Differential communication with distributed MPC based on occupancy grid

التفاصيل البيبلوغرافية
العنوان: Differential communication with distributed MPC based on occupancy grid
المؤلفون: Jürgen Pannek, George K. I. Mann, Raymond G. Gosine, Mohamed W. Mehrez, Karl Worthmann, Tobias Sprodowski, Juliana Keiko Sagawa
المصدر: Information Sciences. 453:426-441
بيانات النشر: Elsevier BV, 2018.
سنة النشر: 2018
مصطلحات موضوعية: Scheme (programming language), 0209 industrial biotechnology, Information Systems and Management, Occupancy grid mapping, Computer science, Holonomic, Mobile robot, 02 engineering and technology, Topology, Computer Science Applications, Theoretical Computer Science, Set (abstract data type), 020901 industrial engineering & automation, Artificial Intelligence, Control and Systems Engineering, 0202 electrical engineering, electronic engineering, information engineering, 020201 artificial intelligence & image processing, Differential (infinitesimal), computer, Software, computer.programming_language
الوصف: We introduce a Distributed Model Predictive Control (DMPC) algorithm, which is based on the novel idea of projecting predicted trajectories on a quantised spatial set to reduce the communication load. The scheme exploits advantages of continuous optimisation methods while only quantised data is broadcasted. Further, we set up a differential communication scheme, in which only altered cells instead of the full prediction are broadcasted. While the quantisation reduces the communication effort for the overall system, the differential communication further reduces the effort depending on the chosen cell size. The approach is evaluated in simulations using groups of holonomic and non-holonomic mobile robots.
تدمد: 0020-0255
URL الوصول: https://explore.openaire.eu/search/publication?articleId=doi_________::1426d5ed1a6a99210dd7789c20066828
https://doi.org/10.1016/j.ins.2018.04.034
حقوق: CLOSED
رقم الأكسشن: edsair.doi...........1426d5ed1a6a99210dd7789c20066828
قاعدة البيانات: OpenAIRE