Main Article Content
Abstract
In Mobile Ad Hoc Networks (MANETs), the Power-Aware River Formation Dynamics Routing Algorithm (PRFDRA) enhanced energy efficiency by forming power-aware paths and facilitating multi-flow diffusion. It remained vulnerable to internal misbehavior. RFDTrust added trust metrics to mitigate malicious activity, but applied them only in neighbor selection along downhill gradients. This limited path diversity and adaptiveness. This paper proposes TA-PRFDRA (Trust-Adaptive-Power-Aware River Formation Dynamics Routing Algorithm), a trust- and adaptiveness-enhanced version of PRFDRA. TA-PRFDRA integrates trust evaluation into all routing stages. It applies dynamic switching between Single Flow Direction (SFD) and Multi-Flow Direction (MFD) based on trust-weighted gradient variance. The algorithm utilizes a composite trust model that takes into account node energy reliability, packet forwarding behavior, route participation, and delay consistency. Trust is applied in gradient, erosion, altitude, sediment transport, and path cost computations. Simulation results show that, compared with PRFDRA, RFDTrust, RFDManet, and TORA, TA-PRFDRA achieved up to 1.33% higher packet delivery ratio (PDR). Average end-to-end delay (AE2ED) decreased by 0.14 s. Detection rate (DR) increased by up to 30.38%. Energy consumption (EC) was reduced by up to 15.94 J. Statistical analysis confirmed that improvements over RFDTrust were significant. These results demonstrate that integrating trust into all routing processes with adaptive flow control enhances reliability, latency performance, security, and energy efficiency in MANETs.
Keywords
Article Details
References
- Agor AD, Asante M, Hayfron-Acquah JB, Ami-Narh JT, Aziale LK, Peasah KO. A power-aware river formation dynamics routing algorithm for enhanced longevity in MANETs. International Journal of Computer Networks and Applications 2024;11:274–89. https://doi.org/10.22247/ijcna/2024/17.
- Veeramani R, MadhanMohan R, Mahesh C. Energy Efficient and QoS Aware Trustworthy Routing Protocol for Manet Using Hybrid Optimization Algorithms. Computer Science 2025;26:1–31. https://doi.org/10.7494/CSCI.2025.26.1.5135.
- Dorigo M, Maniezzo V, Colorni A. Ant system: Optimization by a colony of cooperating agents. IEEE Transactions on Systems, Man, and Cybernetics-Part B Cybernetics, vol. 26, IEEE; 1996, p. 29–41. https://doi.org/10.1109/3477.484436.
- Hosseini HS. Problem solving by intelligent water drops. 2007 IEEE Congress on Evolutionary Computation, 2007, p. 3226–31. https://doi.org/10.1109/CEC.2007.4424885.
- Rabanal P, Rodríguez I, Rubio F. Using river formation dynamics to design heuristic algorithms. In Unconventional Computation: 6th International Conference, UC 2007, Kingston, Canada: Springer Berlin Heidelberg; 2007.
- Amin SH. Optimising routing and trustworthiness of ad hoc networks using swarm intelligence. Brunel University School of Engineering and Design PhD Theses, 2014.
- Papadimitratos P, Haas ZJ. Secure Link State Routing for Mobile Ad Hoc Networks. Proceedings - 2003 Symposium on Applications and the Internet Workshops, SAINT 2003 2024:379–83. https://doi.org/10.1109/SAINTW.2003.1210190.
- Khalfaoui H, Farchane A, Safi S. An overview of the security improvements of artificial intelligence in MANET. International Conference on Cybersecurity, Cybercrimes, and Smart Emerging Technologies, Cham: Springer International Publishing; 2022, p. 135–46. https://doi.org/10.1007/978-3-031-21101-0_11.
- Khan UIB, Olanrewaju RF, Anwar F, Najeeb AR, Yaacob M. A survey on MANETs: Architecture, Evolution, Applications, Security Issues and Solutions. Indonesian Journal of Electrical Engineering and Computer Science 2018;12:832–42. https://doi.org/10.11591/ijeecs.v12.i2.pp832-842.
