Research
My research focuses on Optimization Algorithms, Wireless Sensor Networks, Artificial Intelligence, and Network Security.
Journals
2024
Jayalatchumy, D., Rajakumar, R., Balakrishnan, A., Safran, M., & Alfarhood, S. (2024). Improved Crow Search-based Feature Selection and Ensemble Learning for IoT Intrusion Detection. IEEE Access (SCIE, IF-3.8), Vol. 12, 33218–33235. DOI: 10.1109/ACCESS.2024.3372859
Thirugnanasambandam, K., Murugan, J., Rajakumar, R., Rashid, M., Raghav, R.S., Kim, T.H., Sampedro, G.A. and Abisado, M., 2024. Optimizing multimodal feature selection using binary reinforced cuckoo search algorithm for improved classification performance. PeerJ Computer Science (SCIE, IF-3.8), 10, p.e1816. DOI: 10.7717/peerj-cs.1816
2023
Karunanidy, D., Rajakumar, R., Basheer, S., Mahadevan, N., & Rashid, M. (2023). MOJMA: A novel multi-objective optimization algorithm based Java Macaque Behavior Model. AIMS Mathematics, 8(12), 30244-30268. Doi: 10.3934/math.20231545
Gopu, A., Thirugnanasambandam, K., Rajakumar R., AlGhamdi, A. S., Alshamrani, S. S., Maharajan, K., & Rashid, M. (2023). Energy-efficient virtual machine placement in distributed cloud using NSGA-III algorithm. Journal of Cloud Computing, 12(1), 124. Doi: 10.1186/s13677-023-00501-y
Henge, Santosh Kumar, Gitanjali Jayaraman, M. Sreedevi, Rajakumar R, Mamoon Rashid, Sultan S. Alshamrani, Mrim M. Alnfiai, and Ahmed Saeed AlGhamdi. "Secure keys data distribution based user-storage-transit server authentication process model using mathematical post-quantum cryptography methodology." Networks & Heterogeneous Media 18, no. 3 (2023). Doi: 10.3934/nhm.2023057
Henge, S. K., Maheswari, G. U., Rajakumar, R., Alshamrani, S. S., Rashid, M., & Murugan, J. (2023). Dependable and Non-Dependable Multi-Authentication Access Constraints to Regulate Third-Party Libraries and Plug-Ins across Platforms. Systems, 11(5), 262. Doi: 10.3390/systems11050262
Praveena, N., Juneja, K., Rashid, M., Almagrabi, A. O., Sekaran, K., Rajakumar, R., & Usman, M. (2023). Hybrid gated recurrent unit and a convolutional neural network-based deep learning mechanism for efficient shilling attack detection in social networks. Computers and Electrical Engineering, 108, 108673. Doi: 10.1016/j.compeleceng.2023.108673
Rajeswari, M., Rajakumar, R., Basheer, S., Babu, K. S., Rashid, M., & Saranya, R. (2023). Multi-Objective ABC-NM Algorithm for Multi-Dimensional Combinatorial Optimization Problem. Axioms, 12(4), 395. Doi: 10.3390/axioms12040395
Rajagopal, Manikandan, Suvarna Buradagunta, Meshari Almeshari, Yasser Alzamil, Rajakumar R., and Vinayakumar Ravi. "An efficient framework to detect intracranial hemorrhage using hybrid deep neural networks." Brain Sciences 13, no. 3 (2023): 400.. Doi: 10.3390/brainsci13030400
Sethuraman, S. K., Malaiyappan, N., Rajakumar, R., Basheer, S., Rashid, M., & Ahmad, N. (2023). Predicting Alzheimer’s disease using deep neuro-functional networks with resting-state fMRI. Electronics, 12(4), 1031. Doi: 10.3390/electronics12041031
Mageshkumar, N., Swapna, J., Pandiaraj, A., Rajakumar, R., Krichen, M., & Ravi, V. (2023). Hybrid cloud storage system with enhanced multilayer cryptosystem for secure deduplication in cloud. International Journal of Intelligent Networks, 4, 301-309. Doi: 10.1016/j.ijin.2023.11.001
Pazhaniraja, N., Basheer, S., Thirugnanasambandam, K., Rajakumar, R., Rashid, M., & Kalaivani, J. (2023). Multi-objective Boolean grey wolf optimization based decomposition algorithm for high-frequency and high-utility itemset mining. AIMS Math, 8, 18111-18140. Doi: 10.3934/math.2023920
Rajakumar R., B. Saleena, Shakila Basheer, Prakash Balasubramanian, Mamoon Rashid, and Gitanjali Jayaraman. "EECHS-ARO: Energy-efficient cluster head selection mechanism for livestock industry using artificial rabbits optimization and wireless sensor networks." Electronic Research Archive 31, no. 6 (2023): 3123-3144. Doi: 10.3934/era.2023158
