1513-1562 . https://doi.org/10.1007/s11277-023-10185-x https://link.springer.com/article/10.1007/s11277-023-10185-x [2023]
5. Munsifa Khan, Indrani Das, CRITICAL ANALYSIS OF MODIFIED GAUSS MARKOV MOBILITY MODEL USING VARYING VALUES OF PARAMETERS TO CHECK THE IMPACT OF QOS IN MANET. Journal of Engineering Science and Technology Vol. 17 5 Pageno: 3393 - 3409 https://jestec.taylors.edu.my/Vol%2017%20Issue%205%20October%202022/17_5_26.pdf [2022]
6. Munsifa Firdaus Khan and Indrani Das, Performance evaluation of routing protocols in NS-2 and NS-3 simulators. Int. J. Adv. Trends Comput. Sci. Eng. WARSE Vol. 9 Pageno: 6509-6517 . https://doi.org/10.30534/ijatcse/2020/338942020 https://www.warse.org/IJATCSE/static/pdf/file/ijatcse338942020.pdf [2020]
7. Munsifa Firdaus Khan, Indrani Das, Implementation of random direction-3D mobility model to achieve better QoS support in MANET. International Journal of Advanced Computer Science and Applications Vol. 11 10 Pageno: 195-203 https://d1wqtxts1xzle7.cloudfront.net/71676474/Paper_26-Implementation_of_Random_Direction-libre.pdf?1633586174=&response-content-disposition=inline%3B+filename%3DImplementation_of_Random_Direction_3D_Mo.pdf&Expires=1758713156&Signature=Q0nLyB9aR4XhqvIYO5 [2020]
8. Munsifa Firdaus Khan, Indrani Das, Effect of Different Propagation Models in Routing Protocols. International Journal of Engineering and Advanced Technology (IJEAT) Vol. 9 2 Pageno: 3975-3980 . 10.35940/ijeat.B4524.129219 https://www.researchgate.net/profile/Munsifa-Khan-Barbhuyan/publication/338621891_EFFECT_OF_DIFFERENT_PROPAGATION_MODELS_IN_ROUTING_PROTOCOLS/links/61d40aa9b6b5667157c5bd37/Effect-of-Different-Propagation-Models-in-Routing-Protocols.pdf [2019]
WORKSHOP
- Participated in a one-day workshop on “URKUND &MENDLEY” organized by Rabindra Library, Assam University on 7th November, 2016 at Assam University Silchar, Cachar, Assam.
- Participated in one day workshop on “Author workshop” jointly organized by Springer Nature and NIT Silchar on 21st February, 2017 at NIT Silchar, Cachar, Assam.
- Participated in one week workshop on “Cloud Computing and Network (CLOUD-NET 2017)” during 11-16 March 2017 organized by Department of Computer Science and Engineering, NIT Silchar, Cachar, Assam.
- Participated in three days seminar on “Recent Trends in Basic Science Researches (RTBSR 2017)” which was scheduled on 21st September to 23rd September at S.S. College, Hailakandi, Assam, India.
- Participated in two days’ workshop on “ATOMISTIC COMPUTER SIMULATION TECHNIQUES” which was scheduled on 31st October 2017 to 1st November 2017 at Physics Department, Assam University Silchar, Cachar, Assam.
- Participated in one day workshop on “WRITING RESEARCH ARTICLE/THESIS USING LATEX” on 29th August 2019 in the Department of Computer Science, Assam University, Silchar.
- Participated in a Webinar on “DATA-DRIVEN PREDICTIVE ANALYTICS” on 5th-6th August, 2020 organized by the Department of Computer Science, Assam University, Silchar.
- Participated in the national webinar on “Cyber Hygiene in Pandemic” organised by Department of Computer Science, Assam University Silchar in collaboration with Industrial and Academic cell, Assam University, held on 17th July, 2021.
FACULTY DEVELOPMENT PROGRAM
- Attended a One-week online FDP on “Emerging Trends in VLSI Design and Practical Approach” organized by Department of Electronics and Communication Engineering, Aditya College of Engineering, Madanapalle, during 1st -6th August 2022.