- Popli R, Sethi M, Kansal I, Garg A, Goyal N. Machine learning based security solutions in MANETs: State of the art approaches. Journal of Physics: Conference Series 2021;1950:1–7. https://doi.org/10.1088/1742-6596/1950/1/012070.
- Ali MA, Sarwar Y. Security issues regarding MANET (Mobile Ad Hoc Networks): challenges and solutions. Blekinge Institute of Technology, 2011.
- Hussain MZ, Hasan MZ. Collective study on security threats in MANET. International Journal of Scientific & Technology Research 2017;6:32–7.
- Saha HN, Bhattacharyya D, Banerjee B, Mukherjee S, Singh R, Ghosh D. A review on attacks and secure routing protocols in MANET. International Journal of Innovative Research and Review 2013;1:12–36.
- Joshi K, Kumar K. Security breaches of mobile ad-hoc networks (MANET) - A review. Educational Administration Theory and Practice 2024;30:2656–65. https://doi.org/10.53555/kuey.v30i4.1912.
- Yadav N, Chug U. Secure Routing in MANET: A Review. 2019 International Conference on Machine Learning, Big Data, Cloud and Parallel Computing (Com-IT-Con), 2019, p. 1–5. https://doi.org/10.1109/COMITCon.2019.8862238.
- Panda N, Patra B, Hota S. MANET routing attacks and their countermeasures: A survey. Journal of Critical Reviews 2020;7:2777–92. https://doi.org/10.31838/jcr.07.13.428.
- Agarwal S, Kaur R, Agarwal T. MANET expansion security challenges attacks and intriguing future trends. International Journal of Computer Sciences and Engineering 2018;6:906–15. https://doi.org/10.13140/RG.2.2.22483.84005.
- Sivaranjani R, Shankar R, Duraisamy S. FLEATM: Fuzzy Logic-Based Energy-Aware Trust Based Routing in MANETs. Communications in Computer and Information Science 2025;2426 CCIS:144–59. https://doi.org/10.1007/978-3-031-86296-0_12.
- Sen J. A Distributed Trust and Reputation Framework for Mobile Ad Hoc Networks. International Conference on Network Security and Applications, Springer Berlin Heidelberg; 2010, p. 538–47.
- Govindaraj M, Arumugam S. Enhancing IoT Security with Trust-Based Mechanism for Mitigating Black Hole Attacks. International Journal of Safety and Security Engineering 2023;13:917–23. https://doi.org/10.18280/ijsse.130515.
- Cordasco J, Wetzel S. Cryptographic Versus Trust-based Methods for MANET Routing Security. Electronic Notes in Theoretical Computer Science 2008;197:131–40. https://doi.org/10.1016/J.ENTCS.2007.12.022
- Pathan MS, Zhu N, He J, Zardari ZA, Memon MQ, Hussain MI. An Efficient Trust-Based Scheme for Secure and Quality of Service Routing in MANETs. Future Internet 2018;10:16. https://doi.org/10.3390/FI10020016.
- Hassan SM, Mohamad MM, Muchtar FB, Dawoodi FBYP. Enhancing MANET Security Through Federated Learning and Multiobjective Optimization: A Trust-aware Routing Framework. IEEE Access 2024. https://doi.org/10.1109/ACCESS.2024.3505236.
- Arulselvan G, Rajaram A. Routing attacks detection in MANET using trust management enabled hybrid machine learning. Wireless Networks 2025;31:1481–95. https://doi.org/10.1007/S11276-024-03846-7/METRICS.
- Priya SS, Vijayabhasker R, Rajaram A. Advanced Security and Efficiency Framework for Mobile Ad-Hoc Networks Using Adaptive Clustering and Optimization Techniques. Journal of Electrical Engineering and Technology 2025;20:1815–26. https://doi.org/10.1007/S42835-024-02119-9/METRICS.
