Control of vehicles and robots: creation of planning systems in the state space (MIPRA)

Author:

Aladin D V,Varlamov O O,Chuvikov D A,Adamova L E,Fedoseev D A

Abstract

Abstract To control machines and robots, in addition to the well-known reflex level control systems, it is proposed to use logical level decision-making systems that are created on the basis of mivar expert systems. It is shown that the use of mivar expert systems makes it possible to solve problems of automatic planning of actions of robots in the state space. These tasks relate to STRIPS planning. The results of the study of the Mivar-based Intelligent Planner of Robot Actions (MIPRA) project have dramatically reduced the computing infrastructure requirements from servers to conventional computers and the time it takes to plan tasks for robot activities from weeks to seconds. Similar results after creating special knowledge bases can be obtained for groups of robots, multi-level heterogeneous robotic systems and cyber-physical systems of various bases and purposes, which is an important section in the control of machines and robots. Solving automatic planning tasks makes it possible to quickly develop driver assistance systems and move on to creating a fully autonomous smart car.

Publisher

IOP Publishing

Subject

General Medicine

Reference25 articles.

1. STRIPS: A new approach to the application of theorem proving to problem solving;Fikes;Artificial Intelligence,1971

2. Task Planning in “Block World” with Deep Reinforcement Learning;Ayunts;Advances in Intelligent Systems and Computing,2017

3. A Reinforcement Learning Based Algorithm for Robot Action Planning;Svaco;Mechanisms and Machine Science,2019

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