- Attended a Online Faculty Development Program on Recent Trends of Research in Engineering & Technology on 25-29 July 2022, organized by Faculty of Engineering & Technology, Assam down town University Guwahati, Assam, India
- Participated in the National Faculty Development Program on "Enhancing Research and Innovation Funding", organized by the Innovation Incubation and Entrepreneurship Cell (IIEC), VIT-AP University, Amaravati, held from 7th to 11th April 2025.
- Completed the NEP 2020 : Orientation and Sensitization Programme underMalaviya Mission Teacher Training Programme (MMTTP) ofUniversity Grants Commission (UGC) organized by the UGCMalaviya Mission Teacher Training Centre, Aligarh MuslimUniversity, Aligarh from 6th May 2025 to 15th May 2025.
- Participated in 3 days FDP on “AdvAncement in Electrical Engineering with the help of computer intelligence” from 13.05.2025 to 15.05.2025 organized by Electrical Engineering Department, SVSD in association with ISTE.
- Participated in 5-Day Faculty Development Program on “Analytical Insights into Signals, Intelligent Systems, and Next-Gen Computing Organized by Departments of CSE (AIML) & CSBS, IEM, Saltlake in association with HRDC, IEM-UEM Group held from 23rd June 2025 to 27th June 2025.
- Participated in AICTE Training And Learning (ATAL) Academy Faculty Development Program on “Real-World AI & ML: From Concept to Deployment in Industry 4.0 and 5.0” organized by ASSAM SKILL UNIVERSITY from 2nd November 2025 to 7th November 2025.
CONFERENCES
- Munsifa Firdaus Khan and Indrani Das: “A Study on Quality-of-Service Routing Protocols in Mobile Ad hoc Networks” presented on 2017 International Conference on Computing and Communication Technologies for Smart Nation IEEE Conference which was scheduled on 12th October to 14th October 2017 at GD Goenka University, Gurgaon, New Delhi-NCR, India.
- Munsifa Firdaus Khan and Indrani Das: “An Investigation on Existing Protocols in MANET” presented on 6 - International Conference On Innovations In Computer Science & Engineering (ICICSE - 2018) Springer Conference which was scheduled on 17th and 18th August 2018 at Guru Nanak Institutions Technical Campus & Guru Nanak Institute of Technology, Ibrahimpatnam, Hyderadabad, Telangana, India.
- Munsifa Firdaus Khan and Indrani Das: “Performance analysis of improved mobility models to check their impact on QoS in MANET” presented on 2022 International conference on Advanced Computing and Intelligent Technologies (ICACIT-2022) Springer Conference which was scheduled on 12th and 13th March 2022 via online.
- Munsifa Firdaus Khan Barbhuyan, Ali H. Wheeb, Mostaque Md. Morshedur Hassan and Asmita Ray: “Exploring the Future of Connectivity: A Comprehensive Review of Wireless and Optical Communications,” at the 2nd International Conference on Data Driven AI (ICDDA-2025) which was scheduled on 7th-9th May 2025 organized by the Assam Kaziranga University, Jorhat, Assam, India.
- Munsifa Firdaus Khan Barbhuyan, Satyabrata Nath, Dr. Shafiul Alom Ahmed, and Amit Kr. Roy: “A Performance Optimised Multi-Function Browser Extension for Enhanced Web Privacy and Secure Link Shortening” at International Conference on Computing, Intelligence, and Application (CIACON 2025) which was scheduled on 18th -19th July 2025 organized by Department of Computer Science and Engineering, Dr. B.C. Roy Engineering College, Durgapur.
- Mr. Amit Kr. Roy, Munsifa Firdaus Khan Barbhuyan, Satyabrata Nath: “A Scalable Real-Time Stock Market Prediction Framework using LSTM Network and XGBoost Model” at the Third International Conference on Data Science and Network Engineering (ICDSNE 2025), which was held on 25th -26th July 2025 organized by the Department of Computer Science and Engineering, National Institute of Technology Agartala.
- Mr. Shreyash Dubey and Munsifa Firdaus Khan Barbhuyan: “Neural Architecture Superiority: A Comparative Analysis of Deep Learning and Hybrid Models for Advanced Network Intrusion Detection Systems using NSL-KDD & CIC-IDS 2018 Datasets” at the 1st International Conference on Advanced Sustainability 2025 (ICAS - 2025) held during 9th-10th October 2025 at CGC Landran, Mohali, Punjab, India.