- Kondaiah R, Sathyanarayana B. Trust Factor and Fuzzy-Firefly Integrated Particle Swarm Optimization based Intrusion Detection and Prevention System for Secure Routing of Manet. International Journal of Computer Networks & Communications (IJCNC) 2018;10. https://doi.org/10.5121/ijcnc.2018.10102.
- Prabaharan SB, Ponnusamy R. Secure and energy efficient MANET routing incorporating trust values using hybrid ACO. 2016 International Conference on Computer Communication and Informatics, ICCCI 2016, Coimbatore, India: Institute of Electrical and Electronics Engineers Inc.; 2016, p. 1–8. https://doi.org/10.1109/ICCCI.2016.7479933.
- Krishnaveni S, Angel N. Energy Efficient MANET by Trusted Node Identification Using IHSO Optimization. Smart Network Inspired Paradigm and Approaches in IoT Applications 2019:239–53. https://doi.org/10.1007/978-981-13-8614-5_15.
- Dudala DSS, Patamsetti R, Nuli PB, Nagendranath M. WOA-DE Hybrid for Energy-Efficient and Secure Routing in MANETs. IJSAT - International Journal on Science and Technology 2025;16:1–8. https://doi.org/10.71097/IJSAT.V16.I1.3034.
- Alappatt V, Prathap J. Trust-Based Energy Efficient Secure Multipath Routing in MANET Using LF-SSO and SH2E. International Journal of Computer Networks and Applications (IJCNA) 2021;8:400–11. https://doi.org/10.22247/ijcna/2021/209706.
- Veeraiah N, Khalaf OI, Prasad CVPR, Alotaibi Y, Alsufyani A, Alghamdi SA, et al. Trust aware secure energy efficient hybrid protocol for MANET. IEEE Access 2021;9:120996–1005. https://doi.org/10.1109/ACCESS.2021.3108807.
- Vishwakarma RK, Sahu M, Sharma D. Performance evaluation of MAC protocol in mobile ad-hoc wireless network. International Journal of Research Publication and Reviews 2022;3:55–61.
- Brar MK, Singh S, Singh S. TrustOpt: An optimized trust-based approach for integrated attacks in MANETs. Proceedings - 2nd International Conference on Advancement in Computation and Computer Technologies, InCACCT 2024, Gharuan, India: Institute of Electrical and Electronics Engineers Inc.; 2024, p. 534–40. https://doi.org/10.1109/INCACCT61598.2024.10551211.
- Vellingiri E, Kalimuthu VK, Samydurai G. Fuzzy Logic Based DSR Trust Estimation Routing Protocol for MANET Using Evolutionary Algorithms. Tehnički Vjesnik 2021;28:2006–14. https://doi.org/10.17559/TV-20200612102818.
- Karanje P, Eklarker R. Trust and Energy-aware Multipath Selection in MANET for Ensuring Quality-of-service Using the Optimization Protocol. International Journal on Artificial Intelligence Tools 2023;32. https://doi.org/10.1142/S0218213023500239.
- Sankaran KS, Hong SP. Trust Aware Secured Data Transmission Based Routing Strategy Using Optimal Ch Selection in Mobile Ad-Hoc Network. Mobile Networks and Applications 2024;29:385–97. https://doi.org/10.1007/S11036-023-02259-8/METRICS.
- Kumari SV, Sibi SA, Selvan SM, Nadar KP. RTO-TV: Routed Tree Optimization and Trust-Value-Based Security Scheme to Prevent Black Hole Attack in MANET. Journal of Sensors 2024;2024:3363923. https://doi.org/10.1155/2024/3363923.
- Aravindan S, Rajaram A. Energy-aware multi-attribute trust modal for secure MANET-IoT environment. Multimedia Tools and Applications 2024;83:85637–62. https://doi.org/10.1007/S11042-024-20075-4/METRICS.
- Prasanna KS, Ramesh B. Multiobjective Secure Trust Aware Redundant Array Shifting Encryption and Clustering Based Routing in Mobile Ad Hoc Networks. International Journal of Communication Systems 2025;38:e6074. https://doi.org/10.1002/DAC.6074.
