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Emerg. Top. Comput. Intell."},{"key":"ref3","series-title":"Proc. 2020 IEEE USNC-CNC-URSI N. Am. Radio Sci. Meet. (Joint AP-S Symp.)","first-page":"93","article-title":"A UAV path planning method based on deep reinforcement learning","author":"Li","year":"2020"},{"key":"ref4","doi-asserted-by":"crossref","unstructured":"X. Sun, B. Sun, and Z. Su, \u201cCooperative pursuit-evasion game for Multi-AUVs in the ocean current and obstacle environment,\u201d presented at the 2023 Intell. Robot. Appl., Singapore, Springer Nature Singapore, 2023, pp. 201\u2013213. doi: 10.1007\/978-981-99-6489-5_16.","DOI":"10.1007\/978-981-99-6489-5_16"},{"key":"ref5","doi-asserted-by":"crossref","unstructured":"B. Vlahov, E. Squires, L. Strickland, and C. Pippin, \u201cOn developing a UAV pursuit-evasion policy using reinforcement learning,\u201d presented at the 2018 17th IEEE Int. Conf. Mach. Learn. Appl. (ICMLA), Orlando, FL, USA, 2018, pp. 859\u2013864. doi: 10.1109\/ICMLA.2018.00138.","DOI":"10.1109\/ICMLA.2018.00138"},{"key":"ref6","doi-asserted-by":"crossref","unstructured":"I. E. Weintraub, M. Pachter, and E. Garcia, \u201cAn introduction to pursuit-evasion differential games,\u201d presented at the 2020 Ame. Control Conf. (ACC), Denver, CO, USA, 2020, pp. 1049\u20131066. doi: 10.23919\/ACC45564.2020.9147205.","DOI":"10.23919\/ACC45564.2020.9147205"},{"key":"ref7","doi-asserted-by":"crossref","first-page":"529","DOI":"10.1038\/nature14236","article-title":"Human-level control through deep reinforcement learning","volume":"518","author":"Mnih","year":"2015","journal-title":"Nature"},{"key":"ref8","unstructured":"T. P. Lillicrap et al., \u201cContinuous control with deep reinforcement learning,\u201d 2016, arXiv:1509.02971."},{"key":"ref9","unstructured":"R. Camacho, A. Talebpour, M. Naeem, H. Azimi, and B. Piccoli, \u201cAerial robotic pursuit-evasion games with multiple players,\u201d 2019, arXiv.1912.02728."},{"key":"ref10","doi-asserted-by":"crossref","DOI":"10.3389\/frobt.2020.00036","article-title":"Swarm robotic behaviors and current applications","volume":"7","author":"Schranz","year":"2020","journal-title":"Front Robot. AI."},{"key":"ref11","article-title":"Wolf pack algorithm for unconstrained global optimization","volume":"2014","author":"Wu","year":"2014","journal-title":"Math. Probl. Eng."},{"key":"ref12","doi-asserted-by":"crossref","unstructured":"M. Dorigo and G. Di Caro, \u201cAnt colony optimization: A new meta-heuristic,\u201d presented at the 1999 Congr. Evol. Comput.-CEC99 (Cat. No. 99TH8406), Washington, DC, USA, 1999, vol. 2, pp. 1470\u20131477. doi: 10.1109\/CEC.1999.782657.","DOI":"10.1109\/CEC.1999.782657"},{"key":"ref13","doi-asserted-by":"crossref","unstructured":"D. Teodorovic, P. Lucic, G. Markovic, and M. D. Orco, \u201cBee colony optimization: Principles and applications,\u201d presented at the 2006 8th Sem. Neural Netw. Appl. Electr. Eng., Belgrade, Serbia, 2006, pp. 151\u2013156. doi: 10.1109\/NEUREL.2006.341200.","DOI":"10.1109\/NEUREL.2006.341200"},{"key":"ref14","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1016\/j.advengsoft.2016.01.008","article-title":"The whale optimization algorithm","volume":"95","author":"Mirjalili","year":"2016","journal-title":"Adv. Eng. Softw."},{"key":"ref15","doi-asserted-by":"crossref","unstructured":"B. Al Baroomi, T. Myo, M. R. Ahmed, A. Al Shibli, M. H. Marhaban and M. S. Kaiser, \u201cAnt colony optimization-based path planning for UAV navigation in dynamic environments,\u201d presented at the 2023 7th Int. Conf. Automation, Control Robots (ICACR), Kuala Lumpur, Malaysia, Oct. 14\u201316, 2023. doi: 10.1109\/ICACR59381.2023.10314603.","DOI":"10.1109\/ICACR59381.2023.10314603"},{"key":"ref16","doi-asserted-by":"crossref","unstructured":"H. Chen, J. Xu, and C. Wu, \u201cMulti-UAV task assignment based on improved wolf pack algorithm,\u201d presented at the 2020 Int. Conf. Cyberspace