کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4948689 1439845 2017 9 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Distributed MPC for multi-vehicle systems moving in formation
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Distributed MPC for multi-vehicle systems moving in formation
چکیده انگلیسی
This work presents a novel distributed model predictive control (DMPC) strategy for controlling multi-vehicle systems moving in formation. The vehicles' motion trajectories are parameterized as polynomial splines and by exploiting the properties of the B-spline basis functions, constraints on the trajectories are efficiently enforced. The computations for solving the resulting optimization problem are distributed among the agents by the Alternating Direction Method of Multipliers (ADMM). In order to reduce the computation time and the amount of inter-vehicle interaction, only one ADMM iteration is performed per control update. In this way the method converges over the subsequent control updates. Simulations for various nonholonomic vehicle types and an experimental validation on in-house developed robotic platforms prove the capability of the proposed approach. A supporting software toolbox is provided that implements the proposed approach and that facilitates its use.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Robotics and Autonomous Systems - Volume 97, November 2017, Pages 144-152
نویسندگان
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