Assistant Professor (Senior Grade)
manju@jiit.ac.in
BIOGRAPHY:
My research interest is the design of algorithms with provable performance guarantees. In particular, I study Energy optimization for resource allocation and scheduling problems, with constraints on fairness, energy minimization, strategy proofness, that arise in large scale distributed data centers. My research involves using concepts and techniques from the fields of approximation algorithms, Algorithm Designing, Optimization Techniques, Distributed Computing, Wireless Sensor Networks (Coverage, Routing, Clustering, and Connectivity), Mobile Network, AI based algorithms
EDUCATIONAL QUALIFICATIONS:
- Ph.D.(Computer Science & Engineering), June 2104- July 2018, Delhi University
- M.S by Research. (Communication & Computer Engg), July 2007 – July 2009, The Laxmi Niwas Mittal Institute of Information Technology, Jaipur
- B.Tech. (Computer Engineering) July 2002 - June 2006, Engineering College Kota, Rajasthan..
WORK EXPERIENCE:
Teaching Experience:
- Presently working as An Assistant Professor in the Department of Computer Science & Engineering at Jaypee Institute of Information Technology (JIIT), Sector 62, Noida, U.P. from 01-02-2019 to till date.
- Worked as an Assistant Professor at Amity University(Jan2018 –Jan 2019).
- Worked as Teaching and Research Fellow at Netaji Subhash Institute of Technology, New Delhi (June 2014-Jan 2018)
- Worked as an Assistant Professor at NorthCap University (Former ITM University), Gurugram (Jan2012-June 2014)
- Worked as an Assistant Professor at SUIIT, Orissa (Jan 2011-Nov 2011).
- Worked as an assistant Professor at BITS Pilani, Hyderabad Campus (Sept 2009-Dec 201)
INTEREST AREA:
- approximation algorithms, Algorithm Designing, Optimization Techniques, Distributed Computing, Wireless Sensor Networks (Coverage, Routing, Clustering, and Connectivity), Mobile Network, AI based algorithms
PUBLICATIONS:
Journal
- Samayveer Singh, Deepak Garg, Manju, Aruna Malik,A novel cluster head selection algorithm based IoT enabled heterogeneous WSNs distributed architecture for smart city, Microprocessors and Microsystems,Volume 101,2023,
- Manju, Samayveer Singh, “Modified energy-proficient partial coverage methodology for optimizing coverage in WSN”, Multimedia Tools and Applications, 2023.
- Deepti Singh, Manju and Aman Jatain, “Artificial Intelligence and Natural Language Processing Inspired Chabot Technologies”, Recent Advances in Computer Science and Communications, 2023.
- Deepti Singh, Ritu Nigam, Ruchi Mittal, Manju, “Information retrieval using machine learning from breast cancer diagnosis”, Multimedia Tools and Applications, September 2022.
- Samayveer Singh, Manju, Aruna Malik, Pradeep Kumar Singh, “A threshold-based energy efficient military surveillance system using heterogeneous wireless sensor networks”, Soft Computing, pp.1-14, July 2021.
- Manju, “A Meta-Heuristic Based Approach with Modified Mutation Operation for Heterogeneous Networks”, Wireless Personal Communication,2021.
- Manju, P Bhambu, S Kumar, “Target K-coverage problem in wireless sensor networks”, Journal of Discrete Mathematical Sciences and Cryptography, Vol 23, Issue 2, pages. 651-659, 2020.
- Manju, Samayveer Singh, Sandeep Kumar, AnandNayyar, Fadi Al-Turjman, And Leonardo Mostarda, “Proficient QoS-Based Target Coverage Problem in Wireless Sensor Network”, IEEE Access, Vol.8, 2020.
- Manju, Satish Chand and Bijendra Kumar, "Selective α-Coverage Based Heuristic in Wireless Sensor Networks", Wireless Personal Communication, Springer, pp.1-14, DOI-10.1007/s11277-017-4589-1 2017.
- Manju, Satish Chand and Bijendra Kumar, “Target coverage heuristic based on learning automata in wireless sensor networks”, IET Wireless Sensor System, doi: 10.1049/iet-wss.2017.0090.
- Manju, Satish Chand and Bijendra Kumar, “Genetic Algorithm Based Meta-Heuristic for Target Coverage Problem”, IET, Wireless Sensor System, DOI: 10.1049/iet-wss.2017.0067.
- Manju, Satish Chand and Bijendra Kumar, "Maximizing Network Lifetime for Target Coverage Problem in Wireless Sensor Networks", IET Wireless Sensor System, IET 77(3), pp. 2117-2139, 2016.
- Manju, Satish Chand and Bijendra Kumar, “Improved-Coverage Preserving Clustering Protocol in Wireless Sensor Networks,” Int. Journal of Engineering and Technology Innovation, 6(1), pp.16-29, 2016.
- Manju, Anuradha, “A Novel Energy-Efficient Heuristic for Target Coverage to Maximize Sensor Network Lifetime”, International Journal of Computer Applications (IJCA), Volume 86 – No 7, pp: 31-35, January 2014.
- Manju, Arun K Pujari, “High-Energy-First (HEF) Heuristic for Energy Efficient Target Coverage Problem”, International Journal of Adhoc sensor and Ubiquitous Computing, Vol. 2. No. 1, pp: 45-58, March 2011.
Book Chapters:
- Aman Jatain, Manju, Priyanka Vashisht, “Gleason Grading System for Prostate Cancer Diagnosis”, Artificial Intelligence-based Healthcare Systems, Pages 195-207, Springer Nature Switzerland, 2023.
- Divya Singh, Deepti Singh, Manju, Umesh Gupta, “Smart Healthcare: A Breakthrough in the Growth of Technologies”, Artificial Intelligence-based Healthcare Systems, Pages 73-85, Springer Nature Switzerland, 2023.
- Aparajita Nanda, Manju, Sarishty, “Breast Cancer Prediction Models: A comparative study and analysis using machine learning, Decision”, SUSCOM 2022.
- Kumar Dwivedi A., Sharma A.K., Manju, Singh S., Mehra P.S. SCSZB: Sensor Congregate Stable Zonal-Based Routing Protocol Designed for Optimal WSN. In: Advances in Smart Communication and Imaging Systems. Lecture Notes in Electrical Engineering, vol 721. Springer, Singapore. 2021
- Shivam Aggarwal, Safal Singh Gaur, and Manju, “Text Document Orientation Detection Using Convolutional Neural Networks”, Congress on Intelligent Systems, Springer, pp. 153-164, 2020.
- Manju, Deepti Singh, Satish Chand and Bijendra Kumar, “Target Coverage Heuristic in Wireless Sensor Networks”, 10th Int. Conf. CACCT 2016: Advanced Computing and Communication Technologies, Springer, pp. 265 – 273, 18th - 20th Nov. 2016.
- Manju, Deepti Singh, Satish Chand and Bijendra Kumar, “Genetic Algorithm Based Heuristic for Solving Target Coverage Problem in Wireless Sensor Networks”, 10th Int. Conf. CACCT 2016: Advanced Computing and Communication Technologies, Springer, pp. 257 – 264, 18th - 20th Nov. 2016.
- Manju and Arun K. Pujari “Target Q-coverage Problem in Wireless Sensor Networks”, International Conference on Distributed Computing Networks (ICDCN’09), Hyderabad, Jan. pp: 325-330, (2009).
Conference:
- A. Jain, K. Tripathi, A. Jatain and Manju, "Anomaly Detection in the Cloud Environment with Clustering Optimization Model for Attack Detection in IDs," 2023 International Conference on IoT, Communication and Automation Technology (ICICAT), Gorakhpur, India, 2023, pp. 1-5,
- Archana Purwar, Manju, Credit card fraud detection using XGBoost for imbalanced data set, Proceedings of the 2023 Fifteenth International Conference on Contemporary Computing, Pages 216-219, 2023.
- Varun Menon, Divya, Midhun chakkaravarthy, Sandeep Verma, Aaromal Sujith, Manju, “Enabling reliable communication in Internet of underwater things: applications, challenges and future directions”, 2nd International Conference on Secure Cyber Computing and Communications (ICSCCC), pp. 296-301, 2021.
- Manju, Samayveer Singh, Anshu Kumar Dwivedi, A.K.Sharma, Pawan Singh Mehra, “Learning Automata Based Heuristics for Target Q-Coverage”, ICRITO, January 2020.
- Manju, Satish Chand and Bijendra Kumar, “A Novel QoS-aware Improved-Clustering-Heuristic for Wireless Sensor Networks”, 10th INDIACom: 3rd 2016 International Conference on Computing on sustainable Global Development, 16th – 18th March, 2016.
FDP / WORKSHOP / CONFERENCEE ATTENDED:
- FDP on “Statistical and Computational Methods for Decision Making” July 17-22, 2023 at JIIT.
- FDP on “High Performance Computing and Emerging Trends”, 27th May to 1st June 2024.
- FDP on “Data Intelligence & Applications”, January 7-14 2023, JIIT Noida
- FDP on “IP Awareness/Training program”, February 02,2023 Intellectual Property Office, India
- Workshop on “Mathematical Foundations of Data Science”, March 20- April 01, 2023, JIIT Noida
- FDP on “Blockchain Technology and Its Applications”, 25-30 July, 2022. JIIT Noida
- Conference IC3 2022 (Encl. G) 05-07 Aug, 2022 JIIT Noida
- Short Term Course on“ Cyber Forensic and information Security” 16-20 Dec, 2021,NIT Jalandhar.
- FDP “Machine learning for Internet of Things (IoT), Natural Language Processing & Computer Vision” ,16-21 Aug 2021,JIIT Noida.
- FDP “Recent Trends in cyber Security and Machine intelligence”,31Jan-04 Feb 2022Indraprastha Engineering College
- FDP “Integration of Renewable Energy Systems”,22 – 26 Nov 2021, AICTE (ATAL Academy), Engineering College Bikaner, Rajasthan
- Short term course on “cyber safety” organized by NIT Jalandhar from 28 July-1 August 2020.
- (FDP) on “Research Aspects in Modern Analytics and Cyber Security”, 20-24 July , 2020,JIIT Noida
- Short term course on “Cyber Security and Forensic” by NIT Jalandhar on 22-26 March 2021