Innov. Adv. Technol., Guangzhou, China, Dec. 28\u201330, 2020. doi: 10.1145\/3444370.3444556.","DOI":"10.1145\/3444370.3444556"},{"key":"ref17","doi-asserted-by":"crossref","unstructured":"Z. Chen, J. Zhong, X. Lan, G. Ma, and W. Xu, \u201cEnvironment-adaptive bat algorithm for UAV path planning,\u201d presented at the 2022 Chin. Automat. Congress (CAC), Chengdu, China, Nov. 25\u201327, 2022. doi: 10.1109\/CAC57257.2022.10055819.","DOI":"10.1109\/CAC57257.2022.10055819"},{"key":"ref18","doi-asserted-by":"crossref","DOI":"10.1007\/s40747-024-01504-1","article-title":"Multi-UAV pursuit-evasion gaming based on PSO-M3DDPG schemes","author":"Zhang","year":"2024","journal-title":"Complex Intell. Syst."},{"key":"ref19","doi-asserted-by":"crossref","first-page":"331","DOI":"10.1080\/13873950600883485","article-title":"The computational beauty of flocking: Boids revisited","volume":"13","author":"Bajec","year":"2007","journal-title":"Math Comput. Model. Dyn. Syst."},{"key":"ref20","first-page":"328","article-title":"Apollonius\u2019 problem: A study of solutions and applications","volume":"82","author":"Barnhill","year":"1975","journal-title":"Am. Math. Mon."},{"key":"ref21","unstructured":"E. Coumans and Y. Bai, \u201cPyBullet, a python module for physics simulation in robotics, games, and machine learning,\u201d 2016. Accessed: Aug. 07, 2024. [Online]. Available: http:\/\/pybullet.org"},{"key":"ref22","doi-asserted-by":"crossref","unstructured":"S. Alaliyat, R. Oucheikh, and I. Hameed, \u201cPath planning in dynamic environment using particle swarm optimization algorithm,\u201d presented at the 2019 8th Int. Conf. Model. Simul. Appl. Optim. (ICMSAO), Amwaj Islands, Bahrain, 2019, pp. 1\u20135. doi: 10.1109\/ICMSAO.2019.8880434.","DOI":"10.1109\/ICMSAO.2019.8880434"},{"key":"ref23","doi-asserted-by":"crossref","first-page":"484","DOI":"10.1038\/nature16961","article-title":"Mastering the game of Go with deep neural networks and tree search","volume":"529","author":"Silver","year":"2016","journal-title":"Nature"},{"key":"ref24","doi-asserted-by":"crossref","first-page":"354","DOI":"10.1038\/nature24270","article-title":"Mastering the game of Go without human knowledge","volume":"550","author":"Silver","year":"2017","journal-title":"Nature"},{"key":"ref25","doi-asserted-by":"crossref","first-page":"446","DOI":"10.1109\/JAS.2023.123996","article-title":"Equilibrium strategy of the pursuit-evasion game in three-dimensional space","volume":"11","author":"Chen","year":"Feb. 2024","journal-title":"IEEE\/CAA J. Autom. Sinica."},{"key":"ref26","doi-asserted-by":"crossref","first-page":"414","DOI":"10.1111\/tops.12525","article-title":"Too many cooks: Bayesian inference for coordinating multi-agent collaboration","volume":"13","author":"Wu","year":"2021","journal-title":"Top. Cognit. Sci."},{"key":"ref27","doi-asserted-by":"crossref","first-page":"693","DOI":"10.2514\/1.25329","article-title":"Multi-pursuer multi-evader pursuit-evasion games with jamming confrontation","volume":"4","author":"Wei","year":"2007","journal-title":"J. Aer. Comput., Inf., Commun."},{"key":"ref28","doi-asserted-by":"crossref","first-page":"4552","DOI":"10.1109\/LRA.2021.3068952","article-title":"Decentralized multi-agent pursuit using deep reinforcement learning","volume":"6","author":"de Souza","year":"Jul. 2021","journal-title":"IEEE Robot. Autom. Lett."},{"key":"ref29","doi-asserted-by":"crossref","first-page":"2122","DOI":"10.1109\/JSYST.2022.3222262","article-title":"Twin delayed deep deterministic policy gradient (TD3) based virtual inertia control for inverter-interfacing DGs in microgrids","volume":"17","author":"Egbomwan","year":"Jun. 2023","journal-title":"IEEE Syst. J."