arXiv Open Access 2019

Designing a Multi-Objective Reward Function for Creating Teams of Robotic Bodyguards Using Deep Reinforcement Learning

Hassam Ullah Sheikh Ladislau Bölöni

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Abstrak

We are considering a scenario where a team of bodyguard robots provides physical protection to a VIP in a crowded public space. We use deep reinforcement learning to learn the policy to be followed by the robots. As the robot bodyguards need to follow several difficult-to-reconcile goals, we study several primitive and composite reward functions and their impact on the overall behavior of the robotic bodyguards.

Topik & Kata Kunci

cs.MA cs.LG

Penulis (2)

Hassam Ullah Sheikh

Ladislau Bölöni

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Sheikh, H.U., Bölöni, L. (2019). Designing a Multi-Objective Reward Function for Creating Teams of Robotic Bodyguards Using Deep Reinforcement Learning. https://arxiv.org/abs/1901.09837

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Tahun Terbit: 2019
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