Multi-Agent Visual Coordination using Optical Wireless Communication
نویسندگان
چکیده
Communication is a key element in applying multi-agent reinforcement learning to wide range of real-world scenarios. We focus on optical wireless communication (OWC), which practical solution be used various real situations where radio not available, such as underwater or lot noise environment. OWC method communicating only with other agents visual using light, unlike wave like mostly assumed existing research learning. Due limited communication, when used, overall performance generally degraded from the case full communication. In this paper, we propose that learns coordination behavior OWC. Our proposed visually cooperative enables equipped field view (FOV) cameras efficiently comprehend and imagine their surrounding environment through Experimental results simulation demonstrated that, method, multi-agents general FOV show comparable those Additionally, it has been can improve algorithms. also implement devices mobile robots operation.
منابع مشابه
Multi-Agent Coordination by Communication of Evaluations
A framework for coordination in multi-agent systems is introduced. The main idea of our framework is that an agent with knowledge about the desired behavior in a certain domain will direct other, domain-independent agents by means of signals which reeect its evaluation of the coordination between its own actions and their actions. Mechanisms for coordination are required to enable construction ...
متن کاملImproving the Coordination Efficiency of Limited Communication Multi-AUV Operations using a Multi-Agent Architecture
This research addresses the problem of coordinating multiple autonomous underwater vehicle (AUV) operations. An intelligent mission executive has been created that uses multi-agent technology to control and coordinate multiple AUVs in communication deficient environments. By incorporating real time vehicle prediction, blackboard-based hierarchical mission plans, mission optimization and a distr...
متن کاملMulti-agent Coordination using Local Search
We consider the problem of coordinating the behavior of multiple self-interested agents. It involves constraint optimization problems that often can only be solved by local search algorithms. Using local search poses problems of incentivecompatibility and individual rationality. We thus define a weaker notion of bounded-rational incentive-compatibility where manipulation is made impossible with...
متن کاملMulti-agent coordination and control using stigmergy
This paper describes and discusses a novel design and a prototype implementation for manufacturing control systems, aimed at handling changes and disturbances. This novel design utilizes the concept of a multi-agent system. Agents in this system use an indirect coordination mechanism, called stigmergy. Stigmergy is a class of mechanisms that mediate animal-animal interactions. It consists of in...
متن کاملExecution-time Communication Decisions for Coordination of Multi-agent Teams
MULTI-AGENT teams can be used to perform tasks that would be very difficult or impossible for single agents. Although such teams provide additional functionality and robustness over single-agent systems, they also present additional challenges, mainly due to the difficulty of coordinating multiple agents in the presence of uncertainty and partial observability. Agents in a multi-agent team must...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE robotics and automation letters
سال: 2023
ISSN: ['2377-3766']
DOI: https://doi.org/10.1109/lra.2023.3304905