},{"key":"ref30","article-title":"Bio-inspired neural network for real-time evasion of multi-robot systems in dynamic environments","volume":"9","author":"Li","year":"2024","journal-title":"Biomimetics"},{"key":"ref31","doi-asserted-by":"crossref","unstructured":"E. Camci and E. Kayacan, \u201cGame of drones: UAV pursuit-evasion game with type-2 fuzzy logic controllers tuned by reinforcement learning,\u201d presented at the 2016 IEEE Int. Conf. Fuzzy Syst. (FUZZ-IEEE), Vancouver, BC, Canada, 2016, pp. 618\u2013625. doi: 10.1109\/FUZZ-IEEE.2016.7737744.","DOI":"10.1109\/FUZZ-IEEE.2016.7737744"},{"key":"ref32","doi-asserted-by":"crossref","unstructured":"M. Kouzeghar, Y. Song, M. Meghjani, and R. Bouffanais, \u201cMulti-target pursuit by a decentralized heterogeneous UAV swarm using deep multi-agent reinforcement learning,\u201d 2023, arXiv:2303.01799.","DOI":"10.1109\/ICRA48891.2023.10160919"},{"key":"ref33","doi-asserted-by":"crossref","unstructured":"M. Zamanipour, \u201cNovel Information-theoretic Game-theoretical Insights to Broadcasting in Internet-of-UAVs,\u201d 2022, arXiv:2201.01843.","DOI":"10.1109\/TSIPN.2022.3195117"},{"key":"ref34","series-title":"Converg. Hybrid Inf. Technol.: 5th Int. Conf., ICHIT 2011, Daejeon, Republic of Korea","article-title":"Linear velocity based predictive control design and experiment for pursuit-evasion of a multiple small scale unmanned helicopter","author":"Kaliappan","year":"2011"},{"key":"ref35","doi-asserted-by":"crossref","unstructured":"X. Wang, Y. Cai, Y. Fang, and Y. Deng, \u201cIntercept strategy for maneuvering target based on deep reinforcement learning,\u201d presented at the 2021 40th Chin. Control Conf. (CCC), Shanghai, China, Jul. 26\u201328, 2021. doi: 10.23919\/CCC52363.2021.9549458.","DOI":"10.23919\/CCC52363.2021.9549458"},{"key":"ref36","doi-asserted-by":"crossref","DOI":"10.1016\/j.heliyon.2024.e30697","article-title":"Deep deterministic policy gradient algorithm: A systematic review","volume":"10","author":"Sumiea","year":"2024","journal-title":"Heliyon"},{"key":"ref37","doi-asserted-by":"crossref","unstructured":"J. Ye, Q. Wang, B. Ma, Y. Wu, and L. Xue, \u201cA pursuit strategy for multi-agent pursuit-evasion game via multi-agent deep deterministic policy gradient algorithm,\u201d presented at the 2022 IEEE Int. Conf. Unmanned Syst. (ICUS), Guangzhou, China, Nov. 18\u201320, 2022. doi: 10.1109\/ICUS55513.2022.9986838.","DOI":"10.1109\/ICUS55513.2022.9986838"},{"key":"ref38","unstructured":"J. Chen et al., \u201cA dual curriculum learning framework for Multi-UAV pursuit-evasion in diverse environments,\u201d 2024, arXiv:2312.12255."},{"key":"ref39","unstructured":"J. Schulman, F. Wolski, P. Dhariwal, A. Radford, and O. Klimov, \u201cProximal policy optimization algorithms,\u201d 2017, arXiv:1707.06347."},{"key":"ref40","first-page":"755","article-title":"PID controllers: Theory, design, and tuning","volume":"16","author":"\u00c5str\u00f6m","year":"2008","journal-title":"IEEE Trans. Control Syst. Technol."},{"key":"ref41","first-page":"447","article-title":"Model predictive control: Theory and practice\u2013A survey","volume":"39","author":"Maciejowski","year":"2002","journal-title":"Automatica"}],"container-title":["Computers, Materials &amp; Continua"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.techscience.com\/files\/cmc\/2024\/TSP_CMC-80-3\/TSP_CMC_55125\/TSP_CMC_55125.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,7]],"date-time":"2025-03-07T01:46:06Z","timestamp":1741311966000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.techscience.com\/cmc\/v80n3\/57911"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"references-count":41,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2024]]},"published-print":{"date-parts":[[2024]]}},"URL":"https:\/\/doi.org\/10.32604\/cmc.2024.055125","relation":{},"ISSN":["1546-2226"],"issn-type":[{"value":"1546-2226","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"2024-06-18","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-08-16","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-09-12","order":2,"name":"published","label":"Published Online","group":{"name":"publication_history","label":"Publication History"}}]}}