Situational continuity-based air combat autonomous maneuvering decision-making

Situational continuity-based air combat autonomous maneuvering decision-making

In order to improve the performance of UAV’s autonomous maneuvering decision-making, this paper proposes a decision-making method based on situational continuity. The algorithm in this paper designs a situation evaluation function with strong guidance, then trains the Long Short-Term Memory (LSTM) u...

Full description

Bibliographic Details
Main Authors:	Jian-dong Zhang, Yi-fei Yu, Li-hui Zheng, Qi-ming Yang, Guo-qing Shi, Yong Wu
Format:	Article
Language:	English
Published:	KeAi Communications Co., Ltd. 2023-11-01
Series:	Defence Technology
Subjects:	UAV Maneuvering decision-making Situational continuity Long short-term memory (LSTM) Deep Q network (DQN) Fully neural network (FNN)
Online Access:	http://www.sciencedirect.com/science/article/pii/S2214914722001842

Similar Items

Research on Intelligent Maneuvering Decision-Making in Close Air Combat Based on Deep Q Network
by: Zhang Tingyu, Sun Mingwei, Wang Yongshuai, Chen Zengqiang
Published: (2023-06-01)

Research on Deep Q-Network Hybridization with Extended Kalman Filter in Maneuvering Decision of Unmanned Combat Aerial Vehicles
by: Juntao Ruan, et al.
Published: (2024-01-01)

Maneuvering Decision Making Based on Cloud Modeling Algorithm for UAV Evasion–Pursuit Game
by: Hanqiao Huang, et al.
Published: (2024-02-01)

Application of Deep Reinforcement Learning in Maneuver Planning of Beyond-Visual-Range Air Combat
by: Dongyuan Hu, et al.
Published: (2021-01-01)

Autonomous Maneuver Decision-Making of UCAV with Incomplete Information in Human-Computer Gaming
by: Shouyi Li, et al.
Published: (2023-02-01)

Autonomous Maneuver Decision Making of Dual-UAV Cooperative Air Combat Based on Deep Reinforcement Learning
by: Jinwen Hu, et al.
Published: (2022-02-01)

An Adaptive Control Framework for the Autonomous Aerobatic Maneuvers of Fixed-Wing Unmanned Aerial Vehicle
by: Su Cao, et al.
Published: (2022-10-01)

A UAV Maneuver Decision-Making Algorithm for Autonomous Airdrop Based on Deep Reinforcement Learning
by: Ke Li, et al.
Published: (2021-03-01)

ANN and SSO Algorithms for a Newly Developed Flexible Grid Trading Model
by: Wei-Chang Yeh, et al.
Published: (2022-10-01)

Maneuver Decision-Making for Autonomous Air Combat Based on FRE-PPO
by: Hongpeng Zhang, et al.
Published: (2022-10-01)

LSTM-RNN-FNN Model for Load Forecasting Based on Deleuze’s Assemblage Perspective
by: Jie Xin, et al.
Published: (2022-05-01)

Short-Term Load Forecasting Algorithm Using a Similar Day Selection Method Based on Reinforcement Learning
by: Rae-Jun Park, et al.
Published: (2020-05-01)

UAV Air Game Maneuver Decision-Making Using Dueling Double Deep Q Network with Expert Experience Storage Mechanism
by: Jiahui Zhang, et al.
Published: (2023-06-01)

Machine Learning for Human Motion Intention Detection
by: Jun-Ji Lin, et al.
Published: (2023-08-01)

Autonomous Maneuver Decision-Making Through Curriculum Learning and Reinforcement Learning With Sparse Rewards
by: Yujie Wei, et al.
Published: (2023-01-01)

Autonomous maneuver decision-making method based on reinforcement learning and Monte Carlo tree search
by: Hongpeng Zhang, et al.
Published: (2022-10-01)

A Framework for Predicting Network Security Situation Based on the Improved LSTM
by: Shixuan Li, et al.
Published: (2020-06-01)

Artificial Intelligence for Vehicle Behavior Anticipation: Hybrid Approach Based on Maneuver Classification and Trajectory Prediction
by: Abdelmoudjib Benterki, et al.
Published: (2020-01-01)