2022
Kuppusamy, P., Kumari, N. M. J., Alghamdi, W. Y., Alyami, H., Rajakumar, R., Javed, A. R., & Rashid, M. (2022). Job scheduling problem in fog-cloud-based environment using reinforced social spider optimization. Journal of Cloud Computing, 11(1), 99. Doi: 10.1186/s13677-022-00380-9
Thirugnanasambandam, K., Rajakumar, R., Mohan, D., Rashid, M., Juneja, K., & Alshamrani, S. S. (2022). Patron–Prophet Artificial Bee Colony Approach for Solving Numerical Continuous Optimization Problems. Axioms, 11(10), 523. Doi: 10.3390/axioms11100523
Rajakumar, R., Karunanidy, D., Alshamrani, S. S., Rashid, M., Mathumohan, S., & Dumka, A. (2022). Oppositional Pigeon-Inspired Optimizer for Solving the Non-Convex Economic Load Dispatch Problem in Power Systems. Mathematics, 10(18), 3315. Doi: 10.3390/math10183315
Rajakumar, R., Muniyan, R., Dumka, A., Singh, D. P., Mohamed, H. G., Singh, R., ... & Noya, I. D. (2022). Routing protocol for MANET based on QoS-aware service composition with dynamic secured broker selection. Electronics, 11(17), 2637. Doi: 10.3390/electronics11172637
Rajakumar, R., Karunanidy, D., Balakrishnan, A., Rashid, M., Dumka, A., Afifi, A., & Alshamrani, S. S. (2022). OGWO-CH: Hybrid Opposition-Based Learning with Gray Wolf Optimization Based Clustering Technique in Wireless Sensor Networks. Electronics, 11(16), 2593. Doi: 10.3390/electronics11162593
Muniyan, R., Rajakumar, R., Alshamrani, S. S., Gangodkar, D., Dumka, A., Singh, R., & Rashid, M. (2022). Artificial bee colony algorithm with Nelder–Mead method to solve nurse scheduling problem. Mathematics, 10(15), 2576. Doi: 10.3390/math10152576
Sudhakar, T., Sambath Kumar, S., Ravi, V., Rajakumar, R., & Dua, S. (2022). Neighborhood rough set‐based route selection for mobile ad hoc networks. International Journal of Communication Systems, 35(11), e5178. Doi: 10.1002/dac.5178
Dhiman, Pooja, Santosh Kumar Henge, Rajakumar R., Ankur Dumka, Rajesh Singh, Anita Gehlot, Mamoon Rashid, Sultan S. Alshamrani, Ahmed Saeed AlGhamdi, and Abdullah Alshehri. "Secure Token–Key Implications in an Enterprise Multi-Tenancy Environment Using BGV–EHC Hybrid Homomorphic Encryption." Electronics 11, no. 13 (2022): 1942. Doi: 10.3390/electronics11131942
Dua, Sakshi, Sethuraman Sambath Kumar, Yasser Albagory, Rajakumar R, Ankur Dumka, Rajesh Singh, Mamoon Rashid, Anita Gehlot, Sultan S. Alshamrani, and Ahmed Saeed AlGhamdi. "Developing a speech recognition system for recognizing tonal speech signals using a convolutional neural network." Applied Sciences 12, no. 12 (2022): 6223. Doi: 10.3390/app12126223
2021
Karunanidy, Dinesh, Rajakumar R., Ankur Dumka, Rajesh Singh, Ibrahim Alsukayti, Divya Anand, Habib Hamam, and Muhammad Ibrahim. "An intelligent optimized route-discovery model for IoT-based VANETs." Processes 9, no. 12 (2021): 2171. Doi: 10.3390/pr9122171
Rajakumar, R., Sekaran, K., Hsu, C. H., & Kadry, S. (2021). Accelerated grey wolf optimization for global optimization problems. Technological Forecasting and Social Change, 169, 120824. Doi: 10.1016/j.techfore.2021.120824
Rajakumar, R., Dinesh, K., & Vengattaraman, T. (2021). An energy-efficient cluster formation in wireless sensor network using grey wolf optimisation. International Journal of Applied Management Science, 13(2), 124-140. Doi: 10.1504/IJAMS.2021.116496
Dinesh, K., Rajakumar, R., & Subramanian, R. (2021). Self-organisation migration technique for enhancing the permutation coded genetic algorithm. International Journal of Applied Management Science, 13(1), 15-36.. Doi: 10.1504/IJAMS.2021.113372
2020 - 2017
Sekaran, K., Rajakumar, R., Dinesh, K., Rajkumar, Y., Latchoumi, T. P., Kadry, S., & Lim, S. (2020). An energy-efficient cluster head selection in wireless sensor network using grey wolf optimization algorithm. TELKOMNIKA (Telecommunication Computing Electronics and Control), 18(6), 2822–2833. Doi: 10.12928/telkomnika.v18i6.15199
