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Robust Online Epistemic Replanning of Multi-Robot Missions

arXiv.org Artificial Intelligence

As Multi-Robot Systems (MRS) become more affordable and computing capabilities grow, they provide significant advantages for complex applications such as environmental monitoring, underwater inspections, or space exploration. However, accounting for potential communication loss or the unavailability of communication infrastructures in these application domains remains an open problem. Much of the applicable MRS research assumes that the system can sustain communication through proximity regulations and formation control or by devising a framework for separating and adhering to a predetermined plan for extended periods of disconnection. The latter technique enables an MRS to be more efficient, but breakdowns and environmental uncertainties can have a domino effect throughout the system, particularly when the mission goal is intricate or time-sensitive. To deal with this problem, our proposed framework has two main phases: i) a centralized planner to allocate mission tasks by rewarding intermittent rendezvous between robots to mitigate the effects of the unforeseen events during mission execution, and ii) a decentralized replanning scheme leveraging epistemic planning to formalize belief propagation and a Monte Carlo tree search for policy optimization given distributed rational belief updates. The proposed framework outperforms a baseline heuristic and is validated using simulations and experiments with aerial vehicles.


Top 10 Green Robots in the Market Everyone Should Know

#artificialintelligence

Innovation is advancing enormously in the field of robotics. Soon they might accept jobs in a wide range of ventures. As robotic technology have a bigger influence across the world, it becomes important to think about its impact on the environment. In that case, the best option people have is Green robots, which are used to help preserve the environment by fighting wildfires, managing waste, and cleaning water bodies. Holes in water pipes cause a lot of drinkable water to be squandered. Nonstop work is difficult to follow and would cost a lot of money in labor.


Customize your green robot with Androidify app

AITopics Original Links

Add hair, shorts, shoes--and whatever else you want--to the little green Android. Now you can carry your affection to a new level with Androidify, an app that lets you customize Android's look. Available for free from Android Market, Androidify lets users turn the logo-bot into caricatures of themselves or anyone else. The app is the work of Google Creative Lab and Larva Labs, which has produced apps like Face Mixer and Retro Defense. Choices include spiky hair, body types, beards, glasses, wardrobes, and accessories like hats, watches, and even a parrot.