A Neural Radiance Field-Based Architecture for Intelligent Multilayered View Synthesis

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Published: Oct 27, 2023
DOI: https://doi.org/10.17762/ijritcc.v11i9.8342
Keywords:
MANET, routing, optimized route selection, network, route failure, energy utilization

Main Article Content

D. Dhinakaran
Department of Computer Science and Engineering, Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Chennai, India
S. M. Udhaya Sankar
Department of Computer Science and Engineering(Cyber Security), R.M.K College of Engineering and Technology, Chennai, India
G. Elumalai
Department of Electronics and Communication Engineering, Panimalar Engineering College, Chennai, India
N. Jagadish Kumar
Department of Computer Science and Business Systems, Sri Sairam Engineering College, Chennai, India

Abstract

A mobile ad hoc network is made up of a number of wireless portable nodes that spontaneously come together en route for establish a transitory network with no need for any central management. A mobile ad hoc network (MANET) is made up of a sizable and reasonably dense community of mobile nodes that travel across any terrain and rely solely on wireless interfaces for communication, not on any well before centralized management. Furthermore, routing be supposed to offer a method for instantly delivering data across a network between any two nodes. Finding the best packet routing from across infrastructure is the major issue, though. The proposed protocol's major goal is to identify the least-expensive nominal capacity acquisition that assures the transportation of realistic transport that ensures its durability in the event of any node failure. This study suggests the Optimized Route Selection via Red Imported Fire Ants (RIFA) Strategy as a way to improve on-demand source routing systems. Predicting Route Failure and energy Utilization is used to pick the path during the routing phase. Proposed work assess the results of the comparisons based on performance parameters like as energy usage, packet delivery rate (PDR), and end-to-end (E2E) delay. The outcome demonstrates that the proposed strategy is preferable and increases network lifetime while lowering node energy consumption and typical E2E delay under the majority of network performance measures and factors.

Article Details

How to Cite
Dhinakaran, D. ., Sankar, S. M. U. ., Elumalai, G. ., & Kumar, N. J. . (2023). A Neural Radiance Field-Based Architecture for Intelligent Multilayered View Synthesis. International Journal on Recent and Innovation Trends in Computing and Communication, 11(9), 259–269. https://doi.org/10.17762/ijritcc.v11i9.8342
Issue
Vol. 11 No. 9 (2023)
Section
Articles

References

G. Liu, Z. Yan, and W. Pedrycz, Data collection for attack detection and security measurement in mobile ad hoc networks: A survey, J. Netw. Comput. Appl., 105 (2018) 105–122.

D.-G. Zhang, J.-N. Qiu, T. Zhang, and H. Wu, ‘New energy-efficient hierarchical clustering approach based on neighbor rotation for edge computing of IOT, in Proc. ICCCN, Valencia, Spain, 8(1) (2019) 291–295.

Dhinakaran D, Joe Prathap P. M, "Protection of data privacy from vulnerability using two-fish technique with Apriori algorithm in data mining," The Journal of Supercomputing, 78(16), 17559–17593 (2022).

S. Glass, I. Mahgoub, and M. Rathod, Leveraging MANET-based cooperative cache discovery techniques in VANETs: A survey and analysis, IEEE Commun. Surveys Tuts., 19(4) (2017) 2640–2661.

D. Dhinakaran and P. M. Joe Prathap, “Preserving data confidentiality in association rule mining using data share allocator algorithm,” Intelligent Automation & Soft Computing, vol. 33, no.3, pp. 1877–1892, 2022.

L. Srinivasan, D. Selvaraj, S. M. Udhaya Sankar, "Leveraging Semi-Supervised Graph Learning for Enhanced Diabetic Retinopathy Detection," SSRG International Journal of Electronics and Communication Engineering, vol. 10, no. 8, pp. 9-21, 2023.

D. -G. Zhang et al., A Multi-Path Routing Protocol Based on Link Lifetime and Energy Consumption Prediction for Mobile Edge Computing, in IEEE Access, 8 (2020) 69058-69071, doi: 10.1109/ACCESS.2020.2986078.

Kacem, B. Sait, S. Mekhilef and N. Sabeur, A New Routing Approach for Mobile Ad Hoc Systems Based on Fuzzy Petri Nets and Ant System, in IEEE Access, 6 (2018) 65705-65720, doi: 10.1109/ACCESS.2018.2878145.

S. Sankaran, N. Vasudevan, K. R. Devabalaji, T. S. Babu, H. H. Alhelou and T. Yuvaraj, A Recurrent Reward Based Learning Technique for Secure Neighbor Selection in Mobile AD-HOC Networks, in IEEE Access, 9 (2021) 21735-21745, doi: 10.1109/ACCESS.2021.3055422.

