paper-with-me

Papers

Monte Carlo Tree Search Based Tactical Maneuvering

2020-09-13 · Kunal Srivastava, Amit Surana

In this paper we explore the application of simultaneous move Monte Carlo Tree Search (MCTS) based online framework for tactical maneuvering between two unmanned aircrafts. Compared to other techniques, MCTS enables efficient search over long horizons and uses self-play to select best maneuver in the current state while accounting for the opponent aircraft tactics. We explore different algorithmic choices in MCTS and demonstrate the framework numerically in a simulated 2D tactical maneuvering application.

📄 PDF Abstract BibTeX arXiv:2009.08807

Code (0)

등록된 구현이 없습니다.

Similar Papers 제목 키워드 기반

Maneuver Decision-Making Through Proximal Policy Optimization And Monte Carlo Tree Search

2023-08-28 · Zhang Hong-Peng

Maneuver decision-making can be regarded as a Markov decision process and can be address by reinforcement learning. However, original reinforcement learning algorithms can hardly solve the maneuvering decision-making pro…

Decision Makingreinforcement-learningReinforcement Learning

Combining Planning and Deep Reinforcement Learning in Tactical Decision Making for Autonomous Driving

2019-05-06 · Carl-Johan Hoel, Katherine Driggs-Campbell, Krister Wolff, Leo Laine 외

Tactical decision making for autonomous driving is challenging due to the diversity of environments, the uncertainty in the sensor information, and the complex interaction with other road users. This paper introduces a g…

Autonomous DrivingDecision MakingDeep Reinforcement LearningDiversity+2

LLM-Based Test Case Generation in DBMS through Monte Carlo Tree Search

2026-03-23 · Yujia Chen, Yingli Zhou, Fangyuan Zhang, Cuiyun Gao arxiv

Database Management Systems (DBMSs) are fundamental infrastructure for modern data-driven applications, where thorough testing with high-quality SQL test cases is essential for ensuring system reliability. Traditional ap…

Monte Carlo Search Algorithms Discovering Monte Carlo Tree Search Exploration Terms

2024-04-14 · Tristan Cazenave

Monte Carlo Tree Search and Monte Carlo Search have good results for many combinatorial problems. In this paper we propose to use Monte Carlo Search to design mathematical expressions that are used as exploration terms f…

Combat Models for RTS Games

2016-05-17 · Alberto Uriarte, Santiago Ontañón

Game tree search algorithms, such as Monte Carlo Tree Search (MCTS), require access to a forward model (or "simulator") of the game at hand. However, in some games such forward model is not readily available. This paper …

Starcraft