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An Improved Level Set Method for Reachability Problems in Differential Games

delete2024-05-01
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OA
AI
W
Wei Liao
T
Taotao Liang
P
Pengwen Xiong *
C
Chen Wang
A
Aiguo Song
P
Peter Liu
DOI:10.1109/TSMC.2024.3352263delete
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摘要

摘要

En 中文
This study focuses on reachability problems in differential games. An improved level set (LS) method for computing reachable tubes (RTs) is proposed in this article. The RT is described as a sub-LS of a value function, which is the viscosity solution of a Hamilton-Jacobi (HJ) equation with running cost. We generalize the concept of RTs and propose a new class of RTs, which are referred to as cost-limited one. In particular, a performance index can be specified for the system, and A set of initial states of the system's evolutions that can reach the target set before the performance index grows to a given allowable cost is referred to as a cost-limited RT (CRT). Such an RT can be obtained by specifying the corresponding running cost function for the HJ equation. Different nonzero sub-LSs of the viscosity solution of the HJ equation at a certain time point can be used to characterize the CRTs with different allowable costs (or the RTs with different time horizons), thus reducing the storage space consumption. The validity and accuracy of the suggested technique are demonstrated via some examples.
Keyword:
Cathode ray tubes
Differential games
Viscosity
Performance analysis
Costs
Cost function
Trajectory
Differential game
Hamilton-Jacobi (HJ) equation
optimal control
reachability
viscosity solution

期刊

IEEE Transactions on Cybernetics 封面图
IEEE Transactions on Cybernetics
IF:
10.5
论文数:
1.1W
被引数:
5.0W

机构

N
Nanchang University
学者数:
3.7W
论文数: 2.1W
被引数: 3.7W
S
southeast university - china
学者数:
5.3W
论文数: 4.9W
被引数: 57
C
carleton university
学者数:
7.5K
论文数: 8.3K
被引数: 5
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