Minimum Time-Minimum Jerk Optimal Traffic Management for AGVs

被引:11
作者
Frego, Marco [1 ,2 ]
Bevilacqua, Paolo [1 ]
Divan, Stefano [1 ]
Zenatti, Fabiano [1 ]
Palopoli, Luigi [1 ]
Biral, Francesco [2 ]
Fontanelli, Daniele [2 ]
机构
[1] Univ Trento, Dept Informat Engn & Comp Sci, I-38122 Trento, Italy
[2] Univ Trento, Dept Ind Engn, I-38122 Trento, Italy
基金
欧盟地平线“2020”;
关键词
Smoothing; minimum jerk; traffic management; multi-agent; optimal control; semi-analytic solutions; MULTIPLE AGVS; COORDINATION; VEHICLE;
D O I
10.1109/LRA.2020.3007435
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
A combined minimum time - minimum jerk traffic management system for the vehicle coordination in an automated warehouse is presented. The algorithm is organised in two steps: in the first, a simple minimum time optimisation problem is solved, in the second step, this time-optimal solution is refined into a smooth minimum jerk plan for the autonomous forklifts in order to avoid impulsive forces that may unbalance the vehicle. For the first step, we propose a novel approach based on Linear Programming, which guarantees convergence to the optimal solution starting from a feasible point, and a low computational overhead, which makes it suitable for real-time applications. The output of this step is a piecewise constant velocity profile for all the moving robots that ensures collision avoidance. The second step takes such speed profile and generates its smoothed version, which minimises the jerk while respecting the same levels of safety of the solution generated by the first step. We discuss the different solutions with simulation and experimental data.
引用
收藏
页码:5307 / 5314
页数:8
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