Deployment of multi-agent algorithms for tactical operations on UAV hardware
نویسندگان
چکیده
Small Unmanned Aerial Vehicles (UAVs) are becoming increasingly popular for tasks such as surveillance or target tracking in various types of tactical missions. Traditionally, each UAV in a mission is controlled by one or more operators. In our previous work we have developed a collection of distributed algorithms that allow one operator to control a whole team of small UAVs. Here, we report on our successful effort to deploy the developed multi-agent control algorithms to a team of hardware UAVs. To reduce costs and risk, we first developed the multi-agent control algorithms using simulated approximation of the target environment. Then, we gradually refined the model of the target environment by adding higher-fidelity models of the assets and hardwarein-the loop assets. In the final step, the algorithms were deployed and field tested in a full hardware setting and in a mixed-reality setting, where hardware UAVs are accompanied by a a number of simulated UAVs.
منابع مشابه
Real-Time UAV Maneuvering via Automated Planning in Simulations
The automatic generation of realistic behaviour such as tactical intercepts for Unmanned Aerial Vehicles (UAV) in air combat is a challenging problem. State-of-the-art solutions propose hand– crafted algorithms and heuristics whose performance depends heavily on the initial conditions and specific aerodynamic characteristics of the UAVs involved. This demo shows the ability of domain– independe...
متن کاملGround Tactical Mission Support by Multi-agent Control of UAV Operations
Autonomous control of group of unmanned aerial vehicles based on task allocation mechanisms shows great potential for ground tactical mission support. We introduce experimental simulation system combining flexible mission control of ground assets in urban environment and autonomous aerial support utilizing multi-agent problem solving techniques. Two case-studies are presented for evaluation – c...
متن کاملIntegration of Autonomous UAVs into Multi-agent Simulation
In recent years, Unmanned Aerial Vehicles (UAVs) have attracted much attention both in the research field and in the field of commercial deployment. Researchers recently started to study problems and opportunities connected with the usage, deployment and operation of teams of multiple autonomous UAVs. These multi-UAV scenarios are by their nature well suited to be modelled and simulated as mult...
متن کاملLow Cost UAV-based Remote Sensing for Autonomous Wildlife Monitoring
In recent years, developments in unmanned aerial vehicles, lightweight on-board computers, and low-cost thermal imaging sensors offer a new opportunity for wildlife monitoring. In contrast with traditional methods now surveying endangered species to obtain population and location has become more cost-effective and least time-consuming. In this paper, a low-cost UAV-based remote sensing platform...
متن کاملTactical Operations of Multi-Robot Teams in Urban Warfare
With scaling of multi-robot teams deployed in military operations, there is a need to boost autonomy of individual, as well team behaviors. We developed a feature-rich simulation testbed for experimental evaluation of multi-agent coordination mechanisms applicable in tactical military operations in urban warfare. In particular, we investigated four approaches including multi-agent mission plann...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2013