- Monisha Devi , Munsifa Firdaus Khan Barbhuyan, Manoj Kumar Deka, Abdul Hannan, Utpal Barman: “Exploring Privacy-Preserving and Federated Learning for Speech Applications: A Review” at the Regional International Conference on Natural Language Processing (RegICON 2025), which was held on 27th November 2025 to 29th November 2025 organized by Department of Information Technology, Gauhati University, India jointly organized by Assam Skill University, India.
- Anundoram Borooah Award by Planning and Development Department, Govt. of Assam
- Received a Merit Certificate for securing First Class First position in M.Sc. Computer Science from Assam University, Silchar in 2014.
- Awarded Gold Medal certificate for securing the highest percentage in M.Sc. Computer Science from Assam University, Silchar in 2014.
- Recipient of the Shri Gourish Chandra Ray Memorial Award for securing First Position in M.Sc. Computer Science from Assam University, Silchar in 2014.
- Recipient of the Ananya Paul Memorial Award for securing First Position in M.Sc. Computer Science from Assam University, Silchar in 2014.
- Recipient of the Maulana Azad National Fellowship Award from UGC for pursuing Ph.D. in 2017.
- Awarded the Dr. A. P. J. Abdul Kalam Memorial Medal for Research by the Barak Education Society in recognition of outstanding research contributions in 2022.
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- Invited as a Technical session chair for International Conference on Advanced Communication and Intelligent Systems (ICACIS-2023), Springer organized on June 16-17, 2023 by Warsaw Management University, Poland.
- Invited as a Technical session chair for International Conference on Advanced Communication and Intelligent Systems (ICACIS-2024), Springer organized on May 16-17, 2024 by Jawaharlal Nehru University, New Delhi, India.
- Invited as a Technical session chair for 5th International Conference on Signal and Data Processing (ICSDP 2025), Springer organized on 18th – 19th December 2025 by VIT Bhopal University, Madhya Pradesh, India.
No Projects Found!
1. Title of the Invention :Arduino Based Machine Learning Computer Device
Name of the Applicant: Dr. Santanu Koley, Dr. Amrindra Pal, Dr. Arun Uniyal, Dr. Anu Kumari, Dr. Monika Saxena, Dr. Abhisek Roy, Dr. Alok Kumar, Dr. Nitish Das, Dr. MunsifaMFirdaus Khan Barbhuyan, Dr. Harsh KumarApplication Number: 6435304
Filing Date:
Year: 2025
Status: Granted
Country: UK
2. Title of the Invention :AI-Embedded Cyber Secure Network Router with Real-Time Threat Analysis
Name of the Applicant: Manoj Kashiram Demde, Kunal Nandy, Dr. Munsifa Firdaus Khan Barbhuyan, Thamminayanipalli Venkataramanappa Manohar, Dr. Ajeet Singh, Debajit Sensarma, Dr. Sakuntala Mahapatra, Ansuman Mahanty, Abhisek Hazra, Dr. Santanu KoleyApplication Number: 6478249
Filing Date: 2025-10-08
Year: 2025
Status: Granted
Country: UK
3. Title of the Invention :AN APPARATUS BASED ON DEEP LEARNING BASED METHOD FOR REAL-TIME OBJECT DETECTION AND TRACKING IN VIDEO SURVEILLANCE AND METHOD THEREOF
Name of the Applicant: Kalita Kandarpa, Hassan Mostaque, Md. Morshedur, Das Bhubneswar, Bora Abhijit, Roy Deepjyoti, Barbhuyan Munsifa, Firdaus, Khan, Baruah Bhupen, Kumar, Das Banani, Barbhuyan Mehboob, Hasan, Ben, SirajApplication Number: 202331046434 A
Filing Date:
Year: 2023
Status: Published
Country: India
4. Title of the Invention :MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE TECHNIQUES FOR INTRUSION DETECTION IN NETWORK SECURITY
Name of the Applicant: Ghosh Prolay, Mallika C., Dicholkar Supriya ,Vishal, Nirmal Jagannath, Barbhuyan Munsifa, Firdaus, Khan, Mote Hemalata, MaheshApplication Number: 202331041349A
Filing Date:
Year: 2023
Status: Published
Country: India