- Kamboj N, Dalip. Secure And Energy-Efficient Multi-Objective MetaHeuristic Routing Protocol for MANET. 2024 15th International Conference on Computing Communication and Networking Technologies, ICCCNT 2024, Kamand, India: Institute of Electrical and Electronics Engineers Inc.; 2024, p. 1. https://doi.org/10.1109/ICCCNT61001.2024.10725180.
- Vikas, Wahi C, Sagar BB, Manjul M. Trusted Energy-Aware Hierarchical Routing (TEAHR) for Wireless Sensor Networks. Sensors 2025, Vol 25, Page 2519 2025;25:2519. https://doi.org/10.3390/S25082519.
- Udhaya Sankar SM, Dhinakaran D, Deboral CC, Ramakrishnan M. Safe Routing Approach by Identifying and Subsequently Eliminating the Attacks in MANET. International Journal of Engineering Trends and Technology 2022;70:219–31.
- https://doi.org/10.14445/22315381/IJETT-V70I11P224.
- Mandale RJ, Kavethekar AM, Thorat SA. A survey on trust based MANET routing. 6th International Conference on Advanced Computing & Communication Technologies (ICACCT-2012), Panipat,Haryana, India: Asia Pacific Institute of Information Technology SD India; 2012, p. 73–80.
- Shafiuddin S, Krishna KH. TrustRIDR-Net: A Hybrid Trust-Aware Routing Framework Using RFO and DRL for Scalable IoT Networks. Engineering, Technology & Applied Science Research 2025;15:27421–9. https://doi.org/10.48084/etasr.12294.
- Yang H. A Study on Improving Secure Routing Performance Using Trust Model in MANET. Mobile Information Systems 2020;2020:1–17. https://doi.org/10.1155/2020/8819587.
- Venkata M, Reddy K, Kiran Kumar G, Terlapu PV, Jayaram D, Samreen S. Trust Enabled Secure Routing in Vehicular Adhoc Networks. The International Arab Journal of Information Technology 2025;22:592–613. https://doi.org/10.34028/iajit/22/3/13.
- Demšar J. Statistical comparisons of classifiers over multiple data sets. Journal of Machine Learning 2006;7:1–30.
- Zhang J, Chen N. Bidirectional Dynamic Adaptation: Mutual Learning with Cross-Network Feature Rectification for Urban Segmentation. Applied Sciences 2025;15:1–22. https://doi.org/10.3390/APP151810000.
- Sharma A, Kumar R. Performance comparison and detailed study of AODV, DSDV, DSR, TORA and OLSR routing protocols in ad hoc networks. 2016 4th International Conference on Parallel, Distributed and Grid Computing, PDGC 2016 2016:732–6. https://doi.org/10.1109/PDGC.2016.7913218.
References
Agor AD, Asante M, Hayfron-Acquah JB, Ami-Narh JT, Aziale LK, Peasah KO. A power-aware river formation dynamics routing algorithm for enhanced longevity in MANETs. International Journal of Computer Networks and Applications 2024;11:274–89. https://doi.org/10.22247/ijcna/2024/17.
Veeramani R, MadhanMohan R, Mahesh C. Energy Efficient and QoS Aware Trustworthy Routing Protocol for Manet Using Hybrid Optimization Algorithms. Computer Science 2025;26:1–31. https://doi.org/10.7494/CSCI.2025.26.1.5135.
Dorigo M, Maniezzo V, Colorni A. Ant system: Optimization by a colony of cooperating agents. IEEE Transactions on Systems, Man, and Cybernetics-Part B Cybernetics, vol. 26, IEEE; 1996, p. 29–41. https://doi.org/10.1109/3477.484436.
Hosseini HS. Problem solving by intelligent water drops. 2007 IEEE Congress on Evolutionary Computation, 2007, p. 3226–31. https://doi.org/10.1109/CEC.2007.4424885.