B. K. Panda, U. Bhanja, and P. K. Pattnaik, Obstacle and mobility aware optimal routing for MANET, J. Intell. Fuzzy Syst., 37(1) (2019) 1007–1017.

R. Rajeswari, A Mobile Ad Hoc Network Routing Protocols: A Comparative Study, in Recent Trends in Communication Networks. London, United Kingdom: IntechOpen, (2020). doi: 10.5772/intechopen.92550.

E. O. Ochola, L. F. Mejaele, M. M. Eloff and J. A. van der Poll, Manet Reactive Routing Protocols Node Mobility Variation Effect in Analysing the Impact of Black Hole Attack, in SAIEE Africa Research Journal, 108 (2) (2017) 80-92, doi: 10.23919/SAIEE.2017.8531629.

Shobha. and K. Rajanikanth, Efficient flooding using relay routing in on-demand Routing protocol for Mobile Adhoc Networks, in Proc. IEEE 9th Malaysia Int. Conf. Commun.(MICC), (2009) 316–321.

H. Yang, Z. Li, and Z. Liu, A method of routing optimization using CHNN in MANET, J. Ambient Intell. Humanized Comput., 10(5) (2019)1759–1768.

Sofian Hamad and Taoufik Yeferny, Routing Approach for P2P Systems Over MANET Network, IJCSNS International Journal of Computer Science and Network Security, 20 (3) (2020).

D. Helen; D. Arivazhagan, A stable routing algorithm for mobile ad hoc network using fuzzy logic system, International Journal of Advanced Intelligence Paradigms, 14(3/4) (2019) 248 - 259.

Chalew Zeynu Sirmollo, Mekuanint Agegnehu Bitew, Mobility-Aware Routing Algorithm for Mobile Ad Hoc Networks, Wireless Communications and Mobile Computing, (2021).

V. Ramesh, P. Subbaiah, and K. S. Supriya, Modified DSR (Preemptive) to reduce link breakage and routing overhead for MANET using Proactive Route Maintenance (PRM), Glob. J. Comput. Sci. Technol., 9(5) (2010) 124–129.

T. D. Nguyen, J. Y. Khan, and D. T. Ngo, A distributed energy-harvestingaware routing algorithm for heterogeneous IoT networks, IEEE Trans. Green Commun. Netw., 2 (4) (2018) 1115–1127.

L. Srinivasan, D. Selvaraj, T. P. Anish, "IoT-Based Solution for Paraplegic Sufferer to Send Signals to Physician via Internet," SSRG International Journal of Electrical and Electronics Engineering, vol. 10, no. 1, pp. 41-52, 2023.

D. Selvaraj, T. P. Anish, "Outsourced Analysis of Encrypted Graphs in the Cloud with Privacy Protection," SSRG International Journal of Electrical and Electronics Engineering, vol. 10, no. 1, pp. 53-62, 2023.

C. Chen and Y. Y. Cui, New method of energy efficient subcarrier allocation based on evolutionary game theory, Mobile Netw. Appl., 9 (2018)1–15, doi: 10.1007/s11036-018-1123-y.

P.M. Joe Prathap, "Ensuring privacy of data and mined results of data possessor in collaborative ARM," Pervasive Computing and Social Networking. Lecture Notes in Networks and Systems, Springer, Singapore, vol. 317, pp. 431 – 444, 2022.

Montoya, C. GuØret, J. E. Mendoza, and J. G. Villegas, ‘‘A multi-space sampling heuristic for the green vehicle routing problem,’’ Transp. Res. C, Emerg. Technol., 70 (2016) 113–128.

Anish, T.P., Shanmuganathan, C., Dhinakaran, D., Vinoth Kumar, V., “Hybrid Feature Extraction for Analysis of Network System Security—IDS,” Lecture Notes in Electrical Engineering, vol 1073. Springer, Singapore, 2023.

S.M., Ananya, J., Roshnee, S.A. “IOT-Based Whip-Smart Trash Bin Using LoRa WAN,” In: Jeena Jacob, I., Kolandapalayam Shanmugam, S., Izonin, I. (eds) Expert Clouds and Applications. ICOECA 2022. Lecture Notes in Networks and Systems, vol 673, pp. 277-288, 2023.

V. V. Mandhare, V. R. Thool, and R. R. Manthalkar, QoS routing enhancement using metaheuristic approach in mobile ad-hoc network, Comput. Netw., 110 (2016) 180–191.

J. Yang, M. Ding, G. Mao, Z. Lin, D.-G. Zhang, and T. H. Luan, Optimal base station antenna downtilt in downlink cellular networks, IEEE Trans. Wireless Commun., 18(3) (2019) 1779–1791.

B. G. Sai Aswin, S. Vishnubala, D. Dhinakaran, N. J. Kumar, S. M. Udhaya Sankar and A. M. Mohamed Al Faisal, "A Research on Metaverse and its Application," 2023 World Conference on Communication & Computing (WCONF), RAIPUR, India, pp. 1-6, 2023.

