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A Multiagent Potential Field-Based Bot for Real-Time Strategy Games

机译:用于实时策略游戏的基于多智能体的基于字段的机器人

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Bots for real-time strategy (RTS) games may be very challenging to implement. A bot controls a number of units that will have to navigate in a partially unknown environment, while at the same time avoid each other, search for enemies, and coordinate attacks to fight them down. Potential fields are a technique originating from the area of robotics where it is used in controlling the navigation of robots in dynamic environments. Although attempts have been made to transfer the technology to the gaming sector, assumed problems with efficiency and high costs for implementation have made the industry reluctant to adopt it. We present a multiagent potential field-based bot architecture that is evaluated in two different real-time strategy game settings and compare them, both in terms of performance, and in terms of softer attributes such as configurability with other state-of-the-art solutions. We show that the solution is a highly configurable bot that can match the performance standards of traditional RTS bots. Furthermore, we show that our approach deals with Fog of War (imperfect information about the opponent units) surprisingly well. We also show that a multiagent potential field-based bot is highly competitive in a resource gathering scenario.
机译:实施实时策略(RTS)游戏的机器人可能非常困难。机器人控制着许多单位,这些单位将不得不在部分未知的环境中导航,同时彼此躲避,寻找敌人并协调攻击以击退敌人。势场是一种源自机器人领域的技术,在动态环境中它被用于控制机器人的导航。尽管已经进行了将技术转移到游戏领域的尝试,但是效率和实施成本高的假定问题使业界不愿采用它。我们提出了一种基于多代理潜在领域的bot架构,该架构在两种不同的实时策略游戏设置中进行了评估,并将它们在性能以及较软属性(例如可配置性)方面进行了比较,并与其他最新技术进行了比较解决方案。我们证明了该解决方案是一种高度可配置的机器人,可以匹配传统RTS机器人的性能标准。此外,我们证明了我们的方法能够很好地处理战争迷雾(有关敌方部队的不完善信息)。我们还表明,在资源收集场景中,基于多代理潜在领域的bot具有很高的竞争力。

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