Rabanal P, Rodríguez I, Rubio F. Using river formation dynamics to design heuristic algorithms. In Unconventional Computation: 6th International Conference, UC 2007, Kingston, Canada: Springer Berlin Heidelberg; 2007.
Amin SH. Optimising routing and trustworthiness of ad hoc networks using swarm intelligence. Brunel University School of Engineering and Design PhD Theses, 2014.
Papadimitratos P, Haas ZJ. Secure Link State Routing for Mobile Ad Hoc Networks. Proceedings - 2003 Symposium on Applications and the Internet Workshops, SAINT 2003 2024:379–83. https://doi.org/10.1109/SAINTW.2003.1210190.
Khalfaoui H, Farchane A, Safi S. An overview of the security improvements of artificial intelligence in MANET. International Conference on Cybersecurity, Cybercrimes, and Smart Emerging Technologies, Cham: Springer International Publishing; 2022, p. 135–46. https://doi.org/10.1007/978-3-031-21101-0_11.
Khan UIB, Olanrewaju RF, Anwar F, Najeeb AR, Yaacob M. A survey on MANETs: Architecture, Evolution, Applications, Security Issues and Solutions. Indonesian Journal of Electrical Engineering and Computer Science 2018;12:832–42. https://doi.org/10.11591/ijeecs.v12.i2.pp832-842.
Popli R, Sethi M, Kansal I, Garg A, Goyal N. Machine learning based security solutions in MANETs: State of the art approaches. Journal of Physics: Conference Series 2021;1950:1–7. https://doi.org/10.1088/1742-6596/1950/1/012070.
Ali MA, Sarwar Y. Security issues regarding MANET (Mobile Ad Hoc Networks): challenges and solutions. Blekinge Institute of Technology, 2011.
Hussain MZ, Hasan MZ. Collective study on security threats in MANET. International Journal of Scientific & Technology Research 2017;6:32–7.
Saha HN, Bhattacharyya D, Banerjee B, Mukherjee S, Singh R, Ghosh D. A review on attacks and secure routing protocols in MANET. International Journal of Innovative Research and Review 2013;1:12–36.
Joshi K, Kumar K. Security breaches of mobile ad-hoc networks (MANET) - A review. Educational Administration Theory and Practice 2024;30:2656–65. https://doi.org/10.53555/kuey.v30i4.1912.
Yadav N, Chug U. Secure Routing in MANET: A Review. 2019 International Conference on Machine Learning, Big Data, Cloud and Parallel Computing (Com-IT-Con), 2019, p. 1–5. https://doi.org/10.1109/COMITCon.2019.8862238.
Panda N, Patra B, Hota S. MANET routing attacks and their countermeasures: A survey. Journal of Critical Reviews 2020;7:2777–92. https://doi.org/10.31838/jcr.07.13.428.
Agarwal S, Kaur R, Agarwal T. MANET expansion security challenges attacks and intriguing future trends. International Journal of Computer Sciences and Engineering 2018;6:906–15. https://doi.org/10.13140/RG.2.2.22483.84005.
Sivaranjani R, Shankar R, Duraisamy S. FLEATM: Fuzzy Logic-Based Energy-Aware Trust Based Routing in MANETs. Communications in Computer and Information Science 2025;2426 CCIS:144–59. https://doi.org/10.1007/978-3-031-86296-0_12.
Sen J. A Distributed Trust and Reputation Framework for Mobile Ad Hoc Networks. International Conference on Network Security and Applications, Springer Berlin Heidelberg; 2010, p. 538–47.
Govindaraj M, Arumugam S. Enhancing IoT Security with Trust-Based Mechanism for Mitigating Black Hole Attacks. International Journal of Safety and Security Engineering 2023;13:917–23. https://doi.org/10.18280/ijsse.130515.
