HYBRID OPTIMIZATION FOR TRAVELING SALESMAN
Full text
International Journal of Advance and Innovative Research Volume 12, Issue 3: July - September 2025 224 ISSN 2394 - 7780 HYBRID OPTIMIZATION FOR TRAVELING SALESMAN Sahil Sekhri Director Golden dots international Pvt Ltd
International Journal of Advance and Innovative Research Volume 12, Issue 3: July - September 2025 225 ISSN 2394 - 7780
International Journal of Advance and Innovative Research Volume 12, Issue 3: July - September 2025 226 ISSN 2394 - 7780
International Journal of Advance and Innovative Research Volume 12, Issue 3: July - September 2025 227 ISSN 2394 - 7780
International Journal of Advance and Innovative Research Volume 12, Issue 3: July - September 2025 228 ISSN 2394 - 7780 REFERENCE: [1] A. Gee and R. Prager, “Limitations of neural networks for solving traveling salesman problems,” Neural Networks, IEEE Transactions on, vol. 6, no. 1, pp. 280–282, 1995. [2] S. Ray, S. Bandyopadhyay, and S. Pal, “New operators of genetic algorithms for traveling salesman problem,” in Pattern Recognition, 2004. ICPR 2004. Proceedings of the 17th International Conference on, vol. 2, 2004, pp. 497–500Vol.2. [3] C.-H. Song, K. Lee, and W. D. Lee, “Extended simulated annealing for augmented tsp and multi-salesmen tsp,” in Neural Networks, 2003. Proceedings of the International Joint Conference on, vol. 3, 2003, pp. 2340– 2343vol.3. [4] M. Dorigo, V. Maniezzo, and A. Colorni, “Ant system: optimization by a colony of cooperating agents,” Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on, vol. 26, no. 1, pp. 29–41, 1996. [5] H. Afaq and S. Saini, “On the solutions to the travelling salesman problem using nature inspired computing techniques,” IJCSI International Journal of Computer Science Issues, vol. 8, no. 4, pp. 326–334, 2011. [6] J. Kennedy and R. Eberhart, “Particle swarm optimization,” in Neural Networks, 1995. Proceedings., IEEE International Conference on, vol. 4, 1995, pp. 1942–1948vol.4. [7] S. Kirkpatrick, C. D. Gelatt, and M. P. Vecchi, “Optimization by simulated annealing,” Science, vol. 220, no. 4598, pp. 671–680, 1983. [Online]. Available: http://www.sciencemag.org/content/220/4598/671. abstract [8] N. Metropolis, A. W. Rosenbluth, M. N. Rosenbluth, A. H. Teller, an E. Teller, “Equation of state calculations by fast computing machines,” The Journal of Chemical Physics, vol. 21, no. 6, pp. 1087–1092, 1953. [9] M. Patel, “Robust background subtraction for 24-hour video surveillance in traffic environments,” TIUTIC, 2025. [Online]. Available: https://www.tiutic.org/index1.php?id=84 [10]——, “Predicting water potability using machine learning: A comparative analysis of classification algorithms,” in 2024 IEEE International Conference on Energy Internet (ICEI), 2024, pp. 631–639. [11]A. Patel, “Empowering scalable and trustworthy decentralized computing through meritocratic economic incentives,” in 2024 4th Intelligent Cybersecurity Conference (ICSC), 2024, pp. 58–64. [12] ——, “Evaluating attack thresholds in proof of stake blockchain consensus protocols,” in 2024 4th Intelligent Cybersecurity Conference (ICSC), 2024, pp. 87–94. [13] ——, “Evaluating robustness of neural networks on rotationally disrupted datasets for semantic segmentation,” in 2024 2nd International Conference on Foundation and Large Language Models (FLLM), 2024, pp. 553–560. [14] A. Kabra, “Self-supervised gait recognition with diffusion model pretraining,” INTERNATIONAL JOURNAL OF SCIENTIFIC RESEARCH, pp. 5–9, 2025. [15] “Evaluating pitcher fatigue through spin rate decline: A statcast data analysis,” PARIPEX INDIAN JOURNAL OF RESEARCH, pp. 4–9, 2025. [16] “Music-driven biofeedback for enhancing deadlift technique,” INTERNATIONAL JOURNAL OF SCIENTIFIC RESEARCH, pp. 1–4, 2025. [17] R. Recharla, “Benchmarking fault tolerance in hadoop mapreduce with enhanced data replication,” in 2025 International Conference on Wireless Communications Signal Processing and Networking (WiSPNET), 2025, pp. 1–6. [18] A. Kabra, “Glgait: Enhancing gait recognition with global-local temporal receptive fields for in-the-wild scenarios,” PARIPEX INDIAN JOURNAL OF RESEARCH, pp. 114–122, 2025. [19] R. Recharla, “Building a scalable decentralized file exchange hub using google cloud platform and mongodb atlas,” in 2025 International Con-ference on Wireless Communications Signal Processing and Networking (WiSPNET), 2025, pp. 1–7. [20] ——, “Parallel sparse matrix algorithms in ocaml v5: Implementation, performance, and case studies,” in 2025 International Conference on Wireless Communications Signal Processing and Networking (WiSPNET), 2025, pp. 1–9.
International Journal of Advance and Innovative Research Volume 12, Issue 3: July - September 2025 229 ISSN 2394 - 7780 [21] ——, “Flexalloc: Dynamic memory partitioning for sekvm,” in 2025 International Conference on Wireless Communications Signal Processing and Networking (WiSPNET), 2025, pp. 1–9. [22] S. Malipeddi, “Analyzing advanced persistent threats (apts) using passive honeypot sensors and selforganizing maps,” in 2025 International Conference on Emerging Smart Computing and Informatics (ESCI), 2025, pp. 1–7. [23] D. Talwar, “Redteamai: A benchmark for assessing autonomous cybersecurity agents,” 2025. [Online]. Available: https://osf.io/preprints/ 16may2025 [24] ——, “Language model-based analysis of teaching: Potential and limitations in evaluating high-level instructional skills,” 2025. [Online]. Available: https://osf.io/preprints/16may2025