Dhinakaran, D., Selvaraj, D., Udhaya Sankar, S.M., Pavithra, S., Boomika, R., “Assistive System for the Blind with Voice Output Based on Optical Character Recognition,” Lecture Notes in Networks and Systems, vol 492. Springer, Singapore, 2023.

Taha, R. Alsaqour, M. Uddin, M. Abdelhaq, and T. Saba, Energy efficient multipath routing protocol for mobile ad-hoc network using the fitness function, IEEE Access, 5 (2017) 10369–10381.

B. C. Latha, A. E. J. Anns and V. K. Sri, "Dam Management and Disaster Monitoring System using IoT," 2023 International Conference on Sustainable Computing and Data Communication Systems (ICSCDS), Erode, India, pp. 1197-1201, 2023.

T. Kavya, S. Priyanka and P. P. Oviya, "A Way for Smart Home Technology for Disabled and Elderly People," 2023 International Conference on Innovative Data Communication Technologies and Application (ICIDCA), Uttarakhand, India, pp. 369-373, 2023.

Monisha Ramakrishna Prabha; Thenmozhi Renganathan; Premkumar Mohan; Selvaraj Damodaran; Elumalai Govindarajan; Dhinakaran Damodaran, “Need for 6G: A survey,” AIPConference Proceedings 2790, 020072, 2023.

M. Keerthana, M. Ananthi, R. Harish, S. M. Udhaya Sankar and M. S. Sree, "IoT Based Automated Irrigation System for Agricultural Activities," 2023 12th International Conference on Advanced Computing (ICoAC), Chennai, India, pp. 1-6, 2023.

M. Harini, D. Prabhu, S. M. Udhaya Sankar, V. Pooja and P. Kokila Sruthi, "Levarging Blockchain for Transparency in Agriculture Supply Chain Management Using IoT and Machine Learning," 2023 World Conference on Communication & Computing (WCONF), RAIPUR, India, pp. 1-6, 2023.

K. Y. Kumar, N. J. Kumar, S. M. Udhaya Sankar, U. J. Kumar and V. Yuvaraj, "Optimized Retrieval of Data from Cloud using Hybridization of Bellstra Algorithm," 2023 World Conference on Communication & Computing (WCONF), RAIPUR, India, pp. 1-6, 2023.

H.-C. Liu, J.-X. You, Z. Li, and G. Tian, Fuzzy Petri nets for knowledge representation and reasoning: A literature review, Eng. Appl. Artif. Intell., 60 (2017) 45–56.

G. K. Monica, K. Haritha, K. Kohila and U. Priyadharshini, "MEMS based Sensor Robot for Immobilized Persons," 2023 International Conference on Innovative Data Communication Technologies and Application (ICIDCA), Uttarakhand, India, pp. 924-929, 2023.

Thota, D. S. ., Sangeetha, D. M., & Raj , R. . (2022). Breast Cancer Detection by Feature Extraction and Classification Using Deep Learning Architectures. Research Journal of Computer Systems and Engineering, 3(1), 90–94. Retrieved from https://technicaljournals.org/RJCSE/index.php/journal/article/view/48

S. K. Das and S. Tripathi, Intelligent energy-aware efficient routing for MANET, Wireless Netw., 24(4) (2018) 1139–1159.

N. J. Kumar, S. S. Kamalesh and R. Abenesh, "Machine Learning System For Indolence Perception," 2023 International Conference on Innovative Data Communication Technologies and Application (ICIDCA), Uttarakhand, India, pp. 55-60, 2023.

Joe Prathap P. M, Selvaraj D, Arul Kumar D and Murugeshwari B, "Mining Privacy-Preserving Association Rules based on Parallel Processing in Cloud Computing," International Journal of Engineering Trends and Technology, vol. 70, no. 3, pp. 284-294, 2022.

S. K. Das and S. Tripathi, Energy efficient routing formation algorithm for hybrid ad-hoc network: A geometric programming approach, Peer-to-Peer Netw. Appl., (2018) 1–27, doi: 10.1007/s12083-018-0643-3.

K. Sudharson, B. Alekhya, G. Abinaya, C. Rohini, S. Arthi and D. Dhinakaran, "Efficient Soil Condition Monitoring with IoT Enabled Intelligent Farming Solution," 2023 IEEE International Students' Conference on Electrical, Electronics and Computer Science (SCEECS), Bhopal, India, pp. 1-6, 2023.

C. Cathrin Deboral, M. Ramakrishnan, "Safe Routing Approach by Identifying and Subsequently Eliminating the Attacks in MANET," International Journal of Engineering Trends and Technology, vol. 70, no. 11, pp. 219-231, 2022. https://doi.org/10.14445/22315381/IJETT-V70I11P224.