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Performance Evaluation of an AI-Assisted Predictive Routing Strategy for Autonomous Pesticide Application

Umar Zangina, a, Said Musa Yarima, b, Kabir Ahmed Dabai, a, Umar alhassan, c

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References

[1] H. Li, K. Liu, B. Yang, L. Zhang, and Y. Yan, “Path tracking of auwtonomous vehicle based on nmpc with pre-steering,” IEEE Transactions on Consumer Electronics, vol. 70, pp. 966–979, 2024. [2] R. Wang, J. Li, Q. Sun, H. Zhang, Z. Wei, and P. Wang, “Energy transfer converter between electric vehicles: Dc–dc converter based on virtual power model predictive control,” IEEE Transactions on Consumer Electronics, vol. 69, no. 3, pp. 556–567, Aug. 2023. [3] B. Wang, Z. Zha, L. Zhang, L. Liu, and H. Fan, “Deep reinforcement learning-based security-constrained battery scheduling in home energy system,” IEEE Transactions on Consumer Electronics, vol. 70, no. 1, pp. 3548–3561, Feb. 2024. [4] J. Wen, H. Dai, J. He, M. Xi et al., “Federated offline reinforcement learning with multimodal data,” IEEE Transactions on Consumer Elec- tronics, vol. 70, no. 1, pp. 4266–4276, Feb. 2024. [5] W. Cheng et al., “Blockchain and hybrid pso integration with fuzzy pid,” IEEE Transactions on Consumer Electronics, vol. 70, no. 4, pp. 6965–6974, 2024. [6] X. Lei et al., “Advanced algorithmic approaches for vrp variants in agricultural contexts,” Journal/Conference Name, 2022, dOI or URL not provided. [7] A. Weber, F. Fiege, and A. Knoll, “Vehicle mission guidance by symbolic optimal control,” arXiv preprint, 2022. [8] W. Kool, H. Van Hoof, and M. Welling, “Attention, learn to solve routing problems!” International Conference on Learning Representations , 2019. [Online]. Available: https://openreview.net/forum?id=ByxBFsRqYm [9] X. Fan, Z. Wang, and Y. Wang, “Rural business environments, informa- tion channels, and farmers’ pesticide utilization behavior: a grounded theory analysis in hainan province, china,” Agriculture, vol. 14, no. 2, p. 196, 2024. [10] J. Kennedy and R. Eberhart, “Particle swarm optimization,” in Pro- ceedings of IEEE International Conference on Neural Networks, vol. 4. IEEE, 1995, pp. 1942–1948. [11] Q. Hou, H. Zhang, L. Bao, Z. Song, C. Liu, Z. Jiang, and Z. Yang, “Ncs-delivered pesticides: a promising candidate in smart agriculture,” International Journal of Molecular Sciences, vol. 22, no. 23, p. 13043, 2021. [12] X. Kong, B. Zhang, and J. Wang, “Multiple roles of mesoporous silica in safe pesticide application by nanotechnology: a review,” Journal of Agricultural and Food Chemistry, vol. 69, no. 24, pp. 6735–6754, 2021. [13] L. Zhao, C. Wang, G. Hai-ying, and C. Yue, “Do chinese farmers misuse pesticide intentionally or not?” Agriculture, vol. 13, no. 9, p. 1749, 2023. [14] J. B. Rawlings and D. Q. Mayne, Model Predictive Control: Theory and Design. Nob Hill Publishing, 2009. [15] L. Gru ̈ne and J. Pannek, Nonlinear Model Predictive Control: Theory and Algorithms, 2nd ed. Springer, 2017. [16] R. S. Sutton and A. G. Barto, Reinforcement Learning: An Introduction, 2nd ed. MIT press, 2018. [17] B. Kiumarsi, K. G. Vamvoudakis, H. Modares, and F. L. Lewis, “Optimal and autonomous control using reinforcement learning: A survey,” IEEE Transactions on Neural Networks and Learning Systems, vol. 29, no. 6, pp. 2042–2062, 2018. [18] S. Gros, M. Zanon, and A. Bemporad, “Reinforcement learning for mixed-integer model predictive control,” IEEE Transactions on Auto- matic Control, vol. 65, no. 11, pp. 4714–4726, 2020. [19] D. Chaffey, W. Sun, and K. Sreenath, “Mpc-guided reinforcement learn- ing for IJEMT optimal control problems with unknown dynamics,” in Learning for Dynamics and Control Conference. PMLR, 2022, pp. 403–415. [Online]. Available: https://proceedings.mlr.press/v168/chaffey22a.html [20] M. Nazari, A. Oroojlooy, L. Snyder, and M. Taka ́cˇ, “Reinforcement learning for solving the vehicle routing problem,” in Advances in Neural Information Processing Systems (NeurIPS), 2018, pp. 9839–9849.

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