Low Thrust Propelled Close Approach Maneuvers
by: Alessandra F. S. Ferreira, et al.
Published: (2022-08-01)

Simplified Deep Reinforcement Learning Approach for Channel Prediction in Power Domain NOMA System
by: Mohamed Gaballa, et al.
Published: (2023-11-01)

Human Posture Transition-Time Detection Based upon Inertial Measurement Unit and Long Short-Term Memory Neural Networks
by: Chun-Ting Kuo, et al.
Published: (2023-10-01)

The difference in prolonged continuous and intermittent Pringle maneuver during complex hepatectomy for hepatocellular carcinoma patients with chronic liver disease: A retrospective cohort study
by: Jianwei Liu, et al.
Published: (2021-12-01)

Maneuver Decision of UAV in Short-Range Air Combat Based on Deep Reinforcement Learning
by: Qiming Yang, et al.
Published: (2020-01-01)

A Hierarchical and Prioritized Framework in Coordinated Maneuver of Multiple Uavs Based on Guidance Regulator
by: Hassan Haghighi, et al.
Published: (2019-01-01)

A Hierarchical and Prioritized Framework in Coordinated Maneuver of Multiple UAVs Based on Guidance Regulator
by: Hassan Haghighi, et al.
Published: (2019-01-01)

Autonomous maneuver decision-making for a UCAV in short-range aerial combat based on an MS-DDQN algorithm
by: Yong-feng Li, et al.
Published: (2022-09-01)

Air Combat Maneuver Decision Based on Reinforcement Genetic Algorithm
Published: (2020-12-01)

Target maneuver behavior recognition method based on double drive model
by: PING Hong-da, LIU Yi-hai, SHAN Lian-ping
Published: (2023-04-01)

High-Fidelity Decision-Making and Simulation for Cooperative Autonomous Air Combat Considering the Effect of Flight Controller
by: Zhihao Wang, et al.
Published: (2022-01-01)

Comparison of Various Vagal Maneuvers for Supraventricular Tachycardia by Network Meta-Analysis
by: Edward Pei-Chuan Huang, et al.
Published: (2022-02-01)

Resection of an intra-operative ruptured hepatocellular carcinoma with continuous pringle maneuver and in situ hypothermic perfusion through the inferior mesenteric vein - a case report
by: Lin Yueh-Ming, et al.
Published: (2013-01-01)

Task Unloading Strategy of Multi UAV for Transmission Line Inspection Based on Deep Reinforcement Learning
by: Hui Shen, et al.
Published: (2022-07-01)

Maneuver Decision-Making Method for Ship Collision Avoidance in Chengshantou Traffic Separation Scheme Waters
by: Yixiong He, et al.
Published: (2023-07-01)

MDPrePost-Net: A Spatial-Spectral-Temporal Fully Convolutional Network for Mapping of Mangrove Degradation Affected by Hurricane Irma 2017 Using Sentinel-2 Data
by: Ilham Jamaluddin, et al.
Published: (2021-12-01)

Generation of Realistic Cut-In Maneuvers to Support Safety Assessment of Advanced Driver Assistance Systems
by: Zafer Kayatas, et al.
Published: (2023-09-01)

Autonomous Navigation of Robots: Optimization with DQN
by: Juan Escobar-Naranjo, et al.
Published: (2023-06-01)

Comparison of the Modified Valsalva Maneuver and the Standard Valsalva Maneuver for Treatment of Supraventricular Tachycardia in Emergency Department
by: Yahya Kemal Günaydın, et al.
Published: (2021-12-01)

Transformer-Based Maneuvering Target Tracking
by: Guanghui Zhao, et al.
Published: (2022-11-01)

UCAV Air Combat Maneuver Decisions Based on a Proximal Policy Optimization Algorithm with Situation Reward Shaping
by: Kaibiao Yang, et al.
Published: (2022-08-01)

Hybrid LSTM Neural Network for Short-Term Traffic Flow Prediction
by: Yuelei Xiao, et al.
Published: (2019-03-01)