A Progressive Motion-Planning Algorithm and Traffic Flow Analysis for High-Density 2D Traffic

被引:14
|
作者
Liu, Yanchao [1 ]
机构
[1] Wayne State Univ, Dept Ind & Syst Engn, Detroit, MI 48201 USA
关键词
motion planning; UAS traffic management (UTM); 2D traffic flow; aerial logistics; nonlinear optimization; CONFLICT-RESOLUTION; OPTIMIZATION; MODEL; MANAGEMENT; AIRCRAFT;
D O I
10.1287/trsc.2019.0903
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Unmanned aircraft systems (UASs) are a promising new mode of transportation for cargo delivery. Although control, navigation, and communication technologies are becoming available on individual flight units, system-level motion management for dense UAS traffic remains an open question. This paper presents a motion-planning model based on nonlinear optimization techniques to centrally coordinate paths for all vehicles traversing a shared two-dimensional (2D) space. An exact bound is derived to characterize the discrete-time separation constraints, and a set of new metrics is proposed to measure 2D traffic flow efficiency. The grand goal is to make all vehicles that come under dispatch reach their respective destinations quickly and efficiently while maintaining a safe intervehicle separation at all times. This infinite-horizon operational problem is formulated as a nonlinear nonconvex optimization model that must be solved in a progressive, receding-horizon fashion. To ensure feasibility and overcome path deadlocks attributed to local optima, a series of heuristic measures are developed. By pivoting on artfully coined intermediate feasibility, the algorithm is able to circumvent imminent deadlocks in a predictive manner and progressively construct the solution with guaranteed feasibility. Simulation experiments are performed at various traffic density levels to generate useful insights for airspace regulators and traffic managers.
引用
收藏
页码:1501 / 1525
页数:25
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