Cordasco J, Wetzel S. Cryptographic Versus Trust-based Methods for MANET Routing Security. Electronic Notes in Theoretical Computer Science 2008;197:131–40. https://doi.org/10.1016/J.ENTCS.2007.12.022
Pathan MS, Zhu N, He J, Zardari ZA, Memon MQ, Hussain MI. An Efficient Trust-Based Scheme for Secure and Quality of Service Routing in MANETs. Future Internet 2018;10:16. https://doi.org/10.3390/FI10020016.
Hassan SM, Mohamad MM, Muchtar FB, Dawoodi FBYP. Enhancing MANET Security Through Federated Learning and Multiobjective Optimization: A Trust-aware Routing Framework. IEEE Access 2024. https://doi.org/10.1109/ACCESS.2024.3505236.
Arulselvan G, Rajaram A. Routing attacks detection in MANET using trust management enabled hybrid machine learning. Wireless Networks 2025;31:1481–95. https://doi.org/10.1007/S11276-024-03846-7/METRICS.
Priya SS, Vijayabhasker R, Rajaram A. Advanced Security and Efficiency Framework for Mobile Ad-Hoc Networks Using Adaptive Clustering and Optimization Techniques. Journal of Electrical Engineering and Technology 2025;20:1815–26. https://doi.org/10.1007/S42835-024-02119-9/METRICS.
Kondaiah R, Sathyanarayana B. Trust Factor and Fuzzy-Firefly Integrated Particle Swarm Optimization based Intrusion Detection and Prevention System for Secure Routing of Manet. International Journal of Computer Networks & Communications (IJCNC) 2018;10. https://doi.org/10.5121/ijcnc.2018.10102.
Prabaharan SB, Ponnusamy R. Secure and energy efficient MANET routing incorporating trust values using hybrid ACO. 2016 International Conference on Computer Communication and Informatics, ICCCI 2016, Coimbatore, India: Institute of Electrical and Electronics Engineers Inc.; 2016, p. 1–8. https://doi.org/10.1109/ICCCI.2016.7479933.
Krishnaveni S, Angel N. Energy Efficient MANET by Trusted Node Identification Using IHSO Optimization. Smart Network Inspired Paradigm and Approaches in IoT Applications 2019:239–53. https://doi.org/10.1007/978-981-13-8614-5_15.
Dudala DSS, Patamsetti R, Nuli PB, Nagendranath M. WOA-DE Hybrid for Energy-Efficient and Secure Routing in MANETs. IJSAT - International Journal on Science and Technology 2025;16:1–8. https://doi.org/10.71097/IJSAT.V16.I1.3034.
Alappatt V, Prathap J. Trust-Based Energy Efficient Secure Multipath Routing in MANET Using LF-SSO and SH2E. International Journal of Computer Networks and Applications (IJCNA) 2021;8:400–11. https://doi.org/10.22247/ijcna/2021/209706.
Veeraiah N, Khalaf OI, Prasad CVPR, Alotaibi Y, Alsufyani A, Alghamdi SA, et al. Trust aware secure energy efficient hybrid protocol for MANET. IEEE Access 2021;9:120996–1005. https://doi.org/10.1109/ACCESS.2021.3108807.
Vishwakarma RK, Sahu M, Sharma D. Performance evaluation of MAC protocol in mobile ad-hoc wireless network. International Journal of Research Publication and Reviews 2022;3:55–61.
Brar MK, Singh S, Singh S. TrustOpt: An optimized trust-based approach for integrated attacks in MANETs. Proceedings - 2nd International Conference on Advancement in Computation and Computer Technologies, InCACCT 2024, Gharuan, India: Institute of Electrical and Electronics Engineers Inc.; 2024, p. 534–40. https://doi.org/10.1109/INCACCT61598.2024.10551211.
Vellingiri E, Kalimuthu VK, Samydurai G. Fuzzy Logic Based DSR Trust Estimation Routing Protocol for MANET Using Evolutionary Algorithms. Tehnički Vjesnik 2021;28:2006–14. https://doi.org/10.17559/TV-20200612102818.
Karanje P, Eklarker R. Trust and Energy-aware Multipath Selection in MANET for Ensuring Quality-of-service Using the Optimization Protocol. International Journal on Artificial Intelligence Tools 2023;32. https://doi.org/10.1142/S0218213023500239.
Sankaran KS, Hong SP. Trust Aware Secured Data Transmission Based Routing Strategy Using Optimal Ch Selection in Mobile Ad-Hoc Network. Mobile Networks and Applications 2024;29:385–97. https://doi.org/10.1007/S11036-023-02259-8/METRICS.
Kumari SV, Sibi SA, Selvan SM, Nadar KP. RTO-TV: Routed Tree Optimization and Trust-Value-Based Security Scheme to Prevent Black Hole Attack in MANET. Journal of Sensors 2024;2024:3363923. https://doi.org/10.1155/2024/3363923.
Aravindan S, Rajaram A. Energy-aware multi-attribute trust modal for secure MANET-IoT environment. Multimedia Tools and Applications 2024;83:85637–62. https://doi.org/10.1007/S11042-024-20075-4/METRICS.
Prasanna KS, Ramesh B. Multiobjective Secure Trust Aware Redundant Array Shifting Encryption and Clustering Based Routing in Mobile Ad Hoc Networks. International Journal of Communication Systems 2025;38:e6074. https://doi.org/10.1002/DAC.6074.
Kamboj N, Dalip. Secure And Energy-Efficient Multi-Objective MetaHeuristic Routing Protocol for MANET. 2024 15th International Conference on Computing Communication and Networking Technologies, ICCCNT 2024, Kamand, India: Institute of Electrical and Electronics Engineers Inc.; 2024, p. 1. https://doi.org/10.1109/ICCCNT61001.2024.10725180.
Vikas, Wahi C, Sagar BB, Manjul M. Trusted Energy-Aware Hierarchical Routing (TEAHR) for Wireless Sensor Networks. Sensors 2025, Vol 25, Page 2519 2025;25:2519. https://doi.org/10.3390/S25082519.
Udhaya Sankar SM, Dhinakaran D, Deboral CC, Ramakrishnan M. Safe Routing Approach by Identifying and Subsequently Eliminating the Attacks in MANET. International Journal of Engineering Trends and Technology 2022;70:219–31.
https://doi.org/10.14445/22315381/IJETT-V70I11P224.
Mandale RJ, Kavethekar AM, Thorat SA. A survey on trust based MANET routing. 6th International Conference on Advanced Computing & Communication Technologies (ICACCT-2012), Panipat,Haryana, India: Asia Pacific Institute of Information Technology SD India; 2012, p. 73–80.
Shafiuddin S, Krishna KH. TrustRIDR-Net: A Hybrid Trust-Aware Routing Framework Using RFO and DRL for Scalable IoT Networks. Engineering, Technology & Applied Science Research 2025;15:27421–9. https://doi.org/10.48084/etasr.12294.
Yang H. A Study on Improving Secure Routing Performance Using Trust Model in MANET. Mobile Information Systems 2020;2020:1–17. https://doi.org/10.1155/2020/8819587.
Venkata M, Reddy K, Kiran Kumar G, Terlapu PV, Jayaram D, Samreen S. Trust Enabled Secure Routing in Vehicular Adhoc Networks. The International Arab Journal of Information Technology 2025;22:592–613. https://doi.org/10.34028/iajit/22/3/13.
Demšar J. Statistical comparisons of classifiers over multiple data sets. Journal of Machine Learning 2006;7:1–30.
Zhang J, Chen N. Bidirectional Dynamic Adaptation: Mutual Learning with Cross-Network Feature Rectification for Urban Segmentation. Applied Sciences 2025;15:1–22. https://doi.org/10.3390/APP151810000.
Sharma A, Kumar R. Performance comparison and detailed study of AODV, DSDV, DSR, TORA and OLSR routing protocols in ad hoc networks. 2016 4th International Conference on Parallel, Distributed and Grid Computing, PDGC 2016 2016:732–6. https://doi.org/10.1109/PDGC.2016.7913218.