# Efficient Task Allocation in Multi-Agent Systems Using Reinforcement Learning and Genetic Algorithm
## 4 A Learning Algorithm
### Genetic Algorithm-Enhanced Proximal Policy Optimization
(2024)_ [PERSON]; [PERSON]; [PERSON] Generating Task Reallocation Suggestions to Handle Confingencies in Human-Supervised Multi-Robot Missions. _IEEE Trans. Autom. Sci. Eng._**2024**, _21_, 367-381. [CrossRef]
* _[PERSON] et al. (2021)_ [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Efficient and secured swarm pattern multi-UAV communication. _IEEE Trans. Veh. Technol._**2021**, _70_, 7050-7058. [CrossRef]
* _[PERSON] et al. (2019)_ [PERSON]; [PERSON]; [PERSON] Task-driven relay assignment in distributed UAV communication networks. _IEEE Trans. Veh. Technol._**2019**, _68_, 11003-11017. [CrossRef]
* _[PERSON] et al. (2022)_ [PERSON]; [PERSON]; [PERSON] Optimal Distributed Leader-Following Consensus of Linear Multi-Agent Systems: A Dynamic Average Consensus-Based Approach. _IEEE Trans. Circuits Syst. II Express Briefs_**2022**, _69_, 1208-1212. [CrossRef]
* _[PERSON] et al. (2023)_ [PERSON]; [PERSON]; [PERSON]; [PERSON] Privacy-Preserved Distributed Optimization for Multi-Agent Systems With Antagonistic Interactions. _IEEE Trans. Circuits Syst. I Regul. Pap._**2023**, _70_, 1350-1360. [CrossRef]
* _[PERSON] and [PERSON] (2024)_ [PERSON]; [PERSON] Hierarchical Optimization Scheduling Algorithm for Logistics Transport Vehicles Based on Multi-Agent Reinforcement Learning. _IEEE Trans. Intell. Transp. Syst._**2024**, _25_, 3108-3117. [CrossRef]
* _[PERSON] et al. (2022)_ [PERSON]; [PERSON]; [PERSON]; [PERSON] Solving Specified-Time Distributed Optimization Problem via Sampled-Data-Based Algorithm. _IEEE Trans. Netw. Sci. Eng._**2022**, \(9\), 2747-2758. [CrossRef]
* _[PERSON] et al. (2024)_ [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] DL-DRL: A double-level deep reinforcement learning approach for large-scale task scheduling of multi-UAV. _IEEE Trans. Autom. Sci. Eng._**2024**, _22_, 1028-1044. [CrossRef]
* _[PERSON] et al. (2023)_ [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]. Efficient resource allocation in multi-UAV assisted vehicular networks with security constraint and attention mechanism. _IEEE Trans. Wireless Commun._**2023**, _22_, 4802-4813. [CrossRef]
* _[PERSON] et al. (2024)_ [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Joint optimization of data acquisition and trajectory planning for UAV-assisted wireless powered Internet of Things. _IEEE Trans. Mob. Comput._**2024**, _24_, 1016-1030. [CrossRef]
* _[PERSON] et al. (2024)_ [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Joint UAV deployment and resource allocation: A personalized federated deep reinforcement learning approach. _IEEE Trans. Veh. Technol._**2024**, _73_, 4005-4018. [CrossRef]
* _[PERSON] and [PERSON] (2005)_ [PERSON]; [PERSON] Consensus seeking in multi-agent systems under dynamically changing interaction topologies. _IEEE Trans. Autom. Control_**2005**, _50_, 655-661. [CrossRef]
* _[PERSON] (2011)_ [PERSON] A dynamic virtual structure formation control for fixed-wing UAVs. In Proceedings of the 2011 9 th IEEE International Conference on Control and Automation (ICCA), Santiago, Chile, 19-21 December 2011; pp. 627-632. * _[PERSON] et al. (1998)_ [PERSON]; [PERSON] Behavior-based formation control for multi-robot teams. _IEEE Trans. Robot. Autom._**1998**, _14_, 926-939. [CrossRef]
* _[PERSON] (1999)_ [PERSON]; [PERSON] Actor-critic algorithms. _Adv. Neural Inf. Process. Syst._**1999**, _12_, 1008-1014. * _[PERSON] et al. (2023)_ [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] PPO-based PDAC traffic control scheme for massive IoV communications. _IEEE Trans. Intell. Transp. Syst._**2023**, _24_, 1116-1125. [CrossRef]
* _[PERSON] et al. (2015)_ [PERSON]; [PERSON]; [PERSON] Human-level control through deep reinforcement learning. _Nature_**2015**, _518_, 529-533. [CrossRef] [PubMed]
* _[PERSON] et al. (2023)_ [PERSON]; [PERSON]; [PERSON]; [PERSON] DDPG-based joint time and energy management in ambient backscatter-assisted hybrid underlay CRNs. _IEEE Trans. Commun._**2023**, _71_, 441-456.