Rajakumar, R., Dinesh, K., Dumka, A., & Jayakumar, L. (2020). RFA Reinforced Firefly Algorithm to Identify Optimal Feature Subsets for Network IDS. International Journal of Grid and High Performance Computing (IJGHPC), 12(3), 68–87. Doi: 10.4018/IJGHPC.2020070105
Muthukumaran, S., Rajakumar, R., & Dinesh, K. Clustering With Classification Based Identification On Diabetics Disease To Avoid Blindness In Early Stage. vol. 09, no. 02, 2020. Doi: 10.1504/IJAMS.2021.116496
Dinesh, K., Amudhavel, J., Rajakumar, R., Dhavachelvan, P., & Subramanian, R. (2020). A novel self-organisation model for improving the performance of permutation coded genetic algorithm. International Journal of Advanced Intelligence Paradigms, 17(3-4), 299-322. Doi: 10.1504/IJAIP.2020.109512
Rajakumar, R., Sivanandakumar, D., Uthayakumar, J., Vengattaraman, T., & Dinesh, K. (2020). Optimal parameter tuning for PID controller using accelerated grey wolf optimisation in smart sensor environments. Electronic Government, an International Journal, 16(1-2), 170-189. Doi: 10.1504/EG.2020.105237
Rajakumar, R., Amudhavel, J., Dhavachelvan, P., & Vengattaraman, T. (2017). GWO-LPWSN: Grey wolf optimization algorithm for node localization problem in wireless sensor networks. Journal of computer networks and communications, 2017, 1-10. Doi: 10.1155/2017/7348141
Conferences
Devika, K., Rajakumar, R., Manikandan, R., Dinesh, K., & Sreedevi, M. (2023, March). A review on Machine Learning based IDS approaches in Wireless sensor networks. In 2023 9th International Conference on Advanced Computing and Communication Systems (ICACCS) (Vol. 1, pp. 1238-1243). IEEE. Doi: 10.1109/ICACCS57279.2023.10112982
Dinesh, K., Subramanian, R., Dweib, I., Nandhini, M., Mohamed, M. Y. N., & Rajakumar, R. (2018, December). Bi-directional self-organization technique for enhancing the genetic algorithm. In Proceedings of the 6th International Conference on Information Technology: IoT and Smart City (pp. 251-255),. Doi: 10.1145/3301551.3301589
Raja, B., Rajakumar, R., Dhavachelvan, P., & Vengattaraman, T. (2016, December). A survey on classification of network structure routing protocols in wireless sensor networks. In 2016 IEEE International Conference on Computational Intelligence and Computing Research (ICCIC) (pp. 1-5). IEEE. Article Link.
Thirugnanasambandam, K., Rajakumar, R., Thirumal, V., & Pothula, S. (2016, October). Greedy based population seeding technique in ant colony optimization algorithm. In 2016 International Conference on Communication and Electronics Systems (ICCES) (pp. 1-4). IEEE. Doi: 10.1109/CESYS.2016.7889979
Rajakumar, R., Dhavachelvan, P., & Vengattaraman, T. (2016, October). A survey on nature inspired meta-heuristic algorithms with its domain specifications. In 2016 international conference on communication and electronics systems (ICCES) (pp. 1-6). IEEE. Doi: 10.1109/CESYS.2016.7889811
Sengathir, J., Manoharan, R., & Rajakumar R. (2014, April). Semi-Markov based node behavior model for isolating selfish neighbors in MANETs. In 2014 International Conference on Recent Trends in Information Technology (pp. 1-7). IEEE. Doi: 10.1109/ICRTIT.2014.6996155
Sengathir, J., Manoharan, R., & Rajakumar R. (2013, December). Markovian process based reputation mechanisms for detecting selfish nodes in MANETs: A survey. In 2013 Fifth International Conference on Advanced Computing (ICoAC) (pp. 217-222). IEEE. Doi: 10.1109/ICoAC.2013.6921953
Patents
Title of the invention: A Wireless Communication-Enabled Person Identification and Situation Aware System
Name of Inventor : B.S Charulatha, A Vishnu Priya, Ashish Kumar Srivastava, Rajakumar R, K Dinesh, M Ezhilvendan
File no. and Published: 202041017323 A